From c132ad15b5ce86f981743683c09599e50c1bbb20 Mon Sep 17 00:00:00 2001 From: Samapriya Roy Date: Thu, 28 Sep 2023 21:36:26 -0500 Subject: [PATCH] updated output file names - added line to include my contribution --- .github/workflows/deploy_parse.yml | 4 +- README.md | 2 + output.csv | 181 --- sorted_data.json | 1802 ---------------------------- 4 files changed, 4 insertions(+), 1985 deletions(-) delete mode 100644 output.csv delete mode 100644 sorted_data.json diff --git a/.github/workflows/deploy_parse.yml b/.github/workflows/deploy_parse.yml index 0a56c96..39f5c45 100644 --- a/.github/workflows/deploy_parse.yml +++ b/.github/workflows/deploy_parse.yml @@ -85,10 +85,10 @@ jobs: row_data[headers[i]] = columns[i].text.strip() row_data = {key: row_data[key] for key in key_order if key in row_data} table_data.append(row_data) - with open('sorted_data.json', 'w') as json_file: + with open('LOLMonday_latest.json', 'w') as json_file: json.dump(table_data, json_file, indent=2) column_headers = key_order - csv_file_name = "output.csv" + csv_file_name = "LOLMonday_latest.csv" with open(csv_file_name, mode="w", newline="", encoding="utf-8") as csv_file: writer = csv.DictWriter(csv_file, fieldnames=column_headers) writer.writeheader() diff --git a/README.md b/README.md index 76a90f8..2f278a5 100644 --- a/README.md +++ b/README.md @@ -8,6 +8,8 @@ Manuscript Monday is a weekly Twitter and LinkedIn series featuring recently pub Manuscript Monday was founded by [Morgan Crowley](https://twitter.com/MorganAHCrowley), and over the years has received contributions from Flávia de Souza Mendes, Michelle Stuhlmacher, Agnieszka Faulkner, Sheryl Rose Reyes, and Matilda Anokye. Currently in September 2023, Flávia and Sheryl are the main contributors. +Automated & maintained by [Samapriya Roy](https://www.linkedin.com/in/samapriya/) +

diff --git a/output.csv b/output.csv deleted file mode 100644 index d62e178..0000000 --- a/output.csv +++ /dev/null @@ -1,181 +0,0 @@ -Week,Date,Name,Article Title,Article Link,Twitter Handle,MM Tweet,Key Words -1,"Oct 21, 2019",Dr. Keiko Nomura,Oil palm concessions in southern Myanmar consist mostly of unconverted forest,Scientific Reports,@Keiko_geo,Nomura 2019,"forest, deforestation, rubber plantations, Sentinel-1, Sentinel-2, SAR, SRTM, high resolution" -2,"Oct 28, 2019",Dr. Catherine Nakalembe,Characterizing agricultural drought in the Karamoja subregion of Uganda with meteorological and satellite-based indices,Natural Hazards,@CLNakalembe,Nakalembe 2019,"agricultural drought, NDVI, SPI, remote sensing, Karamoja, East Africa" -3,"Nov 4, 2019",Dr. Mary Henry and Dr. Jessica McCarty,Fire on the Water Towers: Mapping Burn Scars on Mount Kenya Using Satellite Data to Reconstruct Recent Fire History,Remote Sensing,@MaryHenryGEO and @jmccarty_geo,Henry 2019,"fire, Kenya, MODIS, Landsat, dNBR, active fire, burned areas, Africa" -4,"Nov 11, 2019",Sherrie Wang,Crop type mapping without field-level labels: Random forest transfer and unsupervised clustering techniques,Remote Sensing of Environment,@sherwang,Wang 2019,"classification, unsupervised learning, agriculture, Landsat, land cover, machine learning, Google Earth Engine, big data, remote sensing" -5,"Nov 18, 2019",Dr. Michelle Kalamandeen,Pervasive Rise of Small-scale Deforestation in Amazonia,Scientific Reports,@Earth2Mika,Kalamandeen 2018,"deforestation, Amazonia, z-scores, forest loss, Global Forest Change, Landsat, tropical forest, statistical evaluation" -6,"Nov 25, 2019",Dr. Jody Vogeler,Extracting the full value of the Landsat archive: Inter-sensor harmonization for the mapping of Minnesota forest canopy cover (1973–2015),Remote Sensing of Environment,@JodyVogeler,Vogeler 2018,"canopy cover, Landsat time series, LandsatLinkr, LandTrendr, Minnesota" -7,"Dec 2, 2019",Dr. Temilola Fatoyinbo,Estimating mangrove aboveground biomass from airborne LiDAR data: a case study from the Zambezi River delta,Environmental Research Letters,@EarthToLola,Fatoyinbo 2018,"lidar, mangrove, biomass, canopy height, Mozambique, blue carbon, monitoring" -8,"Dec 9, 2019",Dr. Brianna R. Pagán,Exploring the Potential of Satellite Solar-Induced Fluorescence to Constrain Global Transpiration Estimates,Remote Sensing,@Brianna_R_Pagan,Pagán 2019,"solar-induced chlorophyll fluorescence, transpiration, transpiration efficiency, GOME-2, eddy-covariance" -9,"Dec 16, 2019",Susan M. Kotikot,Statistical characterization of frost zones: Case of tea freeze damage in the Kenyan highlands,Remote Sensing,,Kotikot 2020,"frost zones, topography, MODIS, NASA, Kenya, tea crop" -10,"Dec 23, 2019",Tianjia Liu,Missing emissions from post-monsoon agricultural fires in northwestern India: regional limitations of MODIS burned area and active fire products,Environmental Research Communications,@TheRealPyroTina,Liu 2019,"India, burned area, active fires, crop residue burning, MODIS, Landsat" -11,"Dec 30, 2019",Jen Hirdman,"Google Earth Engine, Open-Access Satellite Data, and Machine Learning in Support of Large-Area Probabilistic Wetland Mapping",Remote Sensing,@JNHird,Hird 2017,"cloud computing, machine learning, wetland classification, Sentinel-1, Sentinel-2, digital terrain model, boosted regression trees, topographic wetness index, topographic position index, satellite data streams" -12,"Jan 6, 2020",Dr. Maryam Pourshamsi,A Machine-Learning Approach to PolInSAR and LiDAR Data Fusion for Improved Tropical Forest Canopy Height Estimation Using NASA AfriSAR Campaign Data,IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,@marpourshamsi,Pourshamsi 2018,"data fusion, forest height, L-band, LiDAR (RH100), polarimetric synthetic aperture radar interferometry (PolInSAR), support vector machine (SVM)" -13,"Jan 13, 2020",Dr. Beth Tellman,Understanding the role of illicit transactions in land-change dynamics,Nature Sustainability,@pazjusticiavida,Tellman 2020,"conceptual framework, illicit land transactions, remote sensing, land use, interdisciplinary, narco-deforestation" -14,"Jan 20, 2020",Andréa Puzzi Nicolau,"A spatial pattern analysis of forest loss in the Madre de Dios region, Peru",Environmental Research Letters,@puzzinicolau,Puzzi Nicolau 2019,"Landsat, forest loss, Amazon, conservation, drivers of deforestation, Peru, spectral mixture analysis" -15,"Jan 27, 2020",Lillian Ndungu,Application of MODIS NDVI for Monitoring Kenyan Rangelands Through a Web Based Decision Support Tool,Frontiers in Environmental Science,@lilianwangui,Ndungu 2019,"ASALS, rangelands, NDVI, MODIS, vegetation indices, Kenya" -16,"Feb 3, 2020",Kelsey Herndon,An Assessment of Surface Water Detection Methods for Water Resource Management in the Nigerien Sahel,Sensors,@KEHerndon,Herndon 2020,"remote sensing, spectral indices, Landsat 8 OLI, West Africa" -17,"Feb 10, 2020",Enass Said Al-Kharusi,Large-Scale Retrieval of Coloured Dissolved Organic Matter in Northern Lakes Using Sentinel-2 Data,Remote Sensing,@SaidEnass,Al-Kharusi 2020,"Sentinel-2A, northern lakes, remote sensing, atmospheric correction, coloured dissolved organic matter (CDOM), water quality" -18,"Feb 17, 2020",Dr. Amy Neuenschwander,The ATL08 land and vegetation product for the ICESat-2 Mission,Remote Sensing of Enviornment,@longhornglam,Neuenschwander 2019,"ICESat-2, Lidar, vegetation, terrain, land" -19,"Feb 24, 2020",Dr. Pinki Mondal,"A reporting framework for Sustainable Development Goal 15: Multi-scale monitoring of forest degradation using MODIS, Landsat and Sentinel data",Remote Sensing of Environment,@environmondal,Mondal 2020,"SDG indicator, forest degradataion, climate, rain-use efficiency, MODIS, Landsat, Sentinel, CHIRPS, Google Earth Engine, protected area, Asia" -20,"Mar 2, 2020",Dr. Agnieszka Faulkner,Coastal Tidal Effects on Industrial Thermal Plumes in Satellite Imagery,Remote Sensing,@its__Agnes,Faulkner 2019,"industrial plumes, remote sensing, Landsat 8, ASTER, SST" -21,"Mar 9, 2020",Grace Koech,"Climate change vulnerability assessment using a GIS modelling approach in ASAL ecosystem: a case study of Upper Ewaso Nyiro basin, Kenya",Modeling Earth Systems and Environment,@GraceKoech1,Koech 2020,"climate change, vulnerability, spatial analyses, semi-arid" -22,"Mar 16, 2020",Dr. Eleanor Stokes,Urban Applications of Nasa’s Black Marble Product Suite,Remote Sensing of Environment,@UrbanElla,Stokes 2019,"urbanization, energy infrastructure, nighttime lights, satellite, urban land use, human settlement, Suomi-NPP, NOAA-20, NASA Black Marble, VIIRS-DNB, Night Lights, NTL" -23,"Mar 23, 2020",Africa Flores-Anderson,"Hyperspectral Satellite Remote Sensing of Water Quality in Lake Atitlán, Guatemala",Frontiers in Environmental Science,@africa_science,Flores-Anderson 2020,"hyperspectral remote sensing, water quality, chlorophyll a concentration, Lake Atitlán, Guatemala" -24,"Mar 30, 2020",Amanda Weigel,A Spatial Pattern Analysis of Land Surface Roughness Heterogeneity and its Relationship to the Initiation of Weak Tornadoes,Earth Interactions,@amweigelWX,Weigel 2019,"atmosphere–land interaction, boundary layer, geographic information systems (GIS), land surface, tornadoes, tornadogenesis" -25,"Apr 6, 2020",Dr. Nkeiruka Nneti Onyia,Normalized Difference Vegetation Vigour Index: A New Remote Sensing Approach to Biodiversity Monitoring in Oil Polluted Regions,Remote Sensing,@NNkeiru,Onyia 2018,"biodiversity monitoring, species diversity, hyper-spectral imaging, Hyperion, spectral metrics, vegetation vigour, oil pollution" -26,"Apr 13, 2020",Dr. Mika Tosca,Attributing Accelerated Summertime Warming in the Southeast United States to Recent Reductions in Aerosol Burden: Indications from Vertically-Resolved Observations,Remote Sensing,@trans_icon_mika,Tosca 2017,"warming hole, air quality, southeast US, global warming, climate change, aerosols" -27,"Apr 20, 2020",Dr. Gopika Suresh,Application of the automatic seep location estimator (ASLE) with the use of contextual information for estimating offshore oil seeps,Remote Sensing Applications: Society and Environment,@Go__pika,Suresh 2017,"automatic classification, ASLE, oil slicks, oil seeps, SAR" -28,"Apr 27, 2020",Dr. Laura Dingle Robertson,Assessing Land Cover Change and Anthropogenic Disturbance in Wetlands Using Vegetation Fractions Derived from Landsat 5 TM Imagery (1984–2010),Wetlands,@LDR1,Dingle Robertson 2015,"wetlands, spectral mixture analysis, anthropogenic disturbance, time series, Landsat" -29,"May 4, 2020",Phoebe Oduor,Land Cover Mapping for Green House Gas Inventories in Eastern and Southern Africa Using Landsat and High Resolution Imagery: Approach and Lessons Learnt,Earth Science Satellite Applications,@poduor24,Oduor 2016,"land cover, land cover change, accuracy assessment, land cover class, land cover mapping" -30,"May 11, 2020",Jesslyn Brown,"Lessons learned implementing an operational continuous United States national land change monitoring capability: The Land Change Monitoring, Assessment, and Projection (LCMAP) approach",Remote Sensing of Environment,@jesslynbrown1,Brown 2020,"time series, Landsat, analysis ready data, land cover, change detection, monitoring, Earth observations" -31,"May 18, 2020",Dr. Harini Nagendra,Classification of Indian cities using Google Earth Engine,Journal of Land Use Science,@HariniNagendra,Nagendra 2019,"urbanization, land cover, Google Earth Engine, supervised classification, random forest classification tree, Landsat images" -32,"May 25, 2020",Dr. Inga Jonkheere,"Image Analysis of Hemispherical Photographs, Algorithms and Calculations","Hemispherical Photography in Forest Science: Theory, Methods, Applications",@aingejo,Jonkheere 2017,"biophysical data extraction, hemispherical photography algorithms, image classification, sun maps, vegetation canopy structure" -33,"Jun 1, 2020",Radhika Bhargava,A cloud computing-based approach to mapping mangrove erosion and progradation: Case studies from the Sundarbans and French Guiana,"Estuarine, Coastal and Shelf Science",@radb06,Bhargava 2021,"mangrove loss, coastal erosion, coastal accretion, Google Earth Engine, water classification" -34,"Jun 8, 2020",Dr. Raha Hakimdavar,Monitoring Water-Related Ecosystems with Earth Observation Data in Support of Sustainable Development Goal (SDG) 6 Reporting,Remote Sensing,@RahaHakimdavar,Hakimdavar 2020,"water-related ecosystems, surface water extent, mangroves, water quality, Sustainable Development Goal 6, Indicator 6.6.1" -35,"Jun 15, 2020",Dr. Polyanna Da Conceição Bispo,Mapping forest successional stages in the Brazilian Amazon using forest heights derived from TanDEM-X SAR interferometry,Remote Sensing of Environment,@Polybispo,Da Conceição Bispo 2019,"tropical forests, successional stages, forest height, Synthetic Aperture Radar, interferometry, TanDEM-X" -36,"Jun 22, 2020",Dr. Samiah Moustafa,Evaluation of satellite remote sensing albedo retrievals over the ablation area of the southwestern Greenland ice sheet,Remote Sensing of Environment,@Samiahmou,Moustafa 2017,"MODIS, WV-2, albedo, ablation zone, Greenland ice sheet, spatial representativeness" -37,"Jun 29, 2020",Dr. Fabiola D. Yépez and Ana Lucrecia Rivera,"Assessing hydrometeorological impacts with terrestrial and aerial Lidar data in Monterrey, México","International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences",@fabiolayepez and @LucreciaRivera,Yépez 2013,"hidrometeorological impacts, Lidar, environmental policy, risk management" -38,"Jul 6, 2020",Dr. Michelle Stuhlmacher,Environmental Outcomes of Urban Land System Change: Comparing Riparian Design Approaches in the Phoenix Metropolitan Area,Land Use Policy,@MFStuhlmacher,Stuhlmacher 2020,"land system architecture, design, urban development, remote sensing, urban land systems" -39,"Jul 13, 2020",Richa Marwaha,Object-oriented and pixel-based classification approach for land cover using airborne long-wave infrared hyperspectral data,Journal of Applied Remote Sensing,@richa_marwaha,Marwaha 2015,"support vector machine, spectral angle mapper, minimum noise fraction, error matrix" -40,"Jul 20, 2020",Meyra Fuentes and Dr. Koreen Millard,Big geospatial data analysis for Canada’s Air Pollutant Emissions Inventory (APEI): using google earth engine to estimate particulate matter from exposed mine disturbance areas,GIScience & Remote Sensing,@MDelMal and @GeoKoreen,Fuentes 2020,"Google Earth Engine, random forest classification, transfer learning, air quality, mine mapping" -41,"Jul 27, 2020",Dr. Apoorva Shastry,Water Surface Elevation Constraints in a Data Assimilation Scheme to Infer Floodplain Topography: A Case Study in the Logone Floodplain,Geophysical Research Letters,@ApoorvaShastry,Shastry 2020,"flood inundation prediction, topography, Landsat 7, Landsat 8, MERIT DEM, LISFLOOD-FP, Cameroon" -42,"Aug 3, 2020",Dr. Jill Deines,Mapping three decades of annual irrigation across the US High Plains Aquifer using Landsat and Google Earth Engine,Remote Sensing of Environment,@JillDeines,Deines 2019,"irrigation, Google Earth Engine, Landsat time series, groundwater, High Plains Aquifer, Ogallala Aquifer, agriculture" -43,"Aug 10, 2020",Sheryl Reyes,Enhancing Sustainability in Traditional Agriculture: Indicators for Monitoring the Conservation of Globally Important Agricultural Heritage Systems(GIAHS) in Japan,Sustainability,@srcreyes,Reyes 2020,"agricultural heritage systems, traditional knowledge, socio-ecological production, landscapes and seascapes (SEPLS)" -44,"Aug 17, 2020",Dr. Katarzyna Ewa Lewińska,Short-term vegetation loss versus decadal degradation of grasslands in the Caucasus based on Cumulative Endmember Fractions,Remote Sensing of Environment,@kelewinska,Lewińska 2020,"land degradation, rangelands, spectral mixture analysis (SMA), MODIS, Caucasus mountains, LandTrendr, Landsat, Google Earth Engine" -45,"Aug 24, 2020",Agatha Czekajlo,The urban greenness score: A satellite-based metric for multi-decadal characterization of urban land dynamics,International Journal of Applied Earth Observation and Geoinformation,@AgathaCzekajlo,Czekajlo 2020,"urban, vegetation, time series, Landsat, spectral unmixing, Canada" -46,"Aug 31, 2020",Dr. Carolina Monmany Garzia,"How are landscape complexity and vegetation structure related across an agricultural frontier in the subtropical Chaco, NW Argentina?",Journal of Arid Environments,@CMonmanyGarzia,Monmany Garzia 2015,"landscape metrics, QuickBird, 2-D complexity, 3-D complexity" -47,"Sep 7, 2020",Nimisha Wagle,Past and Present Practices of Topographic Base Map Database Update in Nepal,ISPRS International Journal of Geo-Information,@Wagle1996,Wagle 2020,"topographic base map, national mapping agency, updates, history, ZY-3, Nepal" -48,"Sep 14, 2020",Dr. Mirela Tulbure,Surface water extent dynamics from three decades of seasonally continuous Landsat time series at subcontinental scale in a semi-arid region,Remote Sensing of