diff --git a/dependencies.xml b/dependencies.xml index a4b3064790..bce3fa252a 100644 --- a/dependencies.xml +++ b/dependencies.xml @@ -74,7 +74,7 @@ Note all install methods after "main" take 1.2 - + 0.9 diff --git a/doc/user_manual/PostProcessors/SparseSensing.tex b/doc/user_manual/PostProcessors/SparseSensing.tex index 25f2227a85..008a4bf01f 100644 --- a/doc/user_manual/PostProcessors/SparseSensing.tex +++ b/doc/user_manual/PostProcessors/SparseSensing.tex @@ -9,7 +9,9 @@ \subsubsection{SparseSensing} \begin{itemize} \item Manohar, Krithika, et al. ``Data-driven sparse sensor placement for reconstruction: Demonstrating the benefits of exploiting known patterns.'' IEEE Control Systems Magazine 38.3 (2018): 63-86 for more information about the PySensors approach to reconstruction problems and, \item Brunton, Bingni W., et al. ``Sparse sensor placement optimization for classification.'' SIAM Journal on Applied Mathematics 76.5 (2016): 2099-2122 for classification and, - \item de Silva, Brian M., et al. ``PySensors: A Python package for sparse sensor placement.'' arXiv preprint arXiv:2102.13476 (2021) contains a full literature review along with examples and additional tips for using PySensors effectively. + \item de Silva, Brian M., et al. ``PySensors: A Python package for sparse sensor placement.'' arXiv preprint arXiv:2102.13476 (2021) contains a full literature review along with examples and additional tips for using PySensors effectively, + \item Karnik, Niharika, et al. ``Constrained Optimization of Sensor Placement for Nuclear Digital Twins.'' IEEE Sensors Journal Volume: 24 Issues: 9 (2024) for more details about constrained optimization of sensor placement, + \item Karnik, Niharika, et al. ``Leveraging Optimal Sparse Sensor Placement to Aggregate a Network of Digital Twins for Nuclear Subsystems.''Energies, 17(13), 3355. (2024) for more details about constrained optimization of sensor placement with various constraint region shapes. \end{itemize} \ppType{SparseSensing }{SparseSensing} @@ -21,21 +23,44 @@ \subsubsection{SparseSensing} \item \textbf{Classification} is the problem of predicting which category an example belongs to, given a set of training data (e.g. determining whether digital photos are of dogs or cats). \end{itemize} -\nb{Currently, only reconstruction is implemented.} In order to use the \xmlNode{Goal}, the user needs to provide the following subnodes: \begin{itemize} \item \xmlNode{features}, \xmlDesc{comma separated strings, required field}, features/inputs of the data model, i.e., possible sensor locations/IDs - \item \xmlNode{target}, \xmlDesc{comma separated strings, required field}, target of data model, i.e., response of interest sought to be reconstructed. + \item \xmlNode{measuredState}, \xmlDesc{comma separated strings, required field}, state Variable to be measured/sensed \nb{Currently the algorithms can handle a single target}. - \item \xmlNode{basis} , \xmlDesc{string, optional field}, the type of basis onto which the data are projected: \xmlString{Identity}, \xmlString{SVD}, \xmlString{Random}. \default{SVD} + \item \xmlNode{basis}, \xmlDesc{string, optional field}, the type of basis onto which the data are projected: \xmlString{Identity}, \xmlString{SVD}, \xmlString{Random}. \default{SVD} \item \xmlNode{nModes}, \xmlDesc{integer, required field}, the number of modes used to project the data. \item \xmlNode{nSensors}, \xmlDesc{integer, required field}, the number of sensors used - \item \xmlNode{optimizer}, \xmlDesc{string, optional field}, the optimizer used to find the sensors: \xmlString{QR}, for the unconstrained case. + \item \xmlNode{optimizer}, \xmlDesc{string, optional field}, the optimizer used to find the sensors: \xmlString{QR}, for the unconstrained case, and \xmlString{GQR}, for the constrained case. \item \xmlNode{seed}, \xmlDesc{integer, optional field}, the seed that is passed to the pysensors SSPOR fit function. If not specified if there are more sensors chosen then nModes, the sensors chosen will be different with each run. + \item \xmlNode{xValue}, \xmlDesc{string, required field}, variable plotted on the X-axis of the data model + \item \xmlNode{yValue}, \xmlDesc{string, required field}, variable plotted on the Y-axis of the data model + \item \xmlNode{zValue}, \xmlDesc{string, required field}, variable plotted on the Z-axis of the data model + \item \xmlNode{labels}, \xmlDesc{string or float list, required field when goal is classification}, labels/target for the classification case + \item \xmlNode{nConstSensors}, \xmlDesc{integer, required field when optimizer is GQR}, The number of constraint sensors for GQR optimizer + \item \xmlNode{constraintOption}, \xmlDesc{string. required field when optimizer is GQR}, The constraint the user wants to implement (max\_n, exact\_n, predetermined) + \item \xmlNode{ConstrainedRegions}, + \item \xmlNode{type}, \xmlDesc{string, required field when optimizer is GQR}, type of Constrained Region shape the user wants- (Constraint can be a circle, parabola, ellipse, line, rectangle, square or user defined constraint too) + \item \xmlNode{classifier}, \xmlDesc{string, optional field}, The type of classifier used, default='LDA' + \item \xmlNode{centerX}, \xmlDesc{float, required field when optimizer is GQR and ConstrainedRegions type is circle, ellipse}, The x co-ordinate of center of circle, ellipse + \item \xmlNode{centerY}, \xmlDesc{float, required field when optimizer is GQR and ConstrainedRegions type is circle, ellipse}, The y co-ordinate of center of circle, ellipse + \item \xmlNode{radius}, \xmlDesc{float, required field when optimizer is GQR and ConstrainedRegions type is circle, ellipse}, The radius of circle, ellipse + \item \xmlNode{loc}, \xmlDesc{string, optional field}, whether the constraint region is inside or outside the shape defined as constraint + \item \xmlNode{width}, \xmlDesc{float, required field when optimizer is GQR and ConstrainedRegions type is ellipse}, Width of the ellipse + \item \xmlNode{height}, \xmlDesc{float, required field when optimizer is GQR and ConstrainedRegions type is ellipse}, Height of the ellipse + \item \xmlNode{angle}, \xmlDesc{float, required field when optimizer is GQR and ConstrainedRegions type is ellipse}, Angle of rotations of the ellipse + \item \xmlNode{x1}, \xmlDesc{float, required field when optimizer is GQR and ConstrainedRegions type is line}, X co-ordinate of one of the points that defines the line + \item \xmlNode{x2}, \xmlDesc{float, required field when optimizer is GQR and ConstrainedRegions type is line}, X co-ordinate of the other point that defines the line + \item \xmlNode{y1}, \xmlDesc{float, required field when optimizer is GQR and ConstrainedRegions type is line}, Y co-ordinate of one of the points that defines the line + \item \xmlNode{y2}, \xmlDesc{float, required field when optimizer is GQR and ConstrainedRegions type is line}, Y co-ordinate of the other point that defines the line + \item \xmlNode{h}, \xmlDesc{float, required field when optimizer is GQR and ConstrainedRegions type is parabola}, X coordinate of the vertex of the parabola we want to be constrained + \item \xmlNode{k}, \xmlDesc{float, required field when optimizer is GQR and ConstrainedRegions type is parabola}, Y coordinate of the vertex of the parabola we want to be constrained + \item \xmlNode{a}, \xmlDesc{float, required field when optimizer is GQR and ConstrainedRegions type is parabola}, X coordinate of the focus of the parabola + \item \xmlNode{xyCoords}, \xmlDesc{float list, required field when optimizer is GQR and ConstrainedRegions type is polygon}, an array consisting of tuples for (x,y) coordinates of points of the Polygon where N = No. of sides of the polygon \end{itemize} \end{itemize} -\textbf{Example:} +\textbf{Example: Unconstrained sensor placement for reconstruction} \begin{lstlisting}[style=XML] ... @@ -44,7 +69,7 @@ \subsubsection{SparseSensing} X (m),Y (m),Temperature (K) - Temperature (K) + Temperature (K) SVD 4 4 @@ -56,3 +81,56 @@ \subsubsection{SparseSensing} ... \end{lstlisting} + +\textbf{Example: Unconstrained sensor placement for classification} +\begin{lstlisting}[style=XML] + + ... + + ... + + + X (m),Y (m),Temperature (K), label + Temperature (K) + label + SVD + 4 + 4 + LDA + + + ... + + ... + +\end{lstlisting} + +\textbf{Example: Constrained sensor placement for reconstruction with the constrained region being a circle} +\begin{lstlisting}[style=XML] + + ... + + ... + + + X (m),Y (m),Temperature (K) + Temperature (K) + SVD + 4 + 4 + 0 + exact_n + + 