Environment,@MirelaGTulbure,Tulbure 2016,"Landsat time series, seasonally continuous, surface water dynamics, flooding dynamics, accuracy assessment, probability sampling design, Murray–Darling Basin, Australia, competing water demands, drought, random forest, long term trends, water, river basin, water management" -49,"Sep 21, 2020",Dr. Gohar Ghazaryan,Local-scale agricultural drought monitoring with satellite-based multi-sensor time-series,GIScience & Remote Sensing,@ghazaryangohar,Ghazaryan 2020,"crop stress, Sentinel-1, Landsat-8, Sentinel 2, logistic regression, data fusion" -50,"Sep 28, 2020",Sarah Banks and Dr. Koreen Millard,Contributions of Actual and Simulated Satellite SAR Data for Substrate Type Differentiation and Shoreline Mapping in the Canadian Arctic,Remote Sensing,@SAR_ahBanks and @GeoKoreen,Banks 2017,"RADARSAT-2, RADARSAT Constellation Mission, random forests, Arctic, shorelines" -51,"Oct 5, 2020",Karen Chen,Mapping horizontal and vertical urban densification in Denmark with Landsat time-series from 1985 to 2018: A semantic segmentation solution,Remote Sensing of Environment,@THKarenChen,Chen 2020,urban form; urban growth; urbanization; deep learning; semantic segmentation; multi-temporal classification; spatial and temporal transferability; Landsat -52,"Oct 12, 2020",Dr. Karen Bailey,Land-cover change within and around protected areas in a biodiversity hotspot,Journal of Land Use Science,@karnebe,Bailey 2015,"land-cover change, land-use change, protected area, Landsat, southern Africa" -53,"Oct 19, 2020",Dr. Laura Duncanson,"Biomass estimation from simulated GEDI, ICESat-2 and NISAR across environmental gradients in Sonoma County, California",Remote Sensing of Environment,@LauraDuncanson,Duncanson 2020,"GEDI, NISAR, ICESat-2, biomass estimation, biomass errors, data fusion" -54,"Oct 26, 2020",Dr. Vanessa Brum-Bastos,Multi-source data fusion of optical satellite imagery to characterize habitat selection from wildlife tracking data,Ecological Informatics,@VanessaBBastos,Brum-Bastos 2020,"movement analysis, remote sensing, NDVI, MODIS, Landsat, data fusion, multi-source" -55,"Nov 2, 2020",Mary K. Bennett,Automating Drone Image Processing to Map Coral Reef Substrates Using Google Earth Engine,Drones,@Katie_Ben91,Bennett 2020,"drone mapping, coral reefs, random forest, Google Earth Engine, remote sensing, RPAS, heron reef, drone imagery" -56,"Nov 9, 2020",Dr. Flavia de Souza Mendes,Optical and SAR Remote Sensing Synergism for Mapping Vegetation Types in the Endangered Cerrado/Amazon Ecotone of Nova Mutum—Mato Grosso,Remote Sensing,@flasmendes,de Souza Mendes 2019,"Cerrado, Amazon, vegetation type, optical, sar, synergism, mapping" -57,"Nov 16, 2020",Dr. Alicia Caruso,"Airborne hyperspectral characterisation of hydrothermal alteration in a regolith-dominated terrain, southern Gawler Ranges, South Australia",Australian Journal of Earth Sciences,@aliciascaruso,Caruso 2020,"mineral exploration, regolith-dominated terrain, hyperspectral imagery, HyMap, Spectral Feature Fitting, X-ray diffraction, hydrothermal alteration, Gawler Ranges" -58,"Nov 23, 2020",Dr. Di Yang,Open land-use map: a regional land-use mapping strategy for incorporating OpenStreetMap with earth observations,Geo-spatial Information Science,@yangdi1031,Yang 2017,"OpenStreetMap (OSM), Volunteered Geographic Information (VGI), crowdsourced data, random forest, Google Earth Engine (GEE)" -59,"Nov 30, 2020",Dr. Raechel Portelli,Describing the problem-solving strategies of expert image interpreters using graphical knowledge elicitation methods,GIScience & Remote Sensing,@CurmudgeonPhD,Portelli 2015,"image interpretation, expertise, knowledge elicitation" -60,"Dec 7, 2020",Dr. Xiao Xiang Zhu,A Review of Ten-Year Advances of Multi-Baseline SAR Interferometry Using TerraSAR-X Data,Remote Sensing,@xiaoxiang_zhu,Zhu 2018,"multi-baseline, multi-pass, PS, DS, geodetic, TomoSAR, D-TomoSAR, PSI, robust estimation, covariance matrix, InSAR, SAR, review" -61,"Dec 14, 2020",Chippie Kislik,Application of UAV Imagery to Detect and Quantify Submerged Filamentous Algae and Rooted Macrophytes in a Non-Wadeable River,Remote Sensing,@chippiekizzle,Kislik 2020,"benthic mapping, drones, submerged aquatic vegetation, filamentous algae, macrophytes" -62,"Dec 21, 2020",Dr. Priyanka deSouza,"Combining low-cost, surface-based aerosol monitors with size-resolved satellite data for air quality applications",Atmospheric Measurement Techniques,@PDez90,deSouza 2020,"near-surface particulate matter, air quality, Nairobi, Kenya, ground-based monitors, aerosol optical depth, MODIS, MISR" -63,"Dec 28, 2020",2020 MM Moments Thread,,2020 MM,,, -64,"Jan 4, 2021",Dr. Joanne White,Evaluating the capacity of single photon lidar for terrain characterization under a range of forest conditions,Remote Sensing of Environment,@Joanne_C_White,White 2021,"forestry, elevation, SPL, ALS, Lidar, forest inventory" -65,"Jan 11, 2021",Dr. Dawn Wright,"Swells, Soundings, and Sustainability, but…“Here Be Monsters”",Oceanography,@deepseadawn,Wright 2017,"ocean mapping, GIS, Earth observations, multidimensional approaches, sustainable development goal monitoring, SDG" -66,"Jan 18, 2021",Dr. Meredith Brown,Intercomparison of Machine-Learning Methods for Estimating Surface Shortwave and Photosynthetically Active Radiation,Remote Sensing,@mglbrown,Brown 2020,"PAR, machine-learning, MODIS, shortwave radiation, radiative transfer, surface radiation, satellite remote sensing, radiation budget" -67,"Jan 25, 2021",Charmaine Cruz,"Linear spectral unmixing of Sentinel-3 imagery for urban land cover - land surface temperature (LST) analysis: A case study of metro Manila, Philippines","International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences",@charmcharmcruz,Cruz 2019,"urbanization, urban heat island, land cover fractions, land surface temperature, remote sensing" -68,"Feb 1, 2021",Dr. Louise Leroux,Maize yield estimation in West Africa from crop process-induced combinations of multi-domain remote sensing indices,European Journal of Agronomy,@LerouxLouise4,Leroux 2019,"crop yield estimation and forecast, food security, MODIS NDVI and LST, SMOS SSM, statistical model, SARRA-O crop model, uncalibrated approach" -69,"Feb 8, 2021",Ufuoma Ovienmhada,Earth observation technology applied to environmental management : a case study in Benin,DSpace@MIT,@ItsUfuoma,Ovienmhada 2020,"Landsat, Sentinel-2, Sentinel-1, Planet, local stakeholders, invasive plant species, water quality, Benin" -70,"Feb 15, 2021",Dr. Alyssa Whitcraft,No pixel left behind: Toward integrating Earth Observations for agriculture into the United Nations Sustainable Development Goals framework,Remote Sensing of Environment,@AKWhitcraft,Whitcraft 2019,"Earth observations, agriculture, food security, Sustainable development goals, policy mandates, GEOGLAM" -71,"Feb 22, 2021",Jacqueline Hung,"Environmental land-cover classification for integrated watershed studies: Cape Bounty, Melville Island, Nunavut",Arctic Science,@jackiehung4,Hung 2020,"parametric algorithms, non-parametric algorithms, land cover, WorldView-2, Cape Bountry Arctic Watershed Observatory, Nunavut, support vector machine" -72,"Mar 1, 2021",Carly Beneke (Mertes),Detecting change in urban areas at continental scales with MODIS data,Remote Sensing of Environment,@CarlyMertes,Mertes 2015,"urban areas, urbanization, cities, land cover, change detection, classification, machine learning, decision trees, data fusion, decision fusion" -73,"Mar 8, 2021",Anam Khan,Reviews and syntheses: Ongoing and emerging opportunities to improve environmental science using observations from the Advanced Baseline Imager on the Geostationary Operational Environmental Satellites,Biogeosciences - Preprint,@An_Khan3,Khan 2021,"GOES, geostationary satellites, environmental monitoring, heat fluxes, droughts, wildfires" -74,"Mar 15, 2021",Dr. Francesca Giannetti,A New Method for Automated Clearcut Disturbance Detection in Mediterranean Coppice Forests Using Landsat Time Series,Remote Sensing,@fgiannetti_FRS,Giannetti 2020,"Landsat, forest disturbances, time series analysis, remote sensing, Mediterranean forest, optical time series images, algorithm, change detection" -75,"Mar 22, 2021",Dr. Yujia Zhang,Evaluating the effect of 3D urban form on neighborhood land surface temperature using Google Street View and geographically weighted regression,Landscape Ecology,,Zhang 2019,"Google Street View, 3D urban form, Geographically weighted regression, Land surface temperature, Urban heat island" -76,"Mar 29, 2021",Dr. Mylène Jacquemart,"What drives large-scale glacier detachments? Insights from Flat Creek glacier, St. Elias Mountains, Alaska",Geology,@MyleneJac,Jacquemart 2020,"Planet, Arctic, DEM, glacier detachment, Flat Creek Glacier, Alaska" -77,"April 5, 2021",Kurnia Latifiana,Spatial Habitat Suitability Modeling of the Roti Snake-Necked Turtle (Chelodina Mccordi) Based on Landsat-8 Imagery and GIS,2018 4th International Conference on Science and Technology,@latifiana,Latifiana 2018,"Geographic Information System (GIS), Habitat Suitability Index (HSI), freshwater turtles, conservation" -78,"April 12, 2021",Dr. Kirsten J. Lees,Assessing the reliability of peatland GPP measurements by remote sensing: From plot to landscape scale,Science of The Total Environment,@K_J_Lees,Lees 2021,"TG model, photosynthesis, NDVI, satellite, blanket bog" -79,"April 26, 2021",Dr. Hannah Kerner,Rapid Response Crop Maps in Data Sparse Regions,KDD ’20 Humanitarian Mapping Workshop,@hannah_kerner,Kerner 2020,"agriculture, food security, crop classification, neural networks, Earth observation" -80,"May 3, 2021",Dr. Viviana Zalles,Rapid expansion of human impact on natural land in South America since 1985,Science Advances,@vzalles,Zalles 2021,"Landsat, SWIR, NIR, NDVI, land-use conversion, land cover modification, South America" -81,"May 10, 2021",Dr. Ninni Saarinen,Understanding 3D structural complexity of individual Scots pine trees with different management history,Ecology and Evolution,@ninni_saarinen,Saarinen 2021,"box dimension, forest ecology, ground-based LiDAR, growth and yield, silviculture, terrestrial laser scanning, tree structure" -82,"May 17, 2021",Dr. Yhasmin Mendes de Moura,Carbon Dynamics in a Human-Modified Tropical Forest: A Case Study Using Multi-Temporal LiDAR Data,Remote Sensing,@yhasmoura,Mendes de Moura 2020,"airborne LiDAR, Amazon forest, aboveground carbon, canopy height, forest disturbance" -83,"May 24, 2021",Amy Pickens,Mapping and sampling to characterize global inland water dynamics from 1999 to 2018 with full Landsat time-series,Remote Sensing of Environment,,Pickens 2020,"surface water, Landsat, time-series, area estimation, change detection, Global" -84,"May 31, 2021",Angel Chen,Biophysical controls of increased tundra productivity in the western Canadian Arctic,Remote Sensing of Environment,@angelchen95,Chen 2021,"Landsat, Random Forests, Arctic tundra, greening, EVI, vegetation indices, climate change" -85,"June 7, 2021",Dr. Teresa Konlechner,Mapping spatial variability in shoreline change hotspots from satellite data; a case study in southeast Australia,"Estuarine, Coastal and Shelf Science",@tkonlechner,Konlechner 2020,"coastal erosion, Google earth engine, shoreline dynamics, shoreline detection, satellite derived shorelines" -86,"June 14, 2021",Dr. Min Xu,Implementation Strategy and Spatiotemporal Extensibility of Multipredictor Ensemble Model for Water Quality Parameter Retrieval With Multispectral Remote Sensing Data,IEEE Transactions on Geoscience and Remote Sensing,@MinXu_UC,Xu 2021,"chlorophyll-a (Chl-a), ensemble model, spatiotemporal extensibility, space and time, water quality" -87,"June 21, 2021",Dr. Kaitlin M. Gold,Hyperspectral Measurements Enable Pre-Symptomatic Detection and Differentiation of Contrasting Physiological Effects of Late Blight and Early Blight in Potato,Remote Sensing,@KaitlinMGold,Gold 2020,"field spectroscopy, pathogen; plant disease, agriculture, shortwave infrared, hyperspectral" -88,"June 28, 2021",Mary Immaculate Neh-Fru,"Remote Sensing for Geological Investigation of Mayo Kila and Environs, North West Region of Cameroon",American Journal of Earth Sciences,@ImmaculateNeh,Neh-Fru 2020,"Lineaments, fractal analysis, orogeny, remote sensing, Mayo Kila" -89,"July 5, 2021",Abigail Barenblitt,The large footprint of small-scale artisanal gold mining in Ghana,Science of the Total Environment,@abarenblitt,Barenblitt 2021,"Galamsey, Landsat, extent mapping, NDVI, Google Earth Engine" -90,"July 12, 2021",Dr. Bianca Molinari,Assessing Spatial Variation in Algal Productivity in a Tropical River Floodplain Using Satellite Remote Sensing,Remote Sensing,@molinari_bia,Molinari 2021,"statistical modelling, wetlands, tropical rivers, wetland management, epiphyton, phytoplankton, primary productivity, Landsat 8, Australia" -91,"July 19, 2021",Dr. Cheryl Doughty,Characterizing spatial variability in coastal wetland biomass across multiple scales using UAV and satellite imagery,Remote Sensing in Ecology and Conservation,@cherylldoughty,Doughty 2021,"drones, Landsat, saltmarsh, semivariogram, spatial heterogeneity, unoccupied aerial systems" -92,"July 26, 2021",Dr. Lorena A. Santos,Quality control and class noise reduction of satellite image time series,ISPRS Journal of Photogrammetry and Remote Sensing,@lorenaalvesgo,Santos 2021,"self-organizing map, class noise reduction, Bayesian inference, satellite image time series, land use and cover classification" -93,"August 2, 2021",Dr. Laura Chasmer,Using Multitemporal and Multispectral Airborne Lidar to Assess Depth of Peat Loss and Correspondence With a New Active Normalized Burn Ratio for Wildfires,Geophysical Research Letters,@ErsPeat,Chasmer 2017,"active normalized burn ratio, dNBR, lidar, Landsat 7, Fort McMurray, Canada, peatland, wildfire" -94,"August 9, 2021",Gizem Şenel,Exploring the potential of Landsat-8 OLI and Sentinel-2 MSI data for mapping and monitoring Enez Dalyan Lagoon,Desalination and Water Treatment,@GizemSenel,Senel 2019,"coastal lagoon monitoring, Landsat 8, Sentinel-2, spectral water index algorithms, normalized difference water index" -95,"August 16, 2021",Dr. Emma Li Johansson,"Mapping and quantifying perceptions of environmental change in Kilombero Valley, Tanzania",Ambio,@emmalijohansson,Johansson & Abdi 2020,"deforestation, large-scale land acquisitions, mixed methods, participatory research, remote sensing, socio-environmental change" -96,"August 23, 2021",Dr. Cibele Hummel do Amaral,Characterization of indicator tree species in neotropical environments and implications for geological mapping,Remote Sensing of Environment,@CibeleHdoAmaral,do Amaral 2018,"geobotany, Cerrado biome, sedimentary formations, multivariate analysis, spectroscopy, Spectral Mixture Analysis" -97,"August 30, 2021",Zoe Pierrat,Tower‐Based Remote Sensing Reveals Mechanisms Behind a Two‐phased Spring Transition in a Mixed‐Species Boreal Forest,JGR Biogeosciences,@zoeapie,Pierrat 2021,"tower-based remote sensing, PhotoSpec, vegetation indices, spring transition, Boreal forests" -98,"September 6, 2021",Rabia Kahn,Water quality monitoring over Finger Lakes region using Sentinel-2 imagery on Google Earth Engine cloud computing platform,XXIV ISPRS Congress,@MunsafRabia,Khan 2021,"Google Earth Engine, Finger Lakes, Sentinel 2, sediment loading, water quality" -99,"September 13, 2021",Dr. Catherine Champagne,Impact of Soil Moisture Data Characteristics on the Sensitivity to Crop Yields Under Drought and Excess Moisture Conditions,Remote Sensing,@cathchampagne,Champagne 2019,"soil moisture, drought, agriculture, SMOS, ESA-CCI" -100,"September 20, 2021",Mahsa Khodaee,Monitoring Forest Infestation and Fire Disturbance in the Southern Appalachian Using a Time Series Analysis of Landsat Imagery,Remote Sensing,@mahsa_khodaee,Khodaee 2020,"Hemlock Woolly Adelgid, fire, Landsat, Tasseled Cap Transformation" -101,"Sept 27, 2021",EO Scientist Landsat 9 Trading Card Deck,,,,L9 Cards, -102,"October 4, 2021",Dr. María Fernández-Giménez and Dr. Ginger Allington,Using an integrated social-ecological analysis to detect effects of household herding practices on indicators of rangeland resilience in Mongolia,Environmental Research Letters,@gigi_rose,Fernández-Giménez 2018,"pastoralism, grassland, mobility, statistical matching, otor, dzud, resilience" -103,"October 11, 2021",Dr. Milto Miltiadou,A Comparative Study about Data Structures Used for Efficient Management of Voxelised Full-Waveform Airborne LiDAR Data during 3D Polygonal Model Creation,Remote Sensing,@DrMiltiadou,Miltiadou 2021,"LiDAR, voxelisation, iso-surface, visualisations, data structures, efficiency, memory management, execution time, volumetric data" -104,"October 18, 2021",Emily C. Adams,Limitations of Remote Sensing in Assessing Vegetation Damage Due to the 2019–2021 Desert Locust Upsurge,Frontiers in Climate,@emily4eo,Adams 2021,"locust, NDVI, vegetation, damage assessment, MODIS, harmonized landsat sentinel" -105,"October 25, 2021",Gina Maskell,Integration of Sentinel optical and radar data for mapping smallholder coffee production systems in Vietnam,Remote Sensing of Environment,@GinaMask,Maskell 2021,"agroforestry, smallholder agriculture, crop mask, Sentinel-1, Sentinel-2, data fusion, Google Earth Engine, random forest" -106,"November 1, 2021",Dr. Angela Kross,Using Artificial Neural Networks and Remotely Sensed Data to Evaluate the Relative Importance of Variables for Prediction of Within-Field Corn and Soybean Yields,Remote Sensing,@angela_kross,Kross 2020,"corn; soybean, yield prediction, remote sensing, vegetation indices, artificial neural network, elevation, within-field scale" -107,"November 8, 2021",Bogumila Backiel,Mapping Sandbars in the Connecticut River Watershed through Aerial Images for Floodplain Conservation,Scholarworks at UMass Amherst,@bobackiel,Backiel 2018,"NAIP, aerial imagery, fluuvial geomorphic feature modelling, Connecticut River, New England, sandbars" -108,"November 15, 2021",Dr. Meghan Halabisky,Harnessing the Temporal Dimension to Improve Object-Based Image Analysis Classification of Wetlands,Remote Sensing,@mhalabisky1,Halabisky 2018,"time series, Landsat, wetlands, hydrology, hydroperiod, high resolution, GEOBIA, OBIA" -109,"November 22, 2021",Dr. Swanni Alvarado,Thresholds of fire response to moisture and fuel load differ between tropical savannas and grasslands across continents,Global Ecology and Biogeography,@SwanniAlvarado,Alvarado 2020,"MODIS, burned area, dry season, rainfall, CHIRPS, fuel conditions, Pantropical savannas" -110,"November 29, 2021",Dr. Camile Söthe,Large scale mapping of soil organic carbon concentration with 3D machine learning and satellite observations,Geoderma,@SotheCamile,Söthe 2022,"soil organic carbon, machine learning, carbon cycle, satellite data, Google Earth Engine, climate change, peatland" -111,"December 6, 2021",Dr. Ane Alencar,Mapping Three Decades of Changes in the Brazilian Savanna Native Vegetation Using Landsat Data Processed in the Google Earth Engine Platform,Remote Sensing,@anealencar3,Alencar 2020,"Cerrado, land cover, grasslands, forests, monitoring, random forest, spectral indexes, vegetation seasonality" -112,"December 13, 2021",Dr. Tahisa Neitzel Kuck,Change Detection of Selective Logging in the Brazilian Amazon Using X-Band SAR Data and Pre-Trained Convolutional Neural Networks,Remote Sensing,@tatakuck,Kuck 2021,"selective logging, synthetic aperture radar, SAR, convolutional neural networks" -113,"December 20, 2021",Dr. Michelle Picoli,Land use change: the barrier for sugarcane sustainability,"Biofuels, Bioproducts, & Biorefining",@Michelle_Picoli,Picoli 2021,"public policy, bioethanol production, Brazil, Landsat, MapBiomas, land-use change" -114,"December 27, 2021",2021 MM Moments Thread,,2021 MM,2021 MM,, -115,"January 3, 2022",Dr. Jessica McCarty,Reviews and syntheses: Arctic fire regimes and emissions in the 21st century,Biogeosciences,@jmccarty_geo,McCarty 2021,"Arctic, boreal, fire regimes, fire emissions, MODIS, VIIRS, Sentinel-2, Earth observations" -116,"January 10, 2022",Katja Kowalski,Quantifying drought effects in Central European grasslands through regression-based unmixing of intra-annual Sentinel-2 time series,Remote Sensing of Environment,@katja_kowalski,Kowalski 2022,"fractional cover, support vector regression, NDFI, photosynthetic vegetation, PV, non-photosynthetic vegetation, NPV, soil, Copernicus, climate change" -117,"January 17, 2022",Dr. Kiana Zolfaghari,Impact of Spectral Resolution on Quantifying Cyanobacteria in Lakes and Reservoirs: A Machine-Learning Assessment,IEEE Transactions on Geoscience and Remote Sensing,@KianaZol,Zolfaghari 2021,"cyanobacteria harmful algal bloom (Cyano HAB), hyperspectral, machine learning (ML), neural network, phycocyanin (PC), spectral resolution" -118,"January 24, 2022",Alexandra Runge,Remote sensing annual dynamics of rapid permafrost thaw disturbances with LandTrendr,Remote Sensing of Environment,@RungeAlexandra,Runge 2022,"retrogressive thaw slumps, time series, multi-spectral analysis, Landsat, Sentinel-2, thermo-erosion, permafrost thaw" -119,"January 31, 2022","Dr. Melania Michetti, Eleanora Cogo, and Dr. Sara Venturini",Monitoring Adaptation Using Earth Observations in View of the “Global Stocktake”,Handbook of Climate Change Management,@elecogo and @la_Venturini,Michetti 2021,"Earth observations, adaptation, resilience, global stocktake, Paris Agreement, monitoring and evaluation, climate change, climate policy, Big Data, Citizen Science" -120,"February 7, 2022",Dr. Alice Alonso and Dr. Natalie Nelson,Estimating the Influence of Oyster Reef Chains on Freshwater Detention at the Estuary Scale Using Landsat-8 Imagery,Estuaries and Coasts,@alonsoalice1 and @nataliegnelson,Alonso 2021,"Landsat 8, satellite imagery, salinity, oyster reefs, Suwannee River, Gulf of Mexico" -121,"February 14, 2022",Dr. Fang Cao and Dr. Maria Tzortziou,Capturing dissolved organic carbon dynamics with Landsat-8 and Sentinel-2 in tidally influenced wetland–estuarine systems,Science of the Total Environment,@mtzortziou,Cao & Tzortziou 2021,"coastal ecosystems, carbon cycling, tidal exchanges, episodic events, remote sensing, biogeochemistry" -122,"February 21, 2022",Dr. Zahra Sadeghi,Benchmarking and inter-comparison of Sentinel-1 InSAR velocities and time series,Remote Sensing of Environment,@ZahraSadeghi_RS,Sadeghi 2021,"InSAR, comparison, Sentinel-1, ground motion" -123,"Februrary 28, 2022",Aurélie C. Shapiro,Forest condition in the Congo Basin for the assessment of ecosystem conservation status,Ecological Indicators,@aurelgrooves,Shapiro 2021,"monitoring, forest degradation, condition, conservation planning, REDD+, stratification, Red List, prioritization" -124,"March 7, 2022",Dr. Anjana Shah,Mapping Critical Minerals from the Sky,GSA Today,,Shah 2021,"critical minerals, airborne, geology, mineral deposits, magnetic, radiometric" -125,"March 14, 2022",Dr. Maycira Costa,Historical distribution of kelp forests on the coast of British Columbia: 1858–1956,Applied Geography,@UVicSpectral,Costa 2020,"kelp spatial distribution, British Columbia, historical British admiralty charts, 1858–1956" -126,"March 21, 2022",Alejandra Mora-Soto,A High-Resolution Global Map of Giant Kelp (Macrocystis pyrifera) Forests and Intertidal Green Algae (Ulvophyceae) with Sentinel-2 Imagery,Remote Sensing,@alitamoras,Mora-Soto 2020,"giant kelp, Macrocystis pyrifera, Google Earth Engine, UAV, Sentinel-2, Ulvophyceae" -127,"March 28, 2022",Shijuan Chen,Monitoring temperate forest degradation on Google Earth Engine using Landsat time series analysis,Remote Sensing of Environment,@shijuan_chen,Chen 2021,"forest degradation, deforestation, disturbance, Landsat, Google Earth Engine, CCDC-SMA, time series analysis, change detection, area estimation" -128,"April 4, 2022",Dr. Amy Collins,How community forest management performs when REDD+ payments fail,Environmental Research Letters,@amy_christina,Collins 2022,"REDD+, community forest management, co-benefits, statistical matching, climate change mitigation, deforestation, socio-ecological systems" -129,"April 11, 2022",Vanesa Martín-Arias and Christine Evans,Modeled Impacts of LULC and Climate Change Predictions on the Hydrologic Regime in Belize,Frontiers in Environmental Science,@vanessa_martian and @ChristineAEvans,Martín-Arias 2022,"land cover change, hydrology, runoff, CMIP-6, climate change, Belize, N-SPECT, TerrSet" -130,"April 18, 2022",Caroline S. Juang,Rapid Growth of Large Forest Fires Drives the Exponential Response of Annual Forest-Fire Area to Aridity in the Western United States,Geophysical Research Letters,@caro_in_space,Juang 2022,"forest fires, western USA, MTBS, MODIS burned areas, aridification, fuels, climate, Climgrid" -131,"April 25, 2022",Dr. Ellen Whitman,"Climate-induced fire regime amplification in Alberta, Canada",Environmental Research Letters,@EllWhitman,Whitman 2022,"climate change, fire, fire severity, wildfire, fire regime, Landsat" -132,"May 2, 2022",Breylla Campos Carvalho,Shoreline position change and the relationship to annual and interannual meteo-oceanographic conditions in Southeastern Brazil,"Estuarine, Coastal and Shelf Science",@bre_campos,Campos Carvalho 2020,"Landsat imagery, WW3 model, coastal morphology, El Niño/La Niña teleconnections, Rio de Janeiro, sandy beaches" -133,"May 9, 2022",Julia Wagemann,A user perspective on future cloud-based services for Big Earth data,International Journal of Digital Earth,@JuliaWagemann,Wagemann 2021,user requirements; cloud-based services; Big Earth data; open data -134,"May 16, 2022",Rebekke Muench,Assessment of Open Access Global Elevation Model Errors Impact on Flood Extents in Southern Niger,Frontiers in Environmental Science,@beemuench,Muench 2022,"flood, DEM, RMSE, West Africa, HAND, SERVIR" -135,"May 23, 2022",Dr. Trisalyn Nelson,"Accelerating ethics, empathy, and equity in geographic information science",PNAS,@TrisalynNelson and @deepseadawn,Nelson 2022,"diversity, equity, inclusion, justice, GIS, conceptual, ethics, empathy" -136,"May 30, 2022",Eleanor Wratten,Physiographic Controls on Landfast Ice Variability from 20 Years of Maximum Extents across the Northwest Canadian Arctic,Remote Sensing,@EleanorWratten,Wratten 2022,"arctic, MODIS, landfast ice extent, scale, topographic setting, storms, environmental processes, community, coastal erosion" -137,"June 7, 2022",Heather Kay,Exploring the Relationship between Forest Canopy Height and Canopy Density from Spaceborne LiDAR Observations,Remote Sensing,@HeatherKayMTB,Kay 2021,"canopy height, canopy density, ICESat GLAS, forest structure" -138,"June 13, 2022",Dr. Ekena Rangel Pinagé,Forest structure and solar-induced fluorescence across intact and degraded forests in the Amazon,Remote Sensing of Environment,@EkenaRP,Pinagé 2022,"Amazon, forest degradation, selective logging, forest fires, forest structure, solar-induced chlorophyll fluorescence" -139,"June 20, 2022","Dr. Karen Joyce, Dr. Karen Anderson, and Dr. Renee Bartolo",Of Course We Fly Unmanned—We’re Women!,Remote Sensing,"@KEJoyce2, @KAnderson_RS and @ReneeBartolo","Joyce, Anderson, & Bartolo 2021","drones, UAS, UAV, SheMaps, Dames of Drones, diversity, equity, inclusion, justice, inclusive language" -140,"June 27, 2022",Dr. Meha Jain,Groundwater depletion will reduce cropping intensity in India,Science Advances,@Meha__Jain,Jain 2021,"groundwater depletion, MODIS, high-resolution dataset, India, cropping intensity, winter cropped land, irrigation" -141,"July 4, 2022",Dr. Antara Dasgupta,"On the Impacts of Observation Location, Timing, and Frequency on Flood Extent Assimilation Performance",Water Resources Research,@ant_dasgupta,Dasgupta 2021,"SAR, flood extent, Australia, flood forecasting, LISFLOOD-FP model" -142,"July 11, 2022",Dr. Chelene Hanes,"Mapping organic layer thickness and fuel load of the boreal forest in Alberta, Canada",Geoderma,@WildfireScience,Hanes 2022,"fuel load, random forests, machine learning, wildland fire, spatial visualization, forest fuels" -143,"July 18, 2022",Yingtong Zhang,A Global Analysis of the Spatial and Temporal Variability of Usable Landsat Observations at the Pixel Scale,Frontiers in Remote Sensing,@YingtongZhang,Zhang 2022,"Landsat, time series, data density, pixel quality, land change, land cover" -144,"July 25, 2022",Itohan-Osa Abu,Detecting cocoa plantations in Côte d’Ivoire and Ghana and their implications on protected areas,Ecological Indicators,@Itohan_Osa_,Abu 2021,"cocoa mapping, cash crops, West Africa, Sentinel-1, Sentinel-2, protected areas, encroachment" -145,"August 1, 2022",Dr. Iryna Dronova & Dr. Sophie Taddeo,Remote sensing of phenology: Towards the comprehensive indicators of plant community dynamics from species to regional scales,Journal of Ecology,@dronova_iryna and @SophieTaddeo,Dronova & Taddeo 2022,"heterogeneity, phenology, plant diversity, remote sensing, resilience, satellite, spectral vegetation indicators, stability" -146,"August 8, 2022",Dr. Akansha Singh Bansal,"Data-Driven Control, Modeling, and Forecasting for Residential Solar Power",Scholarworks @UMass Amherst,@akansha_asb,Singh Bansal 2022,"satellite-data techniques, solar power, residential solar power, physical models, machine learning models, deep learning models, GOES-R, GOES-17, GOES-16, data-driven techniques" -147,"August 15, 2022",Dr. Ana Bastos,Direct and seasonal legacy effects of the 2018 heat wave and drought on European ecosystem productivity,Science Advances,@Ana__Bastos,Bastos 2020,"ERA5, SMOS, SAR, ecosystem productivity, 2018 heat wave, drought, Europe, vegetation, carbon, water exchange" -148,"August 22, 2022",Viola H.A. Heinrich,Large carbon sink potential of secondary forests in the Brazilian Amazon to mitigate climate change,Nature Communications,@vh_trees,Heinrich 2021,"MapBiomas, Landsat, LULC, land-use land-cover, ESA-CCI ABG, Brazilian Amazon, disturbance, tropical forest, secondary forest, regrowth, drivers" -149,"August 29, 2022",Dr. Anni Yang,Leveraging Machine Learning and Geo-Tagged Citizen Science Data to Disentangle the Factors of Avian Mortality Events at the Species Level,Remote Sensing,@anniyang0406,Yang 2022,"avian conservation, citizen science, random forest, earth observations, mortality, natural hazards" -150,"September 5, 2022",Elham Shafeian,Mapping fractional woody cover in an extensive semi-arid woodland area at different spatial grains with Sentinel-2 and very high-resolution data,International Journal of Applied Earth Observation and Geoinformation,@EShafeian,Shafeian 2021,"semi-arid woodlands, Zagros, woody cover, Sentinel-2, VHR imagery, land cover" -151,"September 12, 2022",Itziar Irakulis-Loitxate,Satellites Detect a Methane Ultra-emission Event from an Offshore Platform in the Gulf of Mexico,Environmental Science & Technology Letters,@itziraloi,Irakulis-Loitxate 2022,"Methane emissions, offshore platforms, high-resolution satellite data, WorldView-3, Landsat 8, Gulf of Mexico, sun-glint, VIIRS" -152,"September 19, 2022",Dr. Anna K. Schweigher,Plant beta-diversity across biomes captured by imaging spectroscopy,Nature Communications,,Schweiger 2022,"high-resolution, spectral images, spectrometers, plant diversity, NEON, National Ecological Observatory Network" -153,"September 26, 2022",Dr. Joanne V. Hall,Validation of GOES-16 ABI and MSG SEVIRI Active Fire Products,International Journal of Applied Earth Observation and Geoinformation,@JoanneVHall,Hall 2019,"Fire, biomass burning, GOES ABI, MSG SEVIRI, Landsat" -154,"October 3, 2022",Joan Sturm,Satellite data reveal differential responses of Swiss forests to unprecedented 2018 drought,Global Change Biology,@JTSturm,Sturm 2022,"environmental drivers, forest drought responses, NDWI, remote sensing, resilience, resistance, Sentinel-2" -155,"October 10, 2022",Abena B. Asare-Ansah,Tracking the Godzilla dust plume using Google Earth Engine platform,"The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences",@Ms_Pixels,Asare-Ansah 2022,"Godzilla, dust plume, aerosol, air quality, Sentinel-5P, Google Earth Engine, Sahara Desert, Africa" -156,"October 17, 2022",Dr. Radost Stanimirova,"Widespread changes in 21st century vegetation cover in Argentina, Paraguay, and Uruguay",Remote Sensing of Environment,@radost_stan,Stanimirova 2022,"South America, land cover change, remote sensing, deforestation, afforestation, woody encroachment, desertification" -157,"October 24, 2022",Matilda Anokye,"Assessing land cover change around Bayou Perot- Little Lake, New Orleans using Sentinel 2 satellite imagery","The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences",@KKtilda,Anokye 2022,"Hurricane Ida, land cover change, Sentinel 2, coastal ecosystems, NDVI, Random Forest classification" -158,"October 31, 2022",Dr. Natasha Stavros,Designing an Observing System to Study the Surface Biology and Geology (SBG) of the Earth in the 2020s,Journal of Geophysical Research: Biogeosciences,@DrWKID,Stavros 2022,"surface biology and geology, observing system, framework, design, satellite, spectroscopic, thermal data" -159,"November 7, 2022",Germán Silva,Shifts in Salt Marsh Vegetation Landcover after Debris Flow Deposition,Remote Sensing,@envirogeography,Silva 2022,"remote sensing, wetland change, change detection, random forest classifier, Salicornia pacifica" -160,"November 14, 2022",Diana Efia Frimpong,Assessing the Impact of Land Use and Land Cover Change on Air Quality in East Baton Rouge—Louisiana Using Earth Observation Techniques,Advances in Remote Sensing,@Diana_BF,Frimpong 2022,"Google Earth Engine, aerosol, air