0.025 + 0 + in + 0.02 + + GQR + + + ... + + ... + +\end{lstlisting} diff --git a/doc/workshop/SparseSensing/exercises/testSPSLOptiTwist.xml b/doc/workshop/SparseSensing/exercises/testSPSLOptiTwist.xml index 5aaa89211e..1915f2d14b 100644 --- a/doc/workshop/SparseSensing/exercises/testSPSLOptiTwist.xml +++ b/doc/workshop/SparseSensing/exercises/testSPSLOptiTwist.xml @@ -18,20 +18,20 @@ - - + ../../data/Perturbations.csv + ../../data/350_330.csv twistFile - + refDO TwistDO myDO TwistDO - + mySPSL outPP @@ -45,12 +45,12 @@ - - - Temperature (K) + + X (m), Y (m), Temperature (K) + Temperature (K) SVD - - + 4 + 4 QR diff --git a/doc/workshop/SparseSensing/inputs/testSPSLOptiTwist.xml b/doc/workshop/SparseSensing/inputs/testSPSLOptiTwist.xml index 1b7f2d3cfe..4f08ea3913 100644 --- a/doc/workshop/SparseSensing/inputs/testSPSLOptiTwist.xml +++ b/doc/workshop/SparseSensing/inputs/testSPSLOptiTwist.xml @@ -47,7 +47,7 @@ X (m),Y (m),Temperature (K) - Temperature (K) + Temperature (K) SVD 4 4 diff --git a/ravenframework/Models/PostProcessors/SparseSensing.py b/ravenframework/Models/PostProcessors/SparseSensing.py index 9e80b217bc..9cf1c5f72e 100644 --- a/ravenframework/Models/PostProcessors/SparseSensing.py +++ b/ravenframework/Models/PostProcessors/SparseSensing.py @@ -17,6 +17,7 @@ Niharika Karnik (@nkarnik) ''' import pysensors as ps +import pandas as pd import numpy as np import xarray as xr @@ -25,11 +26,12 @@ class SparseSensing(PostProcessorReadyInterface): """ - This Postprocessor class finds the optimal locations of sparse sensors for both classification and reconstruction problems. + This Postprocessor class finds the optimal locations of sparse sensors for both classification and reconstruction problems in the presence of constrained locations for sensing. The implemention utilizes the opensource library pysensors and is based on following publications: - Brunton, Bingni W., et al. "Sparse sensor placement optimization for classification." SIAM Journal on Applied Mathematics 76.5 (2016): 2099-2122. - Manohar, Krithika, et al. "Data-driven sparse sensor placement for reconstruction: Demonstrating the benefits of exploiting known patterns." IEEE Control Systems Magazine 38.3 (2018): 63-86. - de Silva, Brian M., et al. "PySensors: A Python package for sparse sensor placement." arXiv preprint arXiv:2102.13476 (2021). + - Karnik, Niharika, et al. " Constrained optimization of sensor placement for nuclear digital twins." IEEE Sensors Journal (2024). """ goalsDict = {'reconstruction':r"""Sparse sensor placement Optimization for Reconstruction (SSPOR)""", 'classification':r"""Sparse sensor placement Optimization for Classification (SSPOC)"""} @@ -52,10 +54,26 @@ class cls. printPriority=108, descr=r"""Features/inputs of the data model""") goal.addSub(features) - target = InputData.parameterInputFactory("target", contentType=InputTypes.StringType, + xValue = InputData.parameterInputFactory("xValue", contentType=InputTypes.StringListType, printPriority=108, - descr=r"""target of data model""") - goal.addSub(target) + descr=r"""Variable plotted on the X-axis of the data model""") + goal.addSub(xValue) + yValue = InputData.parameterInputFactory("yValue", contentType=InputTypes.StringListType, + printPriority=108, + descr=r"""Variable plotted on the Y-axis of the data model""") + goal.addSub(yValue) + zValue = InputData.parameterInputFactory("yValue", contentType=InputTypes.StringListType, + printPriority=108, + descr=r"""Variable plotted on the Z-axis of the data model""") + goal.addSub(zValue) + measuredState = InputData.parameterInputFactory("measuredState", contentType=InputTypes.StringType, + printPriority=108, + descr=r"""State Variable to be measured/sensed""") + goal.addSub(measuredState) + labels = InputData.parameterInputFactory("labels", contentType=InputTypes.StringType, + printPriority=108, + descr=r"""labels/target for the classification case""") + goal.addSub(labels) basis = InputData.parameterInputFactory("basis", contentType=InputTypes.makeEnumType("basis","basis Type",['Identity','SVD','RandomProjetion']), printPriority=108, descr=r"""The type of basis onto which the data are projected""", default='SVD') @@ -68,15 +86,96 @@ class cls. printPriority=108, descr=r"""The number of sensors