quality, Sentinel-5P, land use land cover change" -161,"November 21, 2022",Dr. Rachael H. Nolan,What Do the Australian Black Summer Fires Signify for the Global Fire Crisis?,Fire,@Rachael_H_Nolan,Nolan 2022,"wildfire, smoke, demographics, fuel, climate change, adaptation, resilience, policy, human health" -162,"November 28, 2022",Dr. Joel P. Scott & Dr. Erin Urquhart,Leveraging Design Principles to Inform the Next Generation of NASA Earth Satellites,Oceanography,@jpsco & @ea_urquhart,Scott & Urquhart 2020,"workshop report, satellite mission, user requirements, applications, NASA PACE, ocean remote sensing, plankton, aerosol, cloud, ocean ecosystem" -162,"December 5, 2022",Highlighting new LoLManuscriptMonday website,,Github.IO,,Tweet, -164,"December 12, 2022",LoL Leadership Feature of Matilda Anokye,,,@KKTilda,Matilda Anokye Feature, -165,"December 19, 2022",LoL Leadership Feature of Sarah Schenkein,,,,Sarah Schenkein Feature, -166,"December 26, 2022",LoL Leadership Feature of Sheryl Rose Reyes,,,@srcreyes,Sheryl Rose Reyes Feature, -167,"January 2, 2023",Happy New Year 2023 Post,"Virginia Norwood, la ""madre del Landsat"" que revolucionó la observación de la Tierra desde el espacio",,,BBC Mundo feature of Virginia Norwood Feature, -168,"January 9, 2023",Dr. Morgan Crowley,Towards a whole-system framework for wildfire monitoring using Earth observations,Global Change Biology,@morganahcrowley,Crowley 2022,"complex systems, Earth observations, fire monitoring, forest fires, pyrogeography, remote sensing, wildfires" -169,"January 16, 2023",Dr. Ana Cláudia dos Santos Luciano,"Mapping 33 years of sugarcane evolution in São Paulo state, Brazil, using landsat imagery and generalized space-time classifiers",Remote Sensing Applications: Society and Environment,,dos Santos Luciano 2022,"Landsat, sugarcane, Brazil, space-time classifiers, multi-source, machine learning, random forest" -170,"January 23, 2023",Carmen Morales,Earth Map: A Novel Tool for Fast Performance of Advanced Land Monitoring and Climate Assessment,Journal of Remote Sensing,,Morales 2023,"Earth Map, Google Earth Engine, analysis platform, datasets, software architecture" -171,"January 30, 2023",Dr. Marta Sapena,Empiric recommendations for population disaggregation under different data scenarios,Plos One,@marta_sapena,Sapena 2022,"land use, population density, census, statistical methods, cities, statistical data, machine learning, urban areas" -171,"February 6, 2023",Dr. Crista Straub,Economic Valuation of Landsat Imagery,USGS Publications Warehouse,@cstraubresearch,Straub 2019,"Landsat, economic value, imagery" -172,"February 13, 2023",Edmund B. Molder & Sarah F. Schenkein,Landsat Data Ecosystem Case Study: Actor Perceptions of the Use and Value of Landsat,Frontiers in Environmental Science,,Molder & Schenkein 2022,"Landsat, data ecosystem, values, decision support, societal benefits, qualitative, remote sensing, Earth observation" -173,"February 20, 2023",Ileana A. Callejas,Effect of COVID-19 Anthropause on Water Clarity in the Belize Coastal Lagoon,Frontiers in Marine Science,@IleanaCallejas,Callejas 2021,"diffuse attenuation coefficient, moderate resolution imaging spectroradiometer, remote sensing, water quality, marine traffic, Belize Barrier Reef Reserve System, water clarity" -174,"February 27, 2023",Mary Joy Buitre,The Mangrove Forests Change and Impacts from Tropical Cyclones in the Philippines Using Time Series Satellite Imagery,MDPI Remote Sensing,@Joyee_Twenty5,Buitre 2019,"comparative analysis, mangroves, Philippines, landscape metrics" -175,"March 13, 2023",Dr. Karen Joyce,Discovering Inclusivity in Remote Sensing: Leaving No One Behind,Frontiers in Remote Sensing,@DrKJoyce,Joyce 2022,"diversity, equity, inclusion, remote sensing, editorial boards, publications" -176,"May 1, 2023",Dr. Ursa Kanjir,Vessel detection and classification from spaceborne optical images: A literature survey,Remote Sensing of Environment,@OrsoMajor,Kanjir 2018,"vessel detection, vessel classification, sea target detection, object recognition, optical satellite data, maritime domain awareness" -177,"May 15, 2023",Dr. Ana Stritih,Alternative states in the structure of mountain forests across the Alps and the role of disturbance and recovery,Landscape Ecology,@AnaStritih,Stritih 2023,"mountain forests,GEDI, disturbance, basins of attraction, recovery" -181,"June 13, 2023",Mari Trix Estomata,Mapping of Forest Cover Extent and Change in the Philippines Using Decision Tree Classification on ALOS-½ PALSAR-½ Mosaic Data,Proceedings of the 40th Asian Conference on Remote Sensing),@Trixie_EA,Estomata_2019,"L-Band SAR, REDD+, Unbiased Area Estimation, Multi-Temporal Speckle Filtering" -183,"July 31, 2023",Sona Guliyeva,Comparative Analysis of Machine Learning Algorithms for Crop Mapping Based on Azersky Satellite Images,ICAIAME 2022: 4th International Conference on Artificial Intelligence and Applied Mathematics in Engineering,@SonaGuliyeva_15,Guliyeva 2023,"Remote Sensing, Deep Learning, Azersky, Crop Map, GEE" diff --git a/sorted_data.json b/sorted_data.json deleted file mode 100644 index 7744ef5..0000000 --- a/sorted_data.json +++ /dev/null @@ -1,1802 +0,0 @@ -[ - { - "Week": "1", - "Date": "Oct 21, 2019", - "Name": "Dr. Keiko Nomura", - "Article Title": "Oil palm concessions in southern Myanmar consist mostly of unconverted forest", - "Article Link": "Scientific Reports", - "Twitter Handle": "@Keiko_geo", - "MM Tweet": "Nomura 2019", - "Key Words": "forest, deforestation, rubber plantations, Sentinel-1, Sentinel-2, SAR, SRTM, high resolution" - }, - { - "Week": "2", - "Date": "Oct 28, 2019", - "Name": "Dr. Catherine Nakalembe", - "Article Title": "Characterizing agricultural drought in the Karamoja subregion of Uganda with meteorological and satellite-based indices", - "Article Link": "Natural Hazards", - "Twitter Handle": "@CLNakalembe", - "MM Tweet": "Nakalembe 2019", - "Key Words": "agricultural drought, NDVI, SPI, remote sensing, Karamoja, East Africa" - }, - { - "Week": "3", - "Date": "Nov 4, 2019", - "Name": "Dr. Mary Henry and Dr. Jessica McCarty", - "Article Title": "Fire on the Water Towers: Mapping Burn Scars on Mount Kenya Using Satellite Data to Reconstruct Recent Fire History", - "Article Link": "Remote Sensing", - "Twitter Handle": "@MaryHenryGEO and @jmccarty_geo", - "MM Tweet": "Henry 2019", - "Key Words": "fire, Kenya, MODIS, Landsat, dNBR, active fire, burned areas, Africa" - }, - { - "Week": "4", - "Date": "Nov 11, 2019", - "Name": "Sherrie Wang", - "Article Title": "Crop type mapping without field-level labels: Random forest transfer and unsupervised clustering techniques", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@sherwang", - "MM Tweet": "Wang 2019", - "Key Words": "classification, unsupervised learning, agriculture, Landsat, land cover, machine learning, Google Earth Engine, big data, remote sensing" - }, - { - "Week": "5", - "Date": "Nov 18, 2019", - "Name": "Dr. Michelle Kalamandeen", - "Article Title": "Pervasive Rise of Small-scale Deforestation in Amazonia", - "Article Link": "Scientific Reports", - "Twitter Handle": "@Earth2Mika", - "MM Tweet": "Kalamandeen 2018", - "Key Words": "deforestation, Amazonia, z-scores, forest loss, Global Forest Change, Landsat, tropical forest, statistical evaluation" - }, - { - "Week": "6", - "Date": "Nov 25, 2019", - "Name": "Dr. Jody Vogeler", - "Article Title": "Extracting the full value of the Landsat archive: Inter-sensor harmonization for the mapping of Minnesota forest canopy cover (1973\u20132015)", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@JodyVogeler", - "MM Tweet": "Vogeler 2018", - "Key Words": "canopy cover, Landsat time series, LandsatLinkr, LandTrendr, Minnesota" - }, - { - "Week": "7", - "Date": "Dec 2, 2019", - "Name": "Dr. Temilola Fatoyinbo", - "Article Title": "Estimating mangrove aboveground biomass from airborne LiDAR data: a case study from the Zambezi River delta", - "Article Link": "Environmental Research Letters", - "Twitter Handle": "@EarthToLola", - "MM Tweet": "Fatoyinbo 2018", - "Key Words": "lidar, mangrove, biomass, canopy height, Mozambique, blue carbon, monitoring" - }, - { - "Week": "8", - "Date": "Dec 9, 2019", - "Name": "Dr. Brianna R. Pag\u00e1n", - "Article Title": "Exploring the Potential of Satellite Solar-Induced Fluorescence to Constrain Global Transpiration Estimates", - "Article Link": "Remote Sensing", - "Twitter Handle": "@Brianna_R_Pagan", - "MM Tweet": "Pag\u00e1n 2019", - "Key Words": "solar-induced chlorophyll fluorescence, transpiration, transpiration efficiency, GOME-2, eddy-covariance" - }, - { - "Week": "9", - "Date": "Dec 16, 2019", - "Name": "Susan M. Kotikot", - "Article Title": "Statistical characterization of frost zones: Case of tea freeze damage in the Kenyan highlands", - "Article Link": "Remote Sensing", - "Twitter Handle": "", - "MM Tweet": "Kotikot 2020", - "Key Words": "frost zones, topography, MODIS, NASA, Kenya, tea crop" - }, - { - "Week": "10", - "Date": "Dec 23, 2019", - "Name": "Tianjia Liu", - "Article Title": "Missing emissions from post-monsoon agricultural fires in northwestern India: regional limitations of MODIS burned area and active fire products", - "Article Link": "Environmental Research Communications", - "Twitter Handle": "@TheRealPyroTina", - "MM Tweet": "Liu 2019", - "Key Words": "India, burned area, active fires, crop residue burning, MODIS, Landsat" - }, - { - "Week": "11", - "Date": "Dec 30, 2019", - "Name": "Jen Hirdman", - "Article Title": "Google Earth Engine, Open-Access Satellite Data, and Machine Learning in Support of Large-Area Probabilistic Wetland Mapping", - "Article Link": "Remote Sensing", - "Twitter Handle": "@JNHird", - "MM Tweet": "Hird 2017", - "Key Words": "cloud computing, machine learning, wetland classification, Sentinel-1, Sentinel-2, digital terrain model, boosted regression trees, topographic wetness index, topographic position index, satellite data streams" - }, - { - "Week": "12", - "Date": "Jan 6, 2020", - "Name": "Dr. Maryam Pourshamsi", - "Article Title": "A Machine-Learning Approach to PolInSAR and LiDAR Data Fusion for Improved Tropical Forest Canopy Height Estimation Using NASA AfriSAR Campaign Data", - "Article Link": "IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing", - "Twitter Handle": "@marpourshamsi", - "MM Tweet": "Pourshamsi 2018", - "Key Words": "data fusion, forest height, L-band, LiDAR (RH100), polarimetric synthetic aperture radar interferometry (PolInSAR), support vector machine (SVM)" - }, - { - "Week": "13", - "Date": "Jan 13, 2020", - "Name": "Dr. Beth Tellman", - "Article Title": "Understanding the role of illicit transactions in land-change dynamics", - "Article Link": "Nature Sustainability", - "Twitter Handle": "@pazjusticiavida", - "MM Tweet": "Tellman 2020", - "Key Words": "conceptual framework, illicit land transactions, remote sensing, land use, interdisciplinary, narco-deforestation" - }, - { - "Week": "14", - "Date": "Jan 20, 2020", - "Name": "Andr\u00e9a Puzzi Nicolau", - "Article Title": "A spatial pattern analysis of forest loss in the Madre de Dios region, Peru", - "Article Link": "Environmental Research Letters", - "Twitter Handle": "@puzzinicolau", - "MM Tweet": "Puzzi Nicolau 2019", - "Key Words": "Landsat, forest loss, Amazon, conservation, drivers of deforestation, Peru, spectral mixture analysis" - }, - { - "Week": "15", - "Date": "Jan 27, 2020", - "Name": "Lillian Ndungu", - "Article Title": "Application of MODIS NDVI for Monitoring Kenyan Rangelands Through a Web Based Decision Support Tool", - "Article Link": "Frontiers in Environmental Science", - "Twitter Handle": "@lilianwangui", - "MM Tweet": "Ndungu 2019", - "Key Words": "ASALS, rangelands, NDVI, MODIS, vegetation indices, Kenya" - }, - { - "Week": "16", - "Date": "Feb 3, 2020", - "Name": "Kelsey Herndon", - "Article Title": "An Assessment of Surface Water Detection Methods for Water Resource Management in the Nigerien Sahel", - "Article Link": "Sensors", - "Twitter Handle": "@KEHerndon", - "MM Tweet": "Herndon 2020", - "Key Words": "remote sensing, spectral indices, Landsat 8 OLI, West Africa" - }, - { - "Week": "17", - "Date": "Feb 10, 2020", - "Name": "Enass Said Al-Kharusi", - "Article Title": "Large-Scale Retrieval of Coloured Dissolved Organic Matter in Northern Lakes Using Sentinel-2 Data", - "Article Link": "Remote Sensing", - "Twitter Handle": "@SaidEnass", - "MM Tweet": "Al-Kharusi 2020", - "Key Words": "Sentinel-2A, northern lakes, remote sensing, atmospheric correction, coloured dissolved organic matter (CDOM), water quality" - }, - { - "Week": "18", - "Date": "Feb 17, 2020", - "Name": "Dr. Amy Neuenschwander", - "Article Title": "The ATL08 land and vegetation product for the ICESat-2 Mission", - "Article Link": "Remote Sensing of Enviornment", - "Twitter Handle": "@longhornglam", - "MM Tweet": "Neuenschwander 2019", - "Key Words": "ICESat-2, Lidar, vegetation, terrain, land" - }, - { - "Week": "19", - "Date": "Feb 24, 2020", - "Name": "Dr. Pinki Mondal", - "Article Title": "A reporting framework for Sustainable Development Goal 15: Multi-scale monitoring of forest degradation using MODIS, Landsat and Sentinel data", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@environmondal", - "MM Tweet": "Mondal 2020", - "Key Words": "SDG indicator, forest degradataion, climate, rain-use efficiency, MODIS, Landsat, Sentinel, CHIRPS, Google Earth Engine, protected area, Asia" - }, - { - "Week": "20", - "Date": "Mar 2, 2020", - "Name": "Dr. Agnieszka Faulkner", - "Article Title": "Coastal Tidal Effects on Industrial Thermal Plumes in Satellite Imagery", - "Article Link": "Remote Sensing", - "Twitter Handle": "@its__Agnes", - "MM Tweet": "Faulkner 2019", - "Key Words": "industrial plumes, remote sensing, Landsat 8, ASTER, SST" - }, - { - "Week": "21", - "Date": "Mar 9, 2020", - "Name": "Grace Koech", - "Article Title": "Climate change vulnerability assessment using a GIS modelling approach in ASAL ecosystem: a case study of Upper Ewaso Nyiro basin, Kenya", - "Article Link": "Modeling Earth Systems and Environment", - "Twitter Handle": "@GraceKoech1", - "MM Tweet": "Koech 2020", - "Key Words": "climate change, vulnerability, spatial analyses, semi-arid" - }, - { - "Week": "22", - "Date": "Mar 16, 2020", - "Name": "Dr. Eleanor Stokes", - "Article Title": "Urban Applications of Nasa\u2019s Black Marble Product Suite", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@UrbanElla", - "MM Tweet": "Stokes 2019", - "Key Words": "urbanization, energy infrastructure, nighttime lights, satellite, urban land use, human settlement, Suomi-NPP, NOAA-20, NASA Black Marble, VIIRS-DNB, Night Lights, NTL" - }, - { - "Week": "23", - "Date": "Mar 23, 2020", - "Name": "Africa Flores-Anderson", - "Article Title": "Hyperspectral Satellite Remote Sensing of Water Quality in Lake Atitl\u00e1n, Guatemala", - "Article Link": "Frontiers in Environmental Science", - "Twitter Handle": "@africa_science", - "MM Tweet": "Flores-Anderson 2020", - "Key Words": "hyperspectral remote sensing, water quality, chlorophyll a concentration, Lake Atitl\u00e1n, Guatemala" - }, - { - "Week": "24", - "Date": "Mar 30, 2020", - "Name": "Amanda Weigel", - "Article Title": "A Spatial Pattern Analysis of Land Surface Roughness Heterogeneity and its Relationship to the Initiation of Weak Tornadoes", - "Article Link": "Earth Interactions", - "Twitter Handle": "@amweigelWX", - "MM Tweet": "Weigel 2019", - "Key Words": "atmosphere\u2013land interaction, boundary layer, geographic information systems (GIS), land surface, tornadoes, tornadogenesis" - }, - { - "Week": "25", - "Date": "Apr 6, 2020", - "Name": "Dr. Nkeiruka Nneti Onyia", - "Article Title": "Normalized Difference Vegetation Vigour Index: A New Remote Sensing Approach to Biodiversity Monitoring in Oil Polluted Regions", - "Article Link": "Remote Sensing", - "Twitter Handle": "@NNkeiru", - "MM Tweet": "Onyia 2018", - "Key Words": "biodiversity monitoring, species diversity, hyper-spectral imaging, Hyperion, spectral metrics, vegetation vigour, oil pollution" - }, - { - "Week": "26", - "Date": "Apr 13, 2020", - "Name": "Dr. Mika Tosca", - "Article Title": "Attributing Accelerated Summertime Warming in the Southeast United States to Recent Reductions in Aerosol Burden: Indications from Vertically-Resolved Observations", - "Article Link": "Remote Sensing", - "Twitter Handle": "@trans_icon_mika", - "MM Tweet": "Tosca 2017", - "Key Words": "warming hole, air quality, southeast US, global warming, climate change, aerosols" - }, - { - "Week": "27", - "Date": "Apr 20, 2020", - "Name": "Dr. Gopika Suresh", - "Article Title": "Application of the automatic seep location estimator (ASLE) with the use of contextual information for estimating offshore oil seeps", - "Article Link": "Remote Sensing Applications: Society and Environment", - "Twitter Handle": "@Go__pika", - "MM Tweet": "Suresh 2017", - "Key Words": "automatic classification, ASLE, oil slicks, oil seeps, SAR" - }, - { - "Week": "28", - "Date": "Apr 27, 2020", - "Name": "Dr. Laura Dingle Robertson", - "Article Title": "Assessing Land Cover Change and Anthropogenic Disturbance in Wetlands Using Vegetation Fractions Derived from Landsat 5 TM Imagery (1984\u20132010)", - "Article Link": "Wetlands", - "Twitter Handle": "@LDR1", - "MM Tweet": "Dingle Robertson 2015", - "Key Words": "wetlands, spectral mixture analysis, anthropogenic disturbance, time series, Landsat" - }, - { - "Week": "29", - "Date": "May 4, 2020", - "Name": "Phoebe Oduor", - "Article Title": "Land Cover Mapping for Green House Gas Inventories in Eastern and Southern Africa Using Landsat and High Resolution Imagery: Approach and Lessons Learnt", - "Article Link": "Earth Science Satellite Applications", - "Twitter Handle": "@poduor24", - "MM Tweet": "Oduor 2016", - "Key Words": "land cover, land cover change, accuracy assessment, land cover class, land cover mapping" - }, - { - "Week": "30", - "Date": "May 11, 2020", - "Name": "Jesslyn Brown", - "Article Title": "Lessons learned implementing an operational continuous United States national land change monitoring capability: The Land Change Monitoring, Assessment, and Projection (LCMAP) approach", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@jesslynbrown1", - "MM Tweet": "Brown 2020", - "Key Words": "time series, Landsat, analysis ready data, land cover, change detection, monitoring, Earth observations" - }, - { - "Week": "31", - "Date": "May 18, 2020", - "Name": "Dr. Harini Nagendra", - "Article Title": "Classification of Indian cities using Google Earth Engine", - "Article Link": "Journal of Land Use Science", - "Twitter Handle": "@HariniNagendra", - "MM Tweet": "Nagendra 2019", - "Key Words": "urbanization, land cover, Google Earth Engine, supervised classification, random forest classification tree, Landsat images" - }, - { - "Week": "32", - "Date": "May 25, 2020", - "Name": "Dr. Inga Jonkheere", - "Article Title": "Image Analysis of Hemispherical Photographs, Algorithms and Calculations", - "Article Link": "Hemispherical Photography in Forest Science: Theory, Methods, Applications", - "Twitter Handle": "@aingejo", - "MM Tweet": "Jonkheere 2017", - "Key Words": "biophysical data extraction, hemispherical photography algorithms, image classification, sun maps, vegetation canopy structure" - }, - { - "Week": "33", - "Date": "Jun 1, 2020", - "Name": "Radhika Bhargava", - "Article Title": "A cloud computing-based approach to mapping mangrove erosion and progradation: Case studies from the Sundarbans and French Guiana", - "Article Link": "Estuarine, Coastal and Shelf Science", - "Twitter Handle": "@radb06", - "MM Tweet": "Bhargava 2021", - "Key Words": "mangrove loss, coastal erosion, coastal accretion, Google Earth Engine, water classification" - }, - { - "Week": "34", - "Date": "Jun 8, 2020", - "Name": "Dr. Raha Hakimdavar", - "Article Title": "Monitoring Water-Related Ecosystems with Earth Observation Data in Support of Sustainable Development Goal (SDG) 6 Reporting", - "Article Link": "Remote Sensing", - "Twitter Handle": "@RahaHakimdavar", - "MM Tweet": "Hakimdavar 2020", - "Key Words": "water-related ecosystems, surface water extent, mangroves, water quality, Sustainable Development Goal 6, Indicator 6.6.1" - }, - { - "Week": "35", - "Date": "Jun 15, 2020", - "Name": "Dr. Polyanna Da Concei\u00e7\u00e3o Bispo", - "Article Title": "Mapping forest successional stages in the Brazilian Amazon using forest heights derived from TanDEM-X SAR interferometry", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@Polybispo", - "MM Tweet": "Da Concei\u00e7\u00e3o Bispo 2019", - "Key Words": "tropical forests, successional stages, forest height, Synthetic Aperture Radar, interferometry, TanDEM-X" - }, - { - "Week": "36", - "Date": "Jun 22, 2020", - "Name": "Dr. Samiah Moustafa", - "Article Title": "Evaluation of satellite remote sensing albedo retrievals over the ablation area of the southwestern Greenland ice sheet", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@Samiahmou", - "MM Tweet": "Moustafa 2017", - "Key Words": "MODIS, WV-2, albedo, ablation zone, Greenland ice sheet, spatial representativeness" - }, - { - "Week": "37", - "Date": "Jun 29, 2020", - "Name": "Dr. Fabiola D. Y\u00e9pez and Ana Lucrecia Rivera", - "Article Title": "Assessing hydrometeorological impacts with terrestrial and aerial Lidar data in Monterrey, M\u00e9xico", - "Article Link": "International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences", - "Twitter Handle": "@fabiolayepez and @LucreciaRivera", - "MM Tweet": "Y\u00e9pez 2013", - "Key Words": "hidrometeorological impacts, Lidar, environmental policy, risk management" - }, - { - "Week": "38", - "Date": "Jul 6, 2020", - "Name": "Dr. Michelle Stuhlmacher", - "Article Title": "Environmental Outcomes of Urban Land System Change: Comparing Riparian Design Approaches in the Phoenix Metropolitan Area", - "Article Link": "Land Use Policy", - "Twitter Handle": "@MFStuhlmacher", - "MM Tweet": "Stuhlmacher 2020", - "Key Words": "land system architecture, design, urban development, remote sensing, urban land systems" - }, - { - "Week": "39", - "Date": "Jul 13, 2020", - "Name": "Richa Marwaha", - "Article Title": "Object-oriented and pixel-based classification approach for land cover using airborne long-wave infrared hyperspectral data", - "Article Link": "Journal of Applied Remote Sensing", - "Twitter Handle": "@richa_marwaha", - "MM Tweet": "Marwaha 2015", - "Key Words": "support vector machine, spectral angle mapper, minimum noise fraction, error matrix" - }, - { - "Week": "40", - "Date": "Jul 20, 2020", - "Name": "Meyra Fuentes and Dr. Koreen Millard", - "Article Title": "Big geospatial data analysis for Canada\u2019s Air Pollutant Emissions Inventory (APEI): using google earth engine to estimate particulate matter from exposed mine disturbance areas", - "Article Link": "GIScience & Remote Sensing", - "Twitter Handle": "@MDelMal and @GeoKoreen", - "MM Tweet": "Fuentes 2020", - "Key Words": "Google Earth Engine, random forest classification, transfer learning, air quality, mine mapping" - }, - { - "Week": "41", - "Date": "Jul 27, 2020", - "Name": "Dr. Apoorva Shastry", - "Article Title": "Water Surface Elevation Constraints in a Data Assimilation Scheme to Infer Floodplain Topography: A Case Study in the Logone Floodplain", - "Article Link": "Geophysical Research Letters", - "Twitter Handle": "@ApoorvaShastry", - "MM Tweet": "Shastry 2020", - "Key Words": "flood inundation prediction, topography, Landsat 7, Landsat 8, MERIT DEM, LISFLOOD-FP, Cameroon" - }, - { - "Week": "42", - "Date": "Aug 3, 2020", - "Name": "Dr. Jill Deines", - "Article Title": "Mapping three decades of annual irrigation across the US High Plains Aquifer using Landsat and Google Earth Engine", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@JillDeines", - "MM Tweet": "Deines 2019", - "Key Words": "irrigation, Google Earth Engine, Landsat time series, groundwater, High Plains Aquifer, Ogallala Aquifer, agriculture" - }, - { - "Week": "43", - "Date": "Aug 10, 2020", - "Name": "Sheryl Reyes", - "Article Title": "Enhancing Sustainability in Traditional Agriculture: Indicators for Monitoring the Conservation of Globally Important Agricultural Heritage Systems(GIAHS) in Japan", - "Article Link": "Sustainability", - "Twitter Handle": "@srcreyes", - "MM Tweet": "Reyes 2020", - "Key Words": "agricultural heritage systems, traditional knowledge, socio-ecological production, landscapes and seascapes (SEPLS)" - }, - { - "Week": "44", - "Date": "Aug 17, 2020", - "Name": "Dr. Katarzyna Ewa Lewi\u0144ska", - "Article Title": "Short-term vegetation loss versus decadal degradation of grasslands in the Caucasus based on Cumulative Endmember Fractions", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@kelewinska", - "MM Tweet": "Lewi\u0144ska 2020", - "Key Words": "land degradation, rangelands, spectral mixture analysis (SMA), MODIS, Caucasus mountains, LandTrendr, Landsat, Google Earth Engine" - }, - { - "Week": "45", - "Date": "Aug 24, 2020", - "Name": "Agatha Czekajlo", - "Article Title": "The urban greenness score: A satellite-based metric for multi-decadal characterization of urban land dynamics", - "Article Link": "International Journal of Applied Earth Observation and Geoinformation", - "Twitter Handle": "@AgathaCzekajlo", - "MM Tweet": "Czekajlo 2020", - "Key Words": "urban, vegetation, time series, Landsat, spectral unmixing, Canada" - }, - { - "Week": "46", - "Date": "Aug 31, 2020", - "Name": "Dr. Carolina Monmany Garzia", - "Article Title": "How are landscape complexity and vegetation structure related across an agricultural frontier in the subtropical Chaco, NW Argentina?", - "Article Link": "Journal of Arid Environments", - "Twitter Handle": "@CMonmanyGarzia", - "MM Tweet": "Monmany Garzia 2015", - "Key Words": "landscape metrics, QuickBird, 2-D complexity, 3-D complexity" - }, - { - "Week": "47", - "Date": "Sep 7, 2020", - "Name": "Nimisha Wagle", - "Article Title": "Past and Present Practices of Topographic Base Map Database Update in Nepal", - "Article Link": "ISPRS International Journal of Geo-Information", - "Twitter Handle": "@Wagle1996", - "MM Tweet": "Wagle 2020", - "Key Words": "topographic base map, national mapping agency, updates, history, ZY-3, Nepal" - }, - { - "Week": "48", - "Date": "Sep 14, 2020", - "Name": "Dr. Mirela Tulbure", - "Article Title": "Surface water extent dynamics from three decades of seasonally continuous Landsat time series at subcontinental scale in a semi-arid region", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@MirelaGTulbure", - "MM Tweet": "Tulbure 2016", - "Key Words": "Landsat time series, seasonally continuous, surface water dynamics, flooding dynamics, accuracy assessment, probability sampling design, Murray\u2013Darling Basin, Australia, competing water demands, drought, random forest, long term trends, water, river basin, water management" - }, - { - "Week": "49", - "Date": "Sep 21, 2020", - "Name": "Dr. Gohar Ghazaryan", - "Article Title": "Local-scale agricultural drought monitoring with satellite-based multi-sensor time-series", - "Article Link": "GIScience & Remote Sensing", - "Twitter Handle": "@ghazaryangohar", - "MM Tweet": "Ghazaryan 2020", - "Key Words": "crop stress, Sentinel-1, Landsat-8, Sentinel 2, logistic regression, data fusion" - }, - { - "Week": "50", - "Date": "Sep 28, 2020", - "Name": "Sarah Banks and Dr. Koreen Millard", - "Article Title": "Contributions of Actual and Simulated Satellite SAR Data for Substrate Type Differentiation and Shoreline Mapping in the Canadian Arctic", - "Article Link": "Remote Sensing", - "Twitter Handle": "@SAR_ahBanks and @GeoKoreen", - "MM Tweet": "Banks 2017", - "Key Words": "RADARSAT-2, RADARSAT Constellation Mission, random forests, Arctic, shorelines" - }, - { - "Week": "51", - "Date": "Oct 5, 2020", - "Name": "Karen Chen", - "Article Title": "Mapping horizontal and vertical urban densification in Denmark with Landsat time-series from 1985 to 2018: A semantic segmentation solution", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@THKarenChen", - "MM Tweet": "Chen 2020", - "Key Words": "urban form; urban growth; urbanization; deep learning; semantic segmentation; multi-temporal classification; spatial and temporal transferability; Landsat" - }, - { - "Week": "52", - "Date": "Oct 12, 2020", - "Name": "Dr. Karen Bailey", - "Article Title": "Land-cover change within and around protected areas in a biodiversity hotspot", - "Article Link": "Journal of Land Use Science", - "Twitter Handle": "@karnebe", - "MM Tweet": "Bailey 2015", - "Key Words": "land-cover change, land-use change, protected area, Landsat, southern Africa" - }, - { - "Week": "53", - "Date": "Oct 19, 2020", - "Name": "Dr. Laura Duncanson", - "Article Title": "Biomass estimation from simulated GEDI, ICESat-2 and NISAR across environmental gradients in Sonoma County, California", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@LauraDuncanson", - "MM Tweet": "Duncanson 2020", - "Key Words": "GEDI, NISAR, ICESat-2, biomass estimation, biomass errors, data fusion" - }, - { - "Week": "54", - "Date": "Oct 26, 2020", - "Name": "Dr. Vanessa Brum-Bastos", - "Article Title": "Multi-source data fusion of optical satellite imagery to characterize habitat selection from wildlife tracking data", - "Article Link": "Ecological Informatics", - "Twitter Handle": "@VanessaBBastos", - "MM Tweet": "Brum-Bastos 2020", - "Key Words": "movement analysis, remote sensing, NDVI, MODIS, Landsat, data fusion, multi-source" - }, - { - "Week": "55", - "Date": "Nov 2, 2020", - "Name": "Mary K. Bennett", - "Article Title": "Automating Drone Image Processing to Map Coral Reef Substrates Using Google Earth Engine", - "Article Link": "Drones", - "Twitter Handle": "@Katie_Ben91", - "MM Tweet": "Bennett 2020", - "Key Words": "drone mapping, coral reefs, random forest, Google Earth Engine, remote sensing, RPAS, heron reef, drone imagery" - }, - { - "Week": "56", - "Date": "Nov 9, 2020", - "Name": "Dr. Flavia de Souza Mendes", - "Article Title": "Optical and SAR Remote Sensing Synergism for Mapping Vegetation Types in the Endangered Cerrado/Amazon Ecotone of Nova Mutum\u2014Mato Grosso", - "Article Link": "Remote Sensing", - "Twitter Handle": "@flasmendes", - "MM Tweet": "de Souza Mendes 2019", - "Key Words": "Cerrado, Amazon, vegetation type, optical, sar, synergism, mapping" - }, - { - "Week": "57", - "Date": "Nov 16, 2020", - "Name": "Dr. Alicia Caruso", - "Article Title": "Airborne hyperspectral characterisation of hydrothermal alteration in a regolith-dominated terrain, southern Gawler Ranges, South Australia", - "Article Link": "Australian Journal of Earth Sciences", - "Twitter Handle": "@aliciascaruso", - "MM Tweet": "Caruso 2020", - "Key Words": "mineral exploration, regolith-dominated terrain, hyperspectral imagery, HyMap, Spectral Feature Fitting, X-ray diffraction, hydrothermal alteration, Gawler Ranges" - }, - { - "Week": "58", - "Date": "Nov 23, 2020", - "Name": "Dr. Di Yang", - "Article Title": "Open land-use map: a regional land-use mapping strategy for incorporating OpenStreetMap with earth observations", - "Article Link": "Geo-spatial Information Science", - "Twitter Handle": "@yangdi1031", - "MM Tweet": "Yang 2017", - "Key Words": "OpenStreetMap (OSM), Volunteered Geographic Information (VGI), crowdsourced data, random forest, Google Earth Engine (GEE)" - }, - { - "Week": "59", - "Date": "Nov 30, 2020", - "Name": "Dr. Raechel Portelli", - "Article Title": "Describing the problem-solving strategies of expert image interpreters using graphical knowledge elicitation methods", - "Article Link": "GIScience & Remote Sensing", - "Twitter Handle": "@CurmudgeonPhD", - "MM Tweet": "Portelli 2015", - "Key Words": "image interpretation, expertise, knowledge elicitation" - }, - { - "Week": "60", - "Date": "Dec 7, 2020", - "Name": "Dr. Xiao Xiang Zhu", - "Article Title": "A Review of Ten-Year Advances of Multi-Baseline SAR Interferometry Using TerraSAR-X Data", - "Article Link": "Remote Sensing", - "Twitter Handle": "@xiaoxiang_zhu", - "MM Tweet": "Zhu 2018", - "Key Words": "multi-baseline, multi-pass, PS, DS, geodetic, TomoSAR, D-TomoSAR, PSI, robust estimation, covariance matrix, InSAR, SAR, review" - }, - { - "Week": "61", - "Date": "Dec 14, 2020", - "Name": "Chippie Kislik", - "Article Title": "Application of UAV Imagery to Detect and Quantify Submerged Filamentous Algae and Rooted Macrophytes in a Non-Wadeable River", - "Article Link": "Remote Sensing", - "Twitter Handle": "@chippiekizzle", - "MM Tweet": "Kislik 2020", - "Key Words": "benthic mapping, drones, submerged aquatic vegetation, filamentous algae, macrophytes" - }, - { - "Week": "62", - "Date": "Dec 21, 2020", - "Name": "Dr. Priyanka deSouza", - "Article Title": "Combining low-cost, surface-based aerosol monitors with size-resolved satellite data for air quality applications", - "Article Link": "Atmospheric Measurement Techniques", - "Twitter Handle": "@PDez90", - "MM Tweet": "deSouza 2020", - "Key Words": "near-surface particulate matter, air quality, Nairobi, Kenya, ground-based monitors, aerosol optical depth, MODIS, MISR" - }, - { - "Week": "63", - "Date": "Dec 28, 2020", - "Name": "2020 MM Moments Thread", - "Article Title": "", - "Article Link": "2020 MM", - "Twitter Handle": "", - "MM Tweet": "", - "Key Words": "" - }, - { - "Week": "64", - "Date": "Jan 4, 2021", - "Name": "Dr. Joanne White", - "Article Title": "Evaluating the capacity of single photon lidar for terrain characterization under a range of forest