used""") goal.addSub(nSensors) - optimizer = InputData.parameterInputFactory("optimizer", contentType=InputTypes.makeEnumType("optimizer","optimizer type",['QR']), + nConstSensors = InputData.parameterInputFactory("nConstSensors", contentType=InputTypes.IntegerType, + printPriority=108, + descr=r"""The number of constraint sensors for GQR optimizer""") + goal.addSub(nConstSensors) + constraintOption = InputData.parameterInputFactory("constraintOption", contentType=InputTypes.makeEnumType("Constraint","ConstraintOption",["max_n","exact_n","predetermined"]), + printPriority=108, + descr=r"""The constraint the user wants to implement (max_n, exact_n, predetermined)""") + goal.addSub(constraintOption) + optimizer = InputData.parameterInputFactory("optimizer", contentType=InputTypes.makeEnumType("optimizer","optimizer type",['QR', 'GQR']), printPriority=108, descr=r"""The type of optimizer used""",default='QR') goal.addSub(optimizer) + classifier = InputData.parameterInputFactory("classifier", contentType=InputTypes.makeEnumType("classifier","classifier type",['LDA']), + printPriority=108, + descr=r"""The type of classifier used""",default='LDA') + goal.addSub(classifier) seed = InputData.parameterInputFactory("seed", contentType=InputTypes.IntegerType, printPriority=108, descr=r"""The integer seed use for sensor placement random number seed""") goal.addSub(seed) - inputSpecification.addSub(goal) + ConstrainedRegions = InputData.parameterInputFactory("ConstrainedRegions", contentType=InputTypes.StringType, + printPriority=108, + descr=r"""The shape of region we want to constrain""") + goal.addSub(ConstrainedRegions) + ConstrainedRegions.addParam("type", InputTypes.makeEnumType("Constraint","ConstraintType",['Circle','Ellipse','Line','Polygon','Parabola']), True, + descr="type of Constrained Region shape the user wants- (Constraint can be a circle, parabola, ellipse, line, rectangle, square or user defined constraint too)") + centerX = InputData.parameterInputFactory("centerX", contentType=InputTypes.FloatType, + printPriority=108, + descr=r"""The x co-ordinate of center of circle,ellipse""") + ConstrainedRegions.addSub(centerX) + centerY = InputData.parameterInputFactory("centerY", contentType=InputTypes.FloatType, + printPriority=108, + descr=r"""The y co-ordinate of center of circle,ellipse""") + ConstrainedRegions.addSub(centerY) + radius = InputData.parameterInputFactory("radius", contentType=InputTypes.FloatType, + printPriority=108, + descr=r"""The radius of circle,ellipse""") + ConstrainedRegions.addSub(radius) + loc = InputData.parameterInputFactory("loc", contentType=InputTypes.makeEnumType("Constraint","Constraint Locations",['in','out']), + printPriority=108, + descr=r"""Whether the constraint region is inside or outside the shape defined as constraint""") + ConstrainedRegions.addSub(loc) + width = InputData.parameterInputFactory("width", contentType=InputTypes.FloatType, + printPriority=108, + descr=r"""Width of the ellipse""") + ConstrainedRegions.addSub(width) + height = InputData.parameterInputFactory("height", contentType=InputTypes.FloatType, + printPriority=108, + descr=r"""Height of the ellipse""") + ConstrainedRegions.addSub(height) + angle = InputData.parameterInputFactory("angle", contentType=InputTypes.FloatType, + printPriority=108, + descr=r"""Angle of rotation of the ellipse""") + ConstrainedRegions.addSub(angle) + x1 = InputData.parameterInputFactory("x1", contentType=InputTypes.FloatType, + printPriority=108, + descr=r"""X co-ordinate of one of the points that defines the line""") + ConstrainedRegions.addSub(x1) + x2 = InputData.parameterInputFactory("x2", contentType=InputTypes.FloatType, + printPriority=108, + descr=r"""X co-ordinate of the other point that defines the line""") + ConstrainedRegions.addSub(x2) + y1 = InputData.parameterInputFactory("y1", contentType=InputTypes.FloatType, + printPriority=108, + descr=r"""Y co-ordinate of one of the points that defines the line""") + ConstrainedRegions.addSub(y1) + y2 = InputData.parameterInputFactory("y2", contentType=InputTypes.FloatType, + printPriority=108, + descr=r"""Y co-ordinate of the other point that defines the line""") + ConstrainedRegions.addSub(y2) + h = InputData.parameterInputFactory("h", contentType=InputTypes.FloatType, + printPriority=108, + descr=r"""X