conditions", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@Joanne_C_White", - "MM Tweet": "White 2021", - "Key Words": "forestry, elevation, SPL, ALS, Lidar, forest inventory" - }, - { - "Week": "65", - "Date": "Jan 11, 2021", - "Name": "Dr. Dawn Wright", - "Article Title": "Swells, Soundings, and Sustainability, but\u2026\u201cHere Be Monsters\u201d", - "Article Link": "Oceanography", - "Twitter Handle": "@deepseadawn", - "MM Tweet": "Wright 2017", - "Key Words": "ocean mapping, GIS, Earth observations, multidimensional approaches, sustainable development goal monitoring, SDG" - }, - { - "Week": "66", - "Date": "Jan 18, 2021", - "Name": "Dr. Meredith Brown", - "Article Title": "Intercomparison of Machine-Learning Methods for Estimating Surface Shortwave and Photosynthetically Active Radiation", - "Article Link": "Remote Sensing", - "Twitter Handle": "@mglbrown", - "MM Tweet": "Brown 2020", - "Key Words": "PAR, machine-learning, MODIS, shortwave radiation, radiative transfer, surface radiation, satellite remote sensing, radiation budget" - }, - { - "Week": "67", - "Date": "Jan 25, 2021", - "Name": "Charmaine Cruz", - "Article Title": "Linear spectral unmixing of Sentinel-3 imagery for urban land cover - land surface temperature (LST) analysis: A case study of metro Manila, Philippines", - "Article Link": "International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences", - "Twitter Handle": "@charmcharmcruz", - "MM Tweet": "Cruz 2019", - "Key Words": "urbanization, urban heat island, land cover fractions, land surface temperature, remote sensing" - }, - { - "Week": "68", - "Date": "Feb 1, 2021", - "Name": "Dr. Louise Leroux", - "Article Title": "Maize yield estimation in West Africa from crop process-induced combinations of multi-domain remote sensing indices", - "Article Link": "European Journal of Agronomy", - "Twitter Handle": "@LerouxLouise4", - "MM Tweet": "Leroux 2019", - "Key Words": "crop yield estimation and forecast, food security, MODIS NDVI and LST, SMOS SSM, statistical model, SARRA-O crop model, uncalibrated approach" - }, - { - "Week": "69", - "Date": "Feb 8, 2021", - "Name": "Ufuoma Ovienmhada", - "Article Title": "Earth observation technology applied to environmental management : a case study in Benin", - "Article Link": "DSpace@MIT", - "Twitter Handle": "@ItsUfuoma", - "MM Tweet": "Ovienmhada 2020", - "Key Words": "Landsat, Sentinel-2, Sentinel-1, Planet, local stakeholders, invasive plant species, water quality, Benin" - }, - { - "Week": "70", - "Date": "Feb 15, 2021", - "Name": "Dr. Alyssa Whitcraft", - "Article Title": "No pixel left behind: Toward integrating Earth Observations for agriculture into the United Nations Sustainable Development Goals framework", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@AKWhitcraft", - "MM Tweet": "Whitcraft 2019", - "Key Words": "Earth observations, agriculture, food security, Sustainable development goals, policy mandates, GEOGLAM" - }, - { - "Week": "71", - "Date": "Feb 22, 2021", - "Name": "Jacqueline Hung", - "Article Title": "Environmental land-cover classification for integrated watershed studies: Cape Bounty, Melville Island, Nunavut", - "Article Link": "Arctic Science", - "Twitter Handle": "@jackiehung4", - "MM Tweet": "Hung 2020", - "Key Words": "parametric algorithms, non-parametric algorithms, land cover, WorldView-2, Cape Bountry Arctic Watershed Observatory, Nunavut, support vector machine" - }, - { - "Week": "72", - "Date": "Mar 1, 2021", - "Name": "Carly Beneke (Mertes)", - "Article Title": "Detecting change in urban areas at continental scales with MODIS data", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@CarlyMertes", - "MM Tweet": "Mertes 2015", - "Key Words": "urban areas, urbanization, cities, land cover, change detection, classification, machine learning, decision trees, data fusion, decision fusion" - }, - { - "Week": "73", - "Date": "Mar 8, 2021", - "Name": "Anam Khan", - "Article Title": "Reviews and syntheses: Ongoing and emerging opportunities to improve environmental science using observations from the Advanced Baseline Imager on the Geostationary Operational Environmental Satellites", - "Article Link": "Biogeosciences - Preprint", - "Twitter Handle": "@An_Khan3", - "MM Tweet": "Khan 2021", - "Key Words": "GOES, geostationary satellites, environmental monitoring, heat fluxes, droughts, wildfires" - }, - { - "Week": "74", - "Date": "Mar 15, 2021", - "Name": "Dr. Francesca Giannetti", - "Article Title": "A New Method for Automated Clearcut Disturbance Detection in Mediterranean Coppice Forests Using Landsat Time Series", - "Article Link": "Remote Sensing", - "Twitter Handle": "@fgiannetti_FRS", - "MM Tweet": "Giannetti 2020", - "Key Words": "Landsat, forest disturbances, time series analysis, remote sensing, Mediterranean forest, optical time series images, algorithm, change detection" - }, - { - "Week": "75", - "Date": "Mar 22, 2021", - "Name": "Dr. Yujia Zhang", - "Article Title": "Evaluating the effect of 3D urban form on neighborhood land surface temperature using Google Street View and geographically weighted regression", - "Article Link": "Landscape Ecology", - "Twitter Handle": "", - "MM Tweet": "Zhang 2019", - "Key Words": "Google Street View, 3D urban form, Geographically weighted regression, Land surface temperature, Urban heat island" - }, - { - "Week": "76", - "Date": "Mar 29, 2021", - "Name": "Dr. Myl\u00e8ne Jacquemart", - "Article Title": "What drives large-scale glacier detachments? Insights from Flat Creek glacier, St. Elias Mountains, Alaska", - "Article Link": "Geology", - "Twitter Handle": "@MyleneJac", - "MM Tweet": "Jacquemart 2020", - "Key Words": "Planet, Arctic, DEM, glacier detachment, Flat Creek Glacier, Alaska" - }, - { - "Week": "77", - "Date": "April 5, 2021", - "Name": "Kurnia Latifiana", - "Article Title": "Spatial Habitat Suitability Modeling of the Roti Snake-Necked Turtle (Chelodina Mccordi) Based on Landsat-8 Imagery and GIS", - "Article Link": "2018 4th International Conference on Science and Technology", - "Twitter Handle": "@latifiana", - "MM Tweet": "Latifiana 2018", - "Key Words": "Geographic Information System (GIS), Habitat Suitability Index (HSI), freshwater turtles, conservation" - }, - { - "Week": "78", - "Date": "April 12, 2021", - "Name": "Dr. Kirsten J. Lees", - "Article Title": "Assessing the reliability of peatland GPP measurements by remote sensing: From plot to landscape scale", - "Article Link": "Science of The Total Environment", - "Twitter Handle": "@K_J_Lees", - "MM Tweet": "Lees 2021", - "Key Words": "TG model, photosynthesis, NDVI, satellite, blanket bog" - }, - { - "Week": "79", - "Date": "April 26, 2021", - "Name": "Dr. Hannah Kerner", - "Article Title": "Rapid Response Crop Maps in Data Sparse Regions", - "Article Link": "KDD \u201920 Humanitarian Mapping Workshop", - "Twitter Handle": "@hannah_kerner", - "MM Tweet": "Kerner 2020", - "Key Words": "agriculture, food security, crop classification, neural networks, Earth observation" - }, - { - "Week": "80", - "Date": "May 3, 2021", - "Name": "Dr. Viviana Zalles", - "Article Title": "Rapid expansion of human impact on natural land in South America since 1985", - "Article Link": "Science Advances", - "Twitter Handle": "@vzalles", - "MM Tweet": "Zalles 2021", - "Key Words": "Landsat, SWIR, NIR, NDVI, land-use conversion, land cover modification, South America" - }, - { - "Week": "81", - "Date": "May 10, 2021", - "Name": "Dr. Ninni Saarinen", - "Article Title": "Understanding 3D structural complexity of individual Scots pine trees with different management history", - "Article Link": "Ecology and Evolution", - "Twitter Handle": "@ninni_saarinen", - "MM Tweet": "Saarinen 2021", - "Key Words": "box dimension, forest ecology, ground-based LiDAR, growth and yield, silviculture, terrestrial laser scanning, tree structure" - }, - { - "Week": "82", - "Date": "May 17, 2021", - "Name": "Dr. Yhasmin Mendes de Moura", - "Article Title": "Carbon Dynamics in a Human-Modified Tropical Forest: A Case Study Using Multi-Temporal LiDAR Data", - "Article Link": "Remote Sensing", - "Twitter Handle": "@yhasmoura", - "MM Tweet": "Mendes de Moura 2020", - "Key Words": "airborne LiDAR, Amazon forest, aboveground carbon, canopy height, forest disturbance" - }, - { - "Week": "83", - "Date": "May 24, 2021", - "Name": "Amy Pickens", - "Article Title": "Mapping and sampling to characterize global inland water dynamics from 1999 to 2018 with full Landsat time-series", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "", - "MM Tweet": "Pickens 2020", - "Key Words": "surface water, Landsat, time-series, area estimation, change detection, Global" - }, - { - "Week": "84", - "Date": "May 31, 2021", - "Name": "Angel Chen", - "Article Title": "Biophysical controls of increased tundra productivity in the western Canadian Arctic", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@angelchen95", - "MM Tweet": "Chen 2021", - "Key Words": "Landsat, Random Forests, Arctic tundra, greening, EVI, vegetation indices, climate change" - }, - { - "Week": "85", - "Date": "June 7, 2021", - "Name": "Dr. Teresa Konlechner", - "Article Title": "Mapping spatial variability in shoreline change hotspots from satellite data; a case study in southeast Australia", - "Article Link": "Estuarine, Coastal and Shelf Science", - "Twitter Handle": "@tkonlechner", - "MM Tweet": "Konlechner 2020", - "Key Words": "coastal erosion, Google earth engine, shoreline dynamics, shoreline detection, satellite derived shorelines" - }, - { - "Week": "86", - "Date": "June 14, 2021", - "Name": "Dr. Min Xu", - "Article Title": "Implementation Strategy and Spatiotemporal Extensibility of Multipredictor Ensemble Model for Water Quality Parameter Retrieval With Multispectral Remote Sensing Data", - "Article Link": "IEEE Transactions on Geoscience and Remote Sensing", - "Twitter Handle": "@MinXu_UC", - "MM Tweet": "Xu 2021", - "Key Words": "chlorophyll-a (Chl-a), ensemble model, spatiotemporal extensibility, space and time, water quality" - }, - { - "Week": "87", - "Date": "June 21, 2021", - "Name": "Dr. Kaitlin M. Gold", - "Article Title": "Hyperspectral Measurements Enable Pre-Symptomatic Detection and Differentiation of Contrasting Physiological Effects of Late Blight and Early Blight in Potato", - "Article Link": "Remote Sensing", - "Twitter Handle": "@KaitlinMGold", - "MM Tweet": "Gold 2020", - "Key Words": "field spectroscopy, pathogen; plant disease, agriculture, shortwave infrared, hyperspectral" - }, - { - "Week": "88", - "Date": "June 28, 2021", - "Name": "Mary Immaculate Neh-Fru", - "Article Title": "Remote Sensing for Geological Investigation of Mayo Kila and Environs, North West Region of Cameroon", - "Article Link": "American Journal of Earth Sciences", - "Twitter Handle": "@ImmaculateNeh", - "MM Tweet": "Neh-Fru 2020", - "Key Words": "Lineaments, fractal analysis, orogeny, remote sensing, Mayo Kila" - }, - { - "Week": "89", - "Date": "July 5, 2021", - "Name": "Abigail Barenblitt", - "Article Title": "The large footprint of small-scale artisanal gold mining in Ghana", - "Article Link": "Science of the Total Environment", - "Twitter Handle": "@abarenblitt", - "MM Tweet": "Barenblitt 2021", - "Key Words": "Galamsey, Landsat, extent mapping, NDVI, Google Earth Engine" - }, - { - "Week": "90", - "Date": "July 12, 2021", - "Name": "Dr. Bianca Molinari", - "Article Title": "Assessing Spatial Variation in Algal Productivity in a Tropical River Floodplain Using Satellite Remote Sensing", - "Article Link": "Remote Sensing", - "Twitter Handle": "@molinari_bia", - "MM Tweet": "Molinari 2021", - "Key Words": "statistical modelling, wetlands, tropical rivers, wetland management, epiphyton, phytoplankton, primary productivity, Landsat 8, Australia" - }, - { - "Week": "91", - "Date": "July 19, 2021", - "Name": "Dr. Cheryl Doughty", - "Article Title": "Characterizing spatial variability in coastal wetland biomass across multiple scales using UAV and satellite imagery", - "Article Link": "Remote Sensing in Ecology and Conservation", - "Twitter Handle": "@cherylldoughty", - "MM Tweet": "Doughty 2021", - "Key Words": "drones, Landsat, saltmarsh, semivariogram, spatial heterogeneity, unoccupied aerial systems" - }, - { - "Week": "92", - "Date": "July 26, 2021", - "Name": "Dr. Lorena A. Santos", - "Article Title": "Quality control and class noise reduction of satellite image time series", - "Article Link": "ISPRS Journal of Photogrammetry and Remote Sensing", - "Twitter Handle": "@lorenaalvesgo", - "MM Tweet": "Santos 2021", - "Key Words": "self-organizing map, class noise reduction, Bayesian inference, satellite image time series, land use and cover classification" - }, - { - "Week": "93", - "Date": "August 2, 2021", - "Name": "Dr. Laura Chasmer", - "Article Title": "Using Multitemporal and Multispectral Airborne Lidar to Assess Depth of Peat Loss and Correspondence With a New Active Normalized Burn Ratio for Wildfires", - "Article Link": "Geophysical Research Letters", - "Twitter Handle": "@ErsPeat", - "MM Tweet": "Chasmer 2017", - "Key Words": "active normalized burn ratio, dNBR, lidar, Landsat 7, Fort McMurray, Canada, peatland, wildfire" - }, - { - "Week": "94", - "Date": "August 9, 2021", - "Name": "Gizem \u015eenel", - "Article Title": "Exploring the potential of Landsat-8 OLI and Sentinel-2 MSI data for mapping and monitoring Enez Dalyan Lagoon", - "Article Link": "Desalination and Water Treatment", - "Twitter Handle": "@GizemSenel", - "MM Tweet": "Senel 2019", - "Key Words": "coastal lagoon monitoring, Landsat 8, Sentinel-2, spectral water index algorithms, normalized difference water index" - }, - { - "Week": "95", - "Date": "August 16, 2021", - "Name": "Dr. Emma Li Johansson", - "Article Title": "Mapping and quantifying perceptions of environmental change in Kilombero Valley, Tanzania", - "Article Link": "Ambio", - "Twitter Handle": "@emmalijohansson", - "MM Tweet": "Johansson & Abdi 2020", - "Key Words": "deforestation, large-scale land acquisitions, mixed methods, participatory research, remote sensing, socio-environmental change" - }, - { - "Week": "96", - "Date": "August 23, 2021", - "Name": "Dr. Cibele Hummel do Amaral", - "Article Title": "Characterization of indicator tree species in neotropical environments and implications for geological mapping", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@CibeleHdoAmaral", - "MM Tweet": "do Amaral 2018", - "Key Words": "geobotany, Cerrado biome, sedimentary formations, multivariate analysis, spectroscopy, Spectral Mixture Analysis" - }, - { - "Week": "97", - "Date": "August 30, 2021", - "Name": "Zoe Pierrat", - "Article Title": "Tower\u2010Based Remote Sensing Reveals Mechanisms Behind a Two\u2010phased Spring Transition in a Mixed\u2010Species Boreal Forest", - "Article Link": "JGR Biogeosciences", - "Twitter Handle": "@zoeapie", - "MM Tweet": "Pierrat 2021", - "Key Words": "tower-based remote sensing, PhotoSpec, vegetation indices, spring transition, Boreal forests" - }, - { - "Week": "98", - "Date": "September 6, 2021", - "Name": "Rabia Kahn", - "Article Title": "Water quality monitoring over Finger Lakes region using Sentinel-2 imagery on Google Earth Engine cloud computing platform", - "Article Link": "XXIV ISPRS Congress", - "Twitter Handle": "@MunsafRabia", - "MM Tweet": "Khan 2021", - "Key Words": "Google Earth Engine, Finger Lakes, Sentinel 2, sediment loading, water quality" - }, - { - "Week": "99", - "Date": "September 13, 2021", - "Name": "Dr. Catherine Champagne", - "Article Title": "Impact of Soil Moisture Data Characteristics on the Sensitivity to Crop Yields Under Drought and Excess Moisture Conditions", - "Article Link": "Remote Sensing", - "Twitter Handle": "@cathchampagne", - "MM Tweet": "Champagne 2019", - "Key Words": "soil moisture, drought, agriculture, SMOS, ESA-CCI" - }, - { - "Week": "100", - "Date": "September 20, 2021", - "Name": "Mahsa Khodaee", - "Article Title": "Monitoring Forest Infestation and Fire Disturbance in the Southern Appalachian Using a Time Series Analysis of Landsat Imagery", - "Article Link": "Remote Sensing", - "Twitter Handle": "@mahsa_khodaee", - "MM Tweet": "Khodaee 2020", - "Key Words": "Hemlock Woolly Adelgid, fire, Landsat, Tasseled Cap Transformation" - }, - { - "Week": "101", - "Date": "Sept 27, 2021", - "Name": "EO Scientist Landsat 9 Trading Card Deck", - "Article Title": "", - "Article Link": "", - "Twitter Handle": "", - "MM Tweet": "L9 Cards", - "Key Words": "" - }, - { - "Week": "102", - "Date": "October 4, 2021", - "Name": "Dr. Mar\u00eda Fern\u00e1ndez-Gim\u00e9nez and Dr. Ginger Allington", - "Article Title": "Using an integrated social-ecological analysis to detect effects of household herding practices on indicators of rangeland resilience in Mongolia", - "Article Link": "Environmental Research Letters", - "Twitter Handle": "@gigi_rose", - "MM Tweet": "Fern\u00e1ndez-Gim\u00e9nez 2018", - "Key Words": "pastoralism, grassland, mobility, statistical matching, otor, dzud, resilience" - }, - { - "Week": "103", - "Date": "October 11, 2021", - "Name": "Dr. Milto Miltiadou", - "Article Title": "A Comparative Study about Data Structures Used for Efficient Management of Voxelised Full-Waveform Airborne LiDAR Data during 3D Polygonal Model Creation", - "Article Link": "Remote Sensing", - "Twitter Handle": "@DrMiltiadou", - "MM Tweet": "Miltiadou 2021", - "Key Words": "LiDAR, voxelisation, iso-surface, visualisations, data structures, efficiency, memory management, execution time, volumetric data" - }, - { - "Week": "104", - "Date": "October 18, 2021", - "Name": "Emily C. Adams", - "Article Title": "Limitations of Remote Sensing in Assessing Vegetation Damage Due to the 2019\u20132021 Desert Locust Upsurge", - "Article Link": "Frontiers in Climate", - "Twitter Handle": "@emily4eo", - "MM Tweet": "Adams 2021", - "Key Words": "locust, NDVI, vegetation, damage assessment, MODIS, harmonized landsat sentinel" - }, - { - "Week": "105", - "Date": "October 25, 2021", - "Name": "Gina Maskell", - "Article Title": "Integration of Sentinel optical and radar data for mapping smallholder coffee production systems in Vietnam", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@GinaMask", - "MM Tweet": "Maskell 2021", - "Key Words": "agroforestry, smallholder agriculture, crop mask, Sentinel-1, Sentinel-2, data fusion, Google Earth Engine, random forest" - }, - { - "Week": "106", - "Date": "November 1, 2021", - "Name": "Dr. Angela Kross", - "Article Title": "Using Artificial Neural Networks and Remotely Sensed Data to Evaluate the Relative Importance of Variables for Prediction of Within-Field Corn and Soybean Yields", - "Article Link": "Remote Sensing", - "Twitter Handle": "@angela_kross", - "MM Tweet": "Kross 2020", - "Key Words": "corn; soybean, yield prediction, remote sensing, vegetation indices, artificial neural network, elevation, within-field scale" - }, - { - "Week": "107", - "Date": "November 8, 2021", - "Name": "Bogumila Backiel", - "Article Title": "Mapping Sandbars in the Connecticut River Watershed through Aerial Images for Floodplain Conservation", - "Article Link": "Scholarworks at UMass Amherst", - "Twitter Handle": "@bobackiel", - "MM Tweet": "Backiel 2018", - "Key Words": "NAIP, aerial imagery, fluuvial geomorphic feature modelling, Connecticut River, New England, sandbars" - }, - { - "Week": "108", - "Date": "November 15, 2021", - "Name": "Dr. Meghan Halabisky", - "Article Title": "Harnessing the Temporal Dimension to Improve Object-Based Image Analysis Classification of Wetlands", - "Article Link": "Remote Sensing", - "Twitter Handle": "@mhalabisky1", - "MM Tweet": "Halabisky 2018", - "Key Words": "time series, Landsat, wetlands, hydrology, hydroperiod, high resolution, GEOBIA, OBIA" - }, - { - "Week": "109", - "Date": "November 22, 2021", - "Name": "Dr. Swanni Alvarado", - "Article Title": "Thresholds of fire response to moisture and fuel load differ between tropical savannas and grasslands across continents", - "Article Link": "Global Ecology and Biogeography", - "Twitter Handle": "@SwanniAlvarado", - "MM Tweet": "Alvarado 2020", - "Key Words": "MODIS, burned area, dry season, rainfall, CHIRPS, fuel conditions, Pantropical savannas" - }, - { - "Week": "110", - "Date": "November 29, 2021", - "Name": "Dr. Camile S\u00f6the", - "Article Title": "Large scale mapping of soil organic carbon concentration with 3D machine learning and satellite observations", - "Article Link": "Geoderma", - "Twitter Handle": "@SotheCamile", - "MM Tweet": "S\u00f6the 2022", - "Key Words": "soil organic carbon, machine learning, carbon cycle, satellite data, Google Earth Engine, climate change, peatland" - }, - { - "Week": "111", - "Date": "December 6, 2021", - "Name": "Dr. Ane Alencar", - "Article Title": "Mapping Three Decades of Changes in the Brazilian Savanna Native Vegetation Using Landsat Data Processed in the Google Earth Engine Platform", - "Article Link": "Remote Sensing", - "Twitter Handle": "@anealencar3", - "MM Tweet": "Alencar 2020", - "Key Words": "Cerrado, land cover, grasslands, forests, monitoring, random forest, spectral indexes, vegetation seasonality" - }, - { - "Week": "112", - "Date": "December 13, 2021", - "Name": "Dr. Tahisa Neitzel Kuck", - "Article Title": "Change Detection of Selective Logging in the Brazilian Amazon Using X-Band SAR Data and Pre-Trained Convolutional Neural Networks", - "Article Link": "Remote Sensing", - "Twitter Handle": "@tatakuck", - "MM Tweet": "Kuck 2021", - "Key Words": "selective logging, synthetic aperture radar, SAR, convolutional neural networks" - }, - { - "Week": "113", - "Date": "December 20, 2021", - "Name": "Dr. Michelle Picoli", - "Article Title": "Land use change: the barrier for sugarcane sustainability", - "Article Link": "Biofuels, Bioproducts, & Biorefining", - "Twitter Handle": "@Michelle_Picoli", - "MM Tweet": "Picoli 2021", - "Key Words": "public policy, bioethanol production, Brazil, Landsat, MapBiomas, land-use change" - }, - { - "Week": "114", - "Date": "December 27, 2021", - "Name": "2021 MM Moments Thread", - "Article Title": "", - "Article Link": "2021 MM", - "Twitter Handle": "2021 MM", - "MM Tweet": "", - "Key Words": "" - }, - { - "Week": "115", - "Date": "January 3, 2022", - "Name": "Dr. Jessica McCarty", - "Article Title": "Reviews and syntheses: Arctic fire regimes and emissions in the 21st century", - "Article Link": "Biogeosciences", - "Twitter Handle": "@jmccarty_geo", - "MM Tweet": "McCarty 2021", - "Key Words": "Arctic, boreal, fire regimes, fire emissions, MODIS, VIIRS, Sentinel-2, Earth observations" - }, - { - "Week": "116", - "Date": "January 10, 2022", - "Name": "Katja Kowalski", - "Article Title": "Quantifying drought effects in Central European grasslands through regression-based unmixing of intra-annual Sentinel-2 time series", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@katja_kowalski", - "MM Tweet": "Kowalski 2022", - "Key Words": "fractional cover, support vector regression, NDFI, photosynthetic vegetation, PV, non-photosynthetic vegetation, NPV, soil, Copernicus, climate change" - }, - { - "Week": "117", - "Date": "January 17, 2022", - "Name": "Dr. Kiana Zolfaghari", - "Article Title": "Impact of Spectral Resolution on Quantifying Cyanobacteria in Lakes and Reservoirs: A Machine-Learning Assessment", - "Article Link": "IEEE Transactions on Geoscience and Remote Sensing", - "Twitter Handle": "@KianaZol", - "MM Tweet": "Zolfaghari 2021", - "Key Words": "cyanobacteria harmful algal bloom (Cyano HAB), hyperspectral, machine learning (ML), neural network, phycocyanin (PC), spectral resolution" - }, - { - "Week": "118", - "Date": "January 24, 2022", - "Name": "Alexandra Runge", - "Article Title": "Remote sensing annual dynamics of rapid permafrost thaw disturbances with LandTrendr", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@RungeAlexandra", - "MM Tweet": "Runge 2022", - "Key Words": "retrogressive thaw slumps, time series, multi-spectral analysis, Landsat, Sentinel-2, thermo-erosion, permafrost thaw" - }, - { - "Week": "119", - "Date": "January 31, 2022", - "Name": "Dr. Melania Michetti, Eleanora Cogo, and Dr. Sara Venturini", - "Article Title": "Monitoring Adaptation Using Earth Observations in View of the \u201cGlobal Stocktake\u201d", - "Article Link": "Handbook of Climate Change Management", - "Twitter Handle": "@elecogo and @la_Venturini", - "MM Tweet": "Michetti 2021", - "Key Words": "Earth observations, adaptation, resilience, global stocktake, Paris Agreement, monitoring and evaluation, climate change, climate policy, Big Data, Citizen Science" - }, - { - "Week": "120", - "Date": "February 7, 2022", - "Name": "Dr. Alice Alonso and Dr. Natalie Nelson", - "Article Title": "Estimating the Influence of Oyster Reef Chains on Freshwater Detention at the Estuary Scale Using Landsat-8 Imagery", - "Article Link": "Estuaries and Coasts", - "Twitter Handle": "@alonsoalice1 and @nataliegnelson", - "MM Tweet": "Alonso 2021", - "Key Words": "Landsat 8, satellite imagery, salinity, oyster reefs, Suwannee River, Gulf of Mexico" - }, - { - "Week": "121", - "Date": "February 14, 2022", - "Name": "Dr. Fang Cao and Dr. Maria Tzortziou", - "Article Title": "Capturing dissolved organic carbon dynamics with Landsat-8 and Sentinel-2 in tidally influenced wetland\u2013estuarine systems", - "Article Link": "Science of the Total Environment", - "Twitter Handle": "@mtzortziou", - "MM Tweet": "Cao & Tzortziou 2021", - "Key Words": "coastal ecosystems, carbon cycling, tidal exchanges, episodic events, remote sensing, biogeochemistry" - }, - { - "Week": "122", - "Date": "February 21, 2022", - "Name": "Dr. Zahra Sadeghi", - "Article Title": "Benchmarking and inter-comparison of Sentinel-1 InSAR velocities and time series", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@ZahraSadeghi_RS", - "MM Tweet": "Sadeghi 2021", - "Key Words": "InSAR, comparison, Sentinel-1, ground motion" - }, - { - "Week": "123", - "Date": "Februrary 28, 2022", - "Name": "Aur\u00e9lie C. Shapiro", - "Article Title": "Forest condition in the Congo Basin for the assessment of ecosystem conservation status", - "Article Link": "Ecological Indicators", - "Twitter Handle": "@aurelgrooves", - "MM Tweet": "Shapiro 2021", - "Key Words": "monitoring, forest degradation, condition, conservation planning, REDD+, stratification, Red List, prioritization" - }, - { - "Week": "124", - "Date": "March 7, 2022", - "Name": "Dr. Anjana Shah", - "Article Title": "Mapping Critical Minerals from the Sky", - "Article Link": "GSA Today", - "Twitter Handle": "", - "MM Tweet": "Shah 2021", - "Key Words": "critical minerals, airborne, geology, mineral deposits, magnetic, radiometric" - }, - { - "Week": "125", - "Date": "March 14, 2022", - "Name": "Dr. Maycira Costa", - "Article Title": "Historical distribution of kelp forests on the coast of British Columbia: 1858\u20131956", - "Article Link": "Applied Geography", - "Twitter Handle": "@UVicSpectral", - "MM Tweet": "Costa 2020", - "Key Words": "kelp spatial distribution, British Columbia, historical British admiralty charts, 1858\u20131956" - }, - { - "Week": "126", - "Date": "March 21, 2022", - "Name": "Alejandra Mora-Soto", - "Article Title": "A High-Resolution Global Map of Giant Kelp (Macrocystis pyrifera) Forests and Intertidal Green Algae (Ulvophyceae) with Sentinel-2 Imagery", - "Article Link": "Remote Sensing", - "Twitter Handle": "@alitamoras", - "MM Tweet": "Mora-Soto 2020", - "Key Words": "giant kelp, Macrocystis pyrifera, Google Earth Engine, UAV, Sentinel-2, Ulvophyceae" - }, - { - "Week": "127", - "Date": "March 28, 2022", - "Name": "Shijuan Chen", - "Article Title": "Monitoring temperate forest degradation on Google Earth Engine using Landsat time series analysis", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@shijuan_chen", - "MM Tweet": "Chen 2021", - "Key Words": "forest degradation, deforestation, disturbance, Landsat, Google Earth Engine, CCDC-SMA, time series analysis, change detection, area estimation" - }, - { - "Week": "128", - "Date": "April 4, 2022", - "Name": "Dr. Amy Collins", - "Article Title": "How community forest management performs when REDD+ payments fail", - "Article Link": "Environmental Research Letters", - "Twitter Handle": "@amy_christina", - "MM Tweet": "Collins 2022", - "Key Words": "REDD+, community forest management, co-benefits, statistical matching, climate change mitigation, deforestation, socio-ecological systems" - }, - { - "Week": "129", - "Date": "April 11, 2022", - "Name": "Vanesa Mart\u00edn-Arias and Christine Evans", - "Article Title": "Modeled Impacts of LULC and Climate Change Predictions on the Hydrologic Regime in Belize", - "Article Link": "Frontiers in Environmental Science", - "Twitter Handle": "@vanessa_martian and @ChristineAEvans", - "MM Tweet": "Mart\u00edn-Arias 2022", - "Key Words": "land cover change, hydrology, runoff, CMIP-6, climate change, Belize, N-SPECT, TerrSet" - }, - { - "Week": "130", - "Date": "April 18, 2022", - "Name": "Caroline S. Juang", - "Article Title": "Rapid Growth of Large Forest Fires Drives the Exponential Response of Annual Forest-Fire Area to Aridity in the Western United States", - "Article Link": "Geophysical Research Letters", - "Twitter Handle": "@caro_in_space", - "MM Tweet": "Juang 2022", - "Key Words": "forest fires, western USA, MTBS, MODIS burned areas, aridification, fuels, climate, Climgrid" - }, - { - "Week": "131", - "Date": "April 25, 2022", - "Name": "Dr. Ellen Whitman", - "Article Title": "Climate-induced fire regime amplification in Alberta, Canada", - "Article Link": "Environmental Research Letters", - "Twitter Handle": "@EllWhitman", - "MM Tweet": "Whitman 2022", - "Key Words": "climate change, fire, fire severity, wildfire, fire regime, Landsat" - }, - { - "Week": "132", - "Date": "May 2, 2022", - "Name": "Breylla Campos Carvalho", - "Article Title": "Shoreline position change and the relationship to annual and interannual meteo-oceanographic conditions in Southeastern Brazil", - "Article Link": "Estuarine, Coastal and Shelf Science", - "Twitter Handle": "@bre_campos", - "MM Tweet": "Campos Carvalho 2020", - "Key Words": "Landsat imagery, WW3 model, coastal morphology, El Ni\u00f1o/La Ni\u00f1a teleconnections, Rio de Janeiro, sandy beaches" - }, - { - "Week": "133", - "Date": "May 9, 2022", - "Name": "Julia Wagemann", - "Article Title": "A user perspective on future cloud-based services for Big Earth data", - "Article Link": "International Journal of Digital Earth", - "Twitter Handle": "@JuliaWagemann", - "MM Tweet": "Wagemann 2021", - "Key Words": "user requirements; cloud-based services; Big Earth data; open data" - }, - { - "Week": "134", - "Date": "May 16, 2022", - "Name": "Rebekke Muench", - "Article Title": "Assessment of Open Access Global Elevation Model Errors Impact on Flood Extents in Southern Niger", - "Article Link": "Frontiers in Environmental Science", - "Twitter Handle": "@beemuench", - "MM Tweet": "Muench 2022", - "Key Words": "flood, DEM, RMSE, West Africa, HAND, SERVIR" - }, - { - "Week": "135", - "Date": "May 23, 2022", - "Name": "Dr. Trisalyn Nelson", - "Article Title": "Accelerating ethics, empathy, and equity in geographic information science", - "Article Link": "PNAS", - "Twitter Handle": "@TrisalynNelson and @deepseadawn", - "MM Tweet": "Nelson 2022", - "Key Words": "diversity, equity, inclusion, justice, GIS, conceptual, ethics, empathy" - }, - { - "Week": "136", - "Date": "May 30, 2022", - "Name": "Eleanor Wratten", - "Article Title": "Physiographic Controls on Landfast Ice Variability from 20 Years of Maximum Extents across the Northwest Canadian Arctic", - "Article Link": "Remote Sensing", - "Twitter Handle": "@EleanorWratten", - "MM Tweet": "Wratten 2022", - "Key Words": "arctic, MODIS, landfast ice extent, scale, topographic setting, storms, environmental processes, community, coastal erosion" - }, - { - "Week": "137", - "Date": "June 7, 2022", - "Name": "Heather Kay", - "Article Title": "Exploring the Relationship between Forest Canopy Height and Canopy Density from Spaceborne LiDAR Observations", - "Article Link": "Remote Sensing", - "Twitter Handle": "@HeatherKayMTB", - "MM Tweet": "Kay 2021", - "Key Words": "canopy height, canopy density, ICESat GLAS, forest structure" - }, - { - "Week": "138", - "Date": "June 13, 2022", - "Name": "Dr. Ekena Rangel Pinag\u00e9", - "Article Title": "Forest structure and solar-induced fluorescence across intact and degraded forests in the Amazon", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@EkenaRP", - "MM Tweet": "Pinag\u00e9 2022", - "Key Words": "Amazon, forest degradation, selective logging, forest fires, forest structure, solar-induced chlorophyll fluorescence" - }, - { - "Week": "139", - "Date": "June 20, 2022", - "Name": "Dr. Karen Joyce, Dr. Karen Anderson, and Dr. Renee Bartolo", - "Article Title": "Of Course We Fly Unmanned\u2014We\u2019re Women!", - "Article Link": "Remote Sensing", - "Twitter Handle": "@KEJoyce2, @KAnderson_RS and @ReneeBartolo", - "MM Tweet": "Joyce, Anderson, & Bartolo 2021", - "Key Words": "drones, UAS, UAV, SheMaps, Dames of Drones, diversity, equity, inclusion, justice, inclusive language" - }, - { - "Week": "140", - "Date": "June 27, 2022", - "Name": "Dr. Meha Jain", - "Article Title": "Groundwater depletion will reduce cropping intensity in India", - "Article Link": "Science Advances", - "Twitter Handle": "@Meha__Jain", - "MM Tweet": "Jain 2021", - "Key Words": "groundwater depletion, MODIS, high-resolution dataset, India, cropping intensity, winter cropped land, irrigation" - }, - { - "Week": "141", - "Date": "July 4, 