coordinate of the vertex of the parabola we want to be constrained""") + ConstrainedRegions.addSub(h) + k = InputData.parameterInputFactory("k", contentType=InputTypes.FloatType, + printPriority=108, + descr=r""" Y coordinate of the vertex of the parabola we want to be constrained""") + ConstrainedRegions.addSub(k) + a = InputData.parameterInputFactory("a", contentType=InputTypes.FloatType, + printPriority=108, + descr=r"""X coordinate of the focus of the parabola""") + ConstrainedRegions.addSub(a) + xCoords = InputData.parameterInputFactory("xCoords", contentType=InputTypes.FloatListType, + printPriority=108, + descr=r"""an array consisting of x coordinates of points of the Polygon where N = No. of sides of the polygon""") + ConstrainedRegions.addSub(xCoords) + yCoords = InputData.parameterInputFactory("yCoords", contentType=InputTypes.FloatListType, + printPriority=108, + descr=r"""an array consisting of y coordinates of points of the Polygon where N = No. of sides of the polygon""") + ConstrainedRegions.addSub(yCoords) return inputSpecification def __init__(self): @@ -93,12 +192,33 @@ def __init__(self): self.validDataType = ['PointSet','HistorySet','DataSet'] # FIXME: Should remove the unsupported ones self.sparseSensingGoal = None # The goal of the sensor selection. i.e., reconstruction or classification self.nSensors = None # The number of the sensors required by the user. + self.nConstSensors = None # The number of sensors in the constrained region + self.constraintOption = None # The constraint name that the user wants to implement. + self.ConstrainedRegions = None # The shape of region we want to constrain self.nModes = None # The number of modes/basis used to truncate the singular value decomposition self.basis = None # The types of basis used in the projection. i.e., SVD, Identity, or Random Projection self.sensingFeatures = None # The variable representing the features of the data i.e., X, Y, SensorID, etc. - self.sensingTarget = None # The Response of interest to be reconstructed (or classify) - self.optimizer = None # The Optimizer type using in the Sparse sensing selection (default: QR) + self.sensingStateVariable = None # The variable representing the state + self.sensingLabels = None # The Response of interest to be reconstructed (or classify) + self.optimizer = None # The Optimizer type used in the Sparse sensing selection (default: QR) + self.classifier = None # The classifier type used in the Sparse sensing selection (default: LinearDiscriminantAnalysis) self.sampleTag = 'RAVEN_sample_ID' # The sample tag + self.centerX = None # The x co-ordinate of center of circle,ellipse + self.centerY = None # The y co-ordinate of center of circle,ellipse + self.radius = None # The radius of circle,ellipse + self.loc = None # Whether the constraint region is inside or outside the shape defined as constraint + self.width = None # Width of the ellipse + self.height = None # Height of the ellipse + self.angle = None # Angle of rotation of the ellipse + self.x1 = None # X co-ordinate of one of the points that defines the line + self.x2 = None # X co-ordinate of the other point that defines the line + self.y1 = None # Y co-ordinate of one of the points that defines the line + self.y2 = None # Y co-ordinate of the other point that defines the line + self.h = None # X coordinate of the vertex of the parabola we want to be constrained + self.k = None # Y coordinate of the vertex of the parabola we want to be constrained + self.a = None # X coordinate of the focus of the parabola + self.xCoords = None # an array consisting of x coordinates of points of the Polygon where N = No. of sides of the polygon + self.yCoords = None # an array consisting of y coordinates of points of the Polygon where N = No. of sides of the polygon def initialize(self, runInfo, inputs, initDict=None): """ @@ -118,22 +238,71 @@ def _handleInput(self, paramInput): @ In, paramInput, ParameterInput, the already parsed input. @ Out, None """ - self.name = paramInput.parameterValues['name'] + self.name = paramInput.parameterValues['name']## Figure out field, data, X,Y from features etc.. for child in paramInput.subparts: self.sparseSensingGoal = child.parameterValues['subType'] self.nSensors = child.findFirst('nSensors').value self.nModes = child.findFirst('nModes').value self.basis = child.findFirst('basis').value self.sensingFeatures = child.findFirst('features').value - self.sensingTarget = child.findFirst('target').value - self.optimizer = child.findFirst('optimizer').value + self.sensingStateVariable = child.findFirst('measuredState').value## This is Field + if self.sparseSensingGoal == 'classification': + self.sensingLabels = child.findFirst('labels').value + self.ConstrainedRegions = child.findFirst('ConstrainedRegions') + if self.ConstrainedRegions is not None: + self._ConstrainedRegionsType = self.ConstrainedRegions.parameterValues['type'] + if self._ConstrainedRegionsType == 'Circle': + self.centerX = self.ConstrainedRegions.findFirst('centerX').value + self.centerY = self.ConstrainedRegions.findFirst('centerY').value + self.radius = self.ConstrainedRegions.findFirst('radius').value + self.loc = self.ConstrainedRegions.findFirst('loc').value + elif self._ConstrainedRegionsType == 'Ellipse': + self.centerX = self.ConstrainedRegions.findFirst('centerX').value + self.centerY = self.ConstrainedRegions.findFirst('centerY').value + self.width = self.ConstrainedRegions.findFirst('width').value + self.height = self.ConstrainedRegions.findFirst('height').value + self.angle = self.ConstrainedRegions.findFirst('angle').value + self.loc = self.ConstrainedRegions.findFirst('loc').value + elif self._ConstrainedRegionsType == 'Line': + self.x1 = self.ConstrainedRegions.findFirst('x1').value + self.x2 = self.ConstrainedRegions.findFirst('x2').value + self.y1 = self.ConstrainedRegions.findFirst('y1').value + self.y2 = self.ConstrainedRegions.findFirst('y2').value + elif self._ConstrainedRegionsType == 'Parabola': + self.h = self.ConstrainedRegions.findFirst('h').value + self.k = self.ConstrainedRegions.findFirst('k').value + self.a = self.ConstrainedRegions.findFirst('a').value + self.loc = self.ConstrainedRegions.findFirst('loc').value + elif self._ConstrainedRegionsType == 'Polygon': + self.loc = self.ConstrainedRegions.findFirst('loc').value + self.xCoords = self.ConstrainedRegions.findFirst('xCoords').value + self.yCoords = self.ConstrainedRegions.findFirst('yCoords').value + # elif self._ConstrainedRregionType.lower() == 'UserDefinedConstraint' + else: + self.ConstrainedRegions = None + self._ConstrainedRegionsType = None + + if child.findFirst('optimizer') is not None: + self.optimizer = child.findFirst('optimizer').value + if self.optimizer == 'GQR': + self.nConstSensors = child.findFirst('nConstSensors').value + self.constraintOption = child.findFirst('constraintOption').value + else: + self.optimizer = None + if child.findFirst('classifier') is not None: + self.classifier = child.findFirst('classifier').value + else: + self.classifier = None if child.findFirst('seed') is not None: self.seed = child.findFirst('seed').value else: self.seed = None if child.parameterValues['subType'] not in self.goalsDict.keys(): self.raiseAnError(IOError, '{} is not a recognized option, allowed options are {}'.format(child.getName(),self.goalsDict.keys())) - _, notFound = paramInput.subparts[0].findNodesAndExtractValues(['nModes','nSensors','features','target']) + if self.sparseSensingGoal == 'classification': + _, notFound = paramInput.subparts[0].findNodesAndExtractValues(['nModes','nSensors','features','measuredState','labels']) + else: + _, notFound = paramInput.subparts[0].findNodesAndExtractValues(['nModes','nSensors','features','measuredState']) # notFound must be empty assert not notFound, "Unexpected nodes in _handleInput" @@ -145,7 +314,6 @@ def run(self,inputIn): @ Out, outputDic, dict, dictionary which contains the data to be collected by output DataObject """ _, _, inputDS = inputIn['Data'][0] - ## identify features self.features = self.sensingFeatures # don't keep the pivot parameter in the feature space @@ -159,25 +327,71 @@ def run(self,inputIn): basis=ps.basis.RandomProjection(n_basis_modes=self.nModes) else: self.raiseAnError(IOError, 'basis are not recognized') - - if self.optimizer.lower() == 'qr': - optimizer = ps.optimizers.QR() - else: - self.raiseAnError(IOError, 'optimizer {} not implemented!!!'