2022", - "Name": "Dr. Antara Dasgupta", - "Article Title": "On the Impacts of Observation Location, Timing, and Frequency on Flood Extent Assimilation Performance", - "Article Link": "Water Resources Research", - "Twitter Handle": "@ant_dasgupta", - "MM Tweet": "Dasgupta 2021", - "Key Words": "SAR, flood extent, Australia, flood forecasting, LISFLOOD-FP model" - }, - { - "Week": "142", - "Date": "July 11, 2022", - "Name": "Dr. Chelene Hanes", - "Article Title": "Mapping organic layer thickness and fuel load of the boreal forest in Alberta, Canada", - "Article Link": "Geoderma", - "Twitter Handle": "@WildfireScience", - "MM Tweet": "Hanes 2022", - "Key Words": "fuel load, random forests, machine learning, wildland fire, spatial visualization, forest fuels" - }, - { - "Week": "143", - "Date": "July 18, 2022", - "Name": "Yingtong Zhang", - "Article Title": "A Global Analysis of the Spatial and Temporal Variability of Usable Landsat Observations at the Pixel Scale", - "Article Link": "Frontiers in Remote Sensing", - "Twitter Handle": "@YingtongZhang", - "MM Tweet": "Zhang 2022", - "Key Words": "Landsat, time series, data density, pixel quality, land change, land cover" - }, - { - "Week": "144", - "Date": "July 25, 2022", - "Name": "Itohan-Osa Abu", - "Article Title": "Detecting cocoa plantations in C\u00f4te d\u2019Ivoire and Ghana and their implications on protected areas", - "Article Link": "Ecological Indicators", - "Twitter Handle": "@Itohan_Osa_", - "MM Tweet": "Abu 2021", - "Key Words": "cocoa mapping, cash crops, West Africa, Sentinel-1, Sentinel-2, protected areas, encroachment" - }, - { - "Week": "145", - "Date": "August 1, 2022", - "Name": "Dr. Iryna Dronova & Dr. Sophie Taddeo", - "Article Title": "Remote sensing of phenology: Towards the comprehensive indicators of plant community dynamics from species to regional scales", - "Article Link": "Journal of Ecology", - "Twitter Handle": "@dronova_iryna and @SophieTaddeo", - "MM Tweet": "Dronova & Taddeo 2022", - "Key Words": "heterogeneity, phenology, plant diversity, remote sensing, resilience, satellite, spectral vegetation indicators, stability" - }, - { - "Week": "146", - "Date": "August 8, 2022", - "Name": "Dr. Akansha Singh Bansal", - "Article Title": "Data-Driven Control, Modeling, and Forecasting for Residential Solar Power", - "Article Link": "Scholarworks @UMass Amherst", - "Twitter Handle": "@akansha_asb", - "MM Tweet": "Singh Bansal 2022", - "Key Words": "satellite-data techniques, solar power, residential solar power, physical models, machine learning models, deep learning models, GOES-R, GOES-17, GOES-16, data-driven techniques" - }, - { - "Week": "147", - "Date": "August 15, 2022", - "Name": "Dr. Ana Bastos", - "Article Title": "Direct and seasonal legacy effects of the 2018 heat wave and drought on European ecosystem productivity", - "Article Link": "Science Advances", - "Twitter Handle": "@Ana__Bastos", - "MM Tweet": "Bastos 2020", - "Key Words": "ERA5, SMOS, SAR, ecosystem productivity, 2018 heat wave, drought, Europe, vegetation, carbon, water exchange" - }, - { - "Week": "148", - "Date": "August 22, 2022", - "Name": "Viola H.A. Heinrich", - "Article Title": "Large carbon sink potential of secondary forests in the Brazilian Amazon to mitigate climate change", - "Article Link": "Nature Communications", - "Twitter Handle": "@vh_trees", - "MM Tweet": "Heinrich 2021", - "Key Words": "MapBiomas, Landsat, LULC, land-use land-cover, ESA-CCI ABG, Brazilian Amazon, disturbance, tropical forest, secondary forest, regrowth, drivers" - }, - { - "Week": "149", - "Date": "August 29, 2022", - "Name": "Dr. Anni Yang", - "Article Title": "Leveraging Machine Learning and Geo-Tagged Citizen Science Data to Disentangle the Factors of Avian Mortality Events at the Species Level", - "Article Link": "Remote Sensing", - "Twitter Handle": "@anniyang0406", - "MM Tweet": "Yang 2022", - "Key Words": "avian conservation, citizen science, random forest, earth observations, mortality, natural hazards" - }, - { - "Week": "150", - "Date": "September 5, 2022", - "Name": "Elham Shafeian", - "Article Title": "Mapping fractional woody cover in an extensive semi-arid woodland area at different spatial grains with Sentinel-2 and very high-resolution data", - "Article Link": "International Journal of Applied Earth Observation and Geoinformation", - "Twitter Handle": "@EShafeian", - "MM Tweet": "Shafeian 2021", - "Key Words": "semi-arid woodlands, Zagros, woody cover, Sentinel-2, VHR imagery, land cover" - }, - { - "Week": "151", - "Date": "September 12, 2022", - "Name": "Itziar Irakulis-Loitxate", - "Article Title": "Satellites Detect a Methane Ultra-emission Event from an Offshore Platform in the Gulf of Mexico", - "Article Link": "Environmental Science & Technology Letters", - "Twitter Handle": "@itziraloi", - "MM Tweet": "Irakulis-Loitxate 2022", - "Key Words": "Methane emissions, offshore platforms, high-resolution satellite data, WorldView-3, Landsat 8, Gulf of Mexico, sun-glint, VIIRS" - }, - { - "Week": "152", - "Date": "September 19, 2022", - "Name": "Dr. Anna K. Schweigher", - "Article Title": "Plant beta-diversity across biomes captured by imaging spectroscopy", - "Article Link": "Nature Communications", - "Twitter Handle": "", - "MM Tweet": "Schweiger 2022", - "Key Words": "high-resolution, spectral images, spectrometers, plant diversity, NEON, National Ecological Observatory Network" - }, - { - "Week": "153", - "Date": "September 26, 2022", - "Name": "Dr. Joanne V. Hall", - "Article Title": "Validation of GOES-16 ABI and MSG SEVIRI Active Fire Products", - "Article Link": "International Journal of Applied Earth Observation and Geoinformation", - "Twitter Handle": "@JoanneVHall", - "MM Tweet": "Hall 2019", - "Key Words": "Fire, biomass burning, GOES ABI, MSG SEVIRI, Landsat" - }, - { - "Week": "154", - "Date": "October 3, 2022", - "Name": "Joan Sturm", - "Article Title": "Satellite data reveal differential responses of Swiss forests to unprecedented 2018 drought", - "Article Link": "Global Change Biology", - "Twitter Handle": "@JTSturm", - "MM Tweet": "Sturm 2022", - "Key Words": "environmental drivers, forest drought responses, NDWI, remote sensing, resilience, resistance, Sentinel-2" - }, - { - "Week": "155", - "Date": "October 10, 2022", - "Name": "Abena B. Asare-Ansah", - "Article Title": "Tracking the Godzilla dust plume using Google Earth Engine platform", - "Article Link": "The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences", - "Twitter Handle": "@Ms_Pixels", - "MM Tweet": "Asare-Ansah 2022", - "Key Words": "Godzilla, dust plume, aerosol, air quality, Sentinel-5P, Google Earth Engine, Sahara Desert, Africa" - }, - { - "Week": "156", - "Date": "October 17, 2022", - "Name": "Dr. Radost Stanimirova", - "Article Title": "Widespread changes in 21st century vegetation cover in Argentina, Paraguay, and Uruguay", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@radost_stan", - "MM Tweet": "Stanimirova 2022", - "Key Words": "South America, land cover change, remote sensing, deforestation, afforestation, woody encroachment, desertification" - }, - { - "Week": "157", - "Date": "October 24, 2022", - "Name": "Matilda Anokye", - "Article Title": "Assessing land cover change around Bayou Perot- Little Lake, New Orleans using Sentinel 2 satellite imagery", - "Article Link": "The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences", - "Twitter Handle": "@KKtilda", - "MM Tweet": "Anokye 2022", - "Key Words": "Hurricane Ida, land cover change, Sentinel 2, coastal ecosystems, NDVI, Random Forest classification" - }, - { - "Week": "158", - "Date": "October 31, 2022", - "Name": "Dr. Natasha Stavros", - "Article Title": "Designing an Observing System to Study the Surface Biology and Geology (SBG) of the Earth in the 2020s", - "Article Link": "Journal of Geophysical Research: Biogeosciences", - "Twitter Handle": "@DrWKID", - "MM Tweet": "Stavros 2022", - "Key Words": "surface biology and geology, observing system, framework, design, satellite, spectroscopic, thermal data" - }, - { - "Week": "159", - "Date": "November 7, 2022", - "Name": "Germ\u00e1n Silva", - "Article Title": "Shifts in Salt Marsh Vegetation Landcover after Debris Flow Deposition", - "Article Link": "Remote Sensing", - "Twitter Handle": "@envirogeography", - "MM Tweet": "Silva 2022", - "Key Words": "remote sensing, wetland change, change detection, random forest classifier, Salicornia pacifica" - }, - { - "Week": "160", - "Date": "November 14, 2022", - "Name": "Diana Efia Frimpong", - "Article Title": "Assessing the Impact of Land Use and Land Cover Change on Air Quality in East Baton Rouge\u2014Louisiana Using Earth Observation Techniques", - "Article Link": "Advances in Remote Sensing", - "Twitter Handle": "@Diana_BF", - "MM Tweet": "Frimpong 2022", - "Key Words": "Google Earth Engine, aerosol, air quality, Sentinel-5P, land use land cover change" - }, - { - "Week": "161", - "Date": "November 21, 2022", - "Name": "Dr. Rachael H. Nolan", - "Article Title": "What Do the Australian Black Summer Fires Signify for the Global Fire Crisis?", - "Article Link": "Fire", - "Twitter Handle": "@Rachael_H_Nolan", - "MM Tweet": "Nolan 2022", - "Key Words": "wildfire, smoke, demographics, fuel, climate change, adaptation, resilience, policy, human health" - }, - { - "Week": "162", - "Date": "November 28, 2022", - "Name": "Dr. Joel P. Scott & Dr. Erin Urquhart", - "Article Title": "Leveraging Design Principles to Inform the Next Generation of NASA Earth Satellites", - "Article Link": "Oceanography", - "Twitter Handle": "@jpsco & @ea_urquhart", - "MM Tweet": "Scott & Urquhart 2020", - "Key Words": "workshop report, satellite mission, user requirements, applications, NASA PACE, ocean remote sensing, plankton, aerosol, cloud, ocean ecosystem" - }, - { - "Week": "162", - "Date": "December 5, 2022", - "Name": "Highlighting new LoLManuscriptMonday website", - "Article Title": "", - "Article Link": "Github.IO", - "Twitter Handle": "", - "MM Tweet": "Tweet", - "Key Words": "" - }, - { - "Week": "164", - "Date": "December 12, 2022", - "Name": "LoL Leadership Feature of Matilda Anokye", - "Article Title": "", - "Article Link": "", - "Twitter Handle": "@KKTilda", - "MM Tweet": "Matilda Anokye Feature", - "Key Words": "" - }, - { - "Week": "165", - "Date": "December 19, 2022", - "Name": "LoL Leadership Feature of Sarah Schenkein", - "Article Title": "", - "Article Link": "", - "Twitter Handle": "", - "MM Tweet": "Sarah Schenkein Feature", - "Key Words": "" - }, - { - "Week": "166", - "Date": "December 26, 2022", - "Name": "LoL Leadership Feature of Sheryl Rose Reyes", - "Article Title": "", - "Article Link": "", - "Twitter Handle": "@srcreyes", - "MM Tweet": "Sheryl Rose Reyes Feature", - "Key Words": "" - }, - { - "Week": "167", - "Date": "January 2, 2023", - "Name": "Happy New Year 2023 Post", - "Article Title": "Virginia Norwood, la \"madre del Landsat\" que revolucion\u00f3 la observaci\u00f3n de la Tierra desde el espacio", - "Article Link": "", - "Twitter Handle": "", - "MM Tweet": "BBC Mundo feature of Virginia Norwood Feature", - "Key Words": "" - }, - { - "Week": "168", - "Date": "January 9, 2023", - "Name": "Dr. Morgan Crowley", - "Article Title": "Towards a whole-system framework for wildfire monitoring using Earth observations", - "Article Link": "Global Change Biology", - "Twitter Handle": "@morganahcrowley", - "MM Tweet": "Crowley 2022", - "Key Words": "complex systems, Earth observations, fire monitoring, forest fires, pyrogeography, remote sensing, wildfires" - }, - { - "Week": "169", - "Date": "January 16, 2023", - "Name": "Dr. Ana Cl\u00e1udia dos Santos Luciano", - "Article Title": "Mapping 33 years of sugarcane evolution in S\u00e3o Paulo state, Brazil, using landsat imagery and generalized space-time classifiers", - "Article Link": "Remote Sensing Applications: Society and Environment", - "Twitter Handle": "", - "MM Tweet": "dos Santos Luciano 2022", - "Key Words": "Landsat, sugarcane, Brazil, space-time classifiers, multi-source, machine learning, random forest" - }, - { - "Week": "170", - "Date": "January 23, 2023", - "Name": "Carmen Morales", - "Article Title": "Earth Map: A Novel Tool for Fast Performance of Advanced Land Monitoring and Climate Assessment", - "Article Link": "Journal of Remote Sensing", - "Twitter Handle": "", - "MM Tweet": "Morales 2023", - "Key Words": "Earth Map, Google Earth Engine, analysis platform, datasets, software architecture" - }, - { - "Week": "171", - "Date": "January 30, 2023", - "Name": "Dr. Marta Sapena", - "Article Title": "Empiric recommendations for population disaggregation under different data scenarios", - "Article Link": "Plos One", - "Twitter Handle": "@marta_sapena", - "MM Tweet": "Sapena 2022", - "Key Words": "land use, population density, census, statistical methods, cities, statistical data, machine learning, urban areas" - }, - { - "Week": "171", - "Date": "February 6, 2023", - "Name": "Dr. Crista Straub", - "Article Title": "Economic Valuation of Landsat Imagery", - "Article Link": "USGS Publications Warehouse", - "Twitter Handle": "@cstraubresearch", - "MM Tweet": "Straub 2019", - "Key Words": "Landsat, economic value, imagery" - }, - { - "Week": "172", - "Date": "February 13, 2023", - "Name": "Edmund B. Molder & Sarah F. Schenkein", - "Article Title": "Landsat Data Ecosystem Case Study: Actor Perceptions of the Use and Value of Landsat", - "Article Link": "Frontiers in Environmental Science", - "Twitter Handle": "", - "MM Tweet": "Molder & Schenkein 2022", - "Key Words": "Landsat, data ecosystem, values, decision support, societal benefits, qualitative, remote sensing, Earth observation" - }, - { - "Week": "173", - "Date": "February 20, 2023", - "Name": "Ileana A. Callejas", - "Article Title": "Effect of COVID-19 Anthropause on Water Clarity in the Belize Coastal Lagoon", - "Article Link": "Frontiers in Marine Science", - "Twitter Handle": "@IleanaCallejas", - "MM Tweet": "Callejas 2021", - "Key Words": "diffuse attenuation coefficient, moderate resolution imaging spectroradiometer, remote sensing, water quality, marine traffic, Belize Barrier Reef Reserve System, water clarity" - }, - { - "Week": "174", - "Date": "February 27, 2023", - "Name": "Mary Joy Buitre", - "Article Title": "The Mangrove Forests Change and Impacts from Tropical Cyclones in the Philippines Using Time Series Satellite Imagery", - "Article Link": "MDPI Remote Sensing", - "Twitter Handle": "@Joyee_Twenty5", - "MM Tweet": "Buitre 2019", - "Key Words": "comparative analysis, mangroves, Philippines, landscape metrics" - }, - { - "Week": "175", - "Date": "March 13, 2023", - "Name": "Dr. Karen Joyce", - "Article Title": "Discovering Inclusivity in Remote Sensing: Leaving No One Behind", - "Article Link": "Frontiers in Remote Sensing", - "Twitter Handle": "@DrKJoyce", - "MM Tweet": "Joyce 2022", - "Key Words": "diversity, equity, inclusion, remote sensing, editorial boards, publications" - }, - { - "Week": "176", - "Date": "May 1, 2023", - "Name": "Dr. Ursa Kanjir", - "Article Title": "Vessel detection and classification from spaceborne optical images: A literature survey", - "Article Link": "Remote Sensing of Environment", - "Twitter Handle": "@OrsoMajor", - "MM Tweet": "Kanjir 2018", - "Key Words": "vessel detection, vessel classification, sea target detection, object recognition, optical satellite data, maritime domain awareness" - }, - { - "Week": "177", - "Date": "May 15, 2023", - "Name": "Dr. Ana Stritih", - "Article Title": "Alternative states in the structure of mountain forests across the Alps and the role of disturbance and recovery", - "Article Link": "Landscape Ecology", - "Twitter Handle": "@AnaStritih", - "MM Tweet": "Stritih 2023", - "Key Words": "mountain forests,GEDI, disturbance, basins of attraction, recovery" - }, - { - "Week": "181", - "Date": "June 13, 2023", - "Name": "Mari Trix Estomata", - "Article Title": "Mapping of Forest Cover Extent and Change in the Philippines Using Decision Tree Classification on ALOS-\u00bd PALSAR-\u00bd Mosaic Data", - "Article Link": "Proceedings of the 40th Asian Conference on Remote Sensing)", - "Twitter Handle": "@Trixie_EA", - "MM Tweet": "Estomata_2019", - "Key Words": "L-Band SAR, REDD+, Unbiased Area Estimation, Multi-Temporal Speckle Filtering" - }, - { - "Week": "183", - "Date": "July 31, 2023", - "Name": "Sona Guliyeva", - "Article Title": "Comparative Analysis of Machine Learning Algorithms for Crop Mapping Based on Azersky Satellite Images", - "Article Link": "ICAIAME 2022: 4th International Conference on Artificial Intelligence and Applied Mathematics in Engineering", - "Twitter Handle": "@SonaGuliyeva_15", - "MM Tweet": "Guliyeva 2023", - "Key Words": "Remote Sensing, Deep Learning, Azersky, Crop Map, GEE" - } -] \ No newline at end of file