.format(self.optimizer)) - - model = ps.SSPOR(basis=basis,n_sensors = self.nSensors,optimizer = optimizer) - features = {} for var in self.sensingFeatures: features[var] = np.atleast_1d(inputDS[var].data) nSamples,nfeatures = np.shape(features[self.sensingFeatures[0]]) - data = inputDS[self.sensingTarget].data - ## TODO: add some assertions to check the shape of the data matrix in case of steady state and time-dependent data + dataframe = inputDS.to_dataframe() + dataframe = dataframe.loc[0] + dataframe = dataframe.reset_index() + dataframe = dataframe.drop('index', axis=1) + data = inputDS[self.sensingStateVariable].data assert np.shape(data) == (nSamples,nfeatures) - if self.seed is not None: - model.fit(data, seed=self.seed) + allSensors = np.array(range(0, data.shape[1]))## Data must be [n_samples, n_features] + if self.sparseSensingGoal == 'reconstruction': + if self.optimizer == 'GQR': + if self._ConstrainedRegionsType == 'Circle':### As of now : Y_axis = self.sensingFeatures[1] , X_axis = self.sensingFeatures[0] as of now dependent on order of input from the user (Can be better/need to fix) + circle = ps.utils._constraints.Circle(center_x = self.centerX, center_y = self.centerY, radius = self.radius, loc = self.loc, data = dataframe, Y_axis = self.sensingFeatures[1] , X_axis = self.sensingFeatures[0] , Field = self.sensingStateVariable) + idxConstrained, rank = circle.get_constraint_indices(all_sensors = allSensors, info=dataframe) + elif self._ConstrainedRegionsType == 'Ellipse': + ellipse = ps.utils._constraints.Ellipse(center_x = self.centerX, center_y = self.centerY, width = self.width, height = self.height, angle = self.angle, loc = self.loc, half_horizontal_axis = self.width / 2, half_vertical_axis = self.height / 2, data = dataframe, Y_axis = self.sensingFeatures[1] , X_axis = self.sensingFeatures[0] , Field = self.sensingStateVariable) + idxConstrained, rank = ellipse.get_constraint_indices(all_sensors = allSensors, info=dataframe) + elif self._ConstrainedRegionsType == 'Line': + line = ps.utils._constraints.Line( x1 = self.x1, x2 = self.x2, y1 = self.y1, y2 = self.y2, data = dataframe, Y_axis = self.sensingFeatures[1] , X_axis = self.sensingFeatures[0] , Field = self.sensingStateVariable) + idxConstrained, rank = line.get_constraint_indices(all_sensors = allSensors, info=dataframe) + elif self._ConstrainedRegionsType == 'Parabola': + parabola = ps.utils._constraints.Parabola( h = self.h, k = self.k, a = self.a , loc = self.loc , data = dataframe, Y_axis = self.sensingFeatures[1] , X_axis = self.sensingFeatures[0] , Field = self.sensingStateVariable) + idxConstrained, rank = parabola.get_constraint_indices(all_sensors = allSensors, info=dataframe) + elif self._ConstrainedRegionsType == 'Polygon': + xyTuple = [(self.xCoords[i], self.yCoords[i]) for i in range(0, len(self.xCoords))] + print(xyTuple) + polygon = ps.utils._constraints.Polygon( xy_coords = xyTuple, data = dataframe, Y_axis = self.sensingFeatures[1] , X_axis = self.sensingFeatures[0] , Field = self.sensingStateVariable) + idxConstrained, rank = polygon.get_constraint_indices(all_sensors = allSensors, info=dataframe) + else: + self.raiseAnError(IOError, 'Shape is not recognized!. Currently, only Circle, Line, Polygon, Parabola, Ellipse constraint regions are implemented') + # reconstruction, binary classification, multiclass classification or anomaly detection + optimizer_kwargs = {'idx_constrained': idxConstrained, 'n_sensors': self.nSensors, 'n_const_sensors': self.nConstSensors,'all_sensors': allSensors, 'constraint_option': self.constraintOption} + optimizer = ps.optimizers.GQR() + model = ps.SSPOR(basis = basis, optimizer = optimizer, n_sensors = self.nSensors) + if self.seed is not None: + model.fit(data, seed=self.seed, **optimizer_kwargs) + else: + model.fit(data, **optimizer_kwargs) + + elif self.optimizer == 'QR': + optimizer = ps.optimizers.QR() + model = ps.SSPOR(basis=basis, n_sensors=self.nSensors, optimizer=optimizer) + if self.seed is not None: + model.fit(data, seed=self.seed) + else: + model.fit(data) + + else: + self.raiseAnError(IOError, 'optimizer {} not implemented!!!'.format(self.optimizer)) + + elif self.sparseSensingGoal == 'classification': + labels = inputDS[self.sensingLabels].data[:,0] + if self.classifier == None or self.classifier.lower() == 'lda': + classifier = ps.classification._sspoc.LinearDiscriminantAnalysis() + model = ps.SSPOC(basis=basis, n_sensors=self.nSensors, classifier=classifier) + model.fit(data,y=labels) + else: + self.raiseAnError(IOError, 'classifier is not recognized!. Currently, only LDA classifier is implemented') + else: - model.fit(data) + self.raiseAnError(IOError, 'Goal is not recognized!. Currently, only regression and classification are the accepted goals') + + selectedSensors = model.get_selected_sensors() coords = {'sensor':np.arange(1,len(selectedSensors)+1)} @@ -189,4 +403,4 @@ def run(self,inputIn): # you have to manually add RAVEN_sample_ID to the dims if you are using xarrays outDS = outDS.expand_dims(self.sampleTag) outDS[self.sampleTag] = [0] - return outDS + return outDS \ No newline at end of file diff --git a/tests/framework/PostProcessors/SparseSensing/classificationOptiTwist/350_240.csv b/tests/framework/PostProcessors/SparseSensing/classificationOptiTwist/350_240.csv new file mode 100644 index 0000000000..964e1ffb4f --- /dev/null +++ b/tests/framework/PostProcessors/SparseSensing/classificationOptiTwist/350_240.csv @@ -0,0 +1,4052 @@ +index,Temperature (K),Velocity[i] (m/s),Velocity[j] (m/s),X (m),Y (m),Z (m),label +9,244.1250798,1.79769313486232e+308,1.79769313486232e+308,0.002534678,-0.017983154,0,<300 K 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a/tests/framework/PostProcessors/SparseSensing/classificationOptiTwist/350_270.csv b/tests/framework/PostProcessors/SparseSensing/classificationOptiTwist/350_270.csv new file mode 100644 index 0000000000..52788d3bd3 --- /dev/null +++ b/tests/framework/PostProcessors/SparseSensing/classificationOptiTwist/350_270.csv @@ -0,0 +1,4052 @@ +index,Temperature (K),Velocity[i] (m/s),Velocity[j] (m/s),X (m),Y (m),Z (m),label +9,277.8378999,1.79769313486232e+308,1.79769313486232e+308,0.002534678,-0.017983154,0,<300 K +19,277.8659249,1.79769313486232e+308,1.79769313486232e+308,0.002334171,-0.018420745,0,<300 K +29,277.9655517,1.79769313486232e+308,1.79769313486232e+308,0.00015679,-0.017797992,0,<300 K +39,277.8309539,1.79769313486232e+308,1.79769313486232e+308,0.002860996,-0.019579793,0,<300 K +49,277.9328102,1.79769313486232e+308,1.79769313486232e+308,0.001697573,-0.019189281,0,<300 K +59,278.0097448,1.79769313486232e+308,1.79769313486232e+308,0.000142162,-0.020226706,0,<300 K 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b/tests/framework/PostProcessors/SparseSensing/classificationOptiTwist/350_300.csv @@ -0,0 +1,4052 @@ +index,Temperature (K),Velocity[i] (m/s),Velocity[j] (m/s),X (m),Y (m),Z (m),label +9,305.2897606,1.79769313486232e+308,1.79769313486232e+308,0.002534678,-0.017983154,0,>=300 K +19,305.3046165,1.79769313486232e+308,1.79769313486232e+308,0.002334171,-0.018420745,0,>=300 K +29,305.4238551,1.79769313486232e+308,1.79769313486232e+308,0.00015679,-0.017797992,0,>=300 K +39,305.2341767,1.79769313486232e+308,1.79769313486232e+308,0.002860996,-0.019579793,0,>=300 K +49,305.348673,1.79769313486232e+308,1.79769313486232e+308,0.001697573,-0.019189281,0,>=300 K +59,305.3950518,1.79769313486232e+308,1.79769313486232e+308,0.000142162,-0.020226706,0,>=300 K +69,305.2777483,1.79769313486232e+308,1.79769313486232e+308,0.002402177,-0.02008437,0,>=300 K +79,305.3470104,1.79769313486232e+308,1.79769313486232e+308,0.001456671,-0.020642142,0,>=300 K 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a/tests/framework/PostProcessors/SparseSensing/classificationOptiTwist/350_330.csv b/tests/framework/PostProcessors/SparseSensing/classificationOptiTwist/350_330.csv new file mode 100644 index 0000000000..bd45522d88 --- /dev/null +++ b/tests/framework/PostProcessors/SparseSensing/classificationOptiTwist/350_330.csv @@ -0,0 +1,4052 @@ +index,Temperature (K),Velocity[i] (m/s),Velocity[j] (m/s),X (m),Y (m),Z (m),label +9,334.7305672,1.79769313486232e+308,1.79769313486232e+308,0.002534678,-0.017983154,0,>=300 K +19,334.7461813,1.79769313486232e+308,1.79769313486232e+308,0.002334171,-0.018420745,0,>=300 K +29,334.8646317,1.79769313486232e+308,1.79769313486232e+308,0.00015679,-0.017797992,0,>=300 K +39,334.677631,1.79769313486232e+308,1.79769313486232e+308,0.002860996,-0.019579793,0,>=300 K +49,334.7916331,1.79769313486232e+308,1.79769313486232e+308,0.001697573,-0.019189281,0,>=300 K +59,334.8399042,1.79769313486232e+308,1.79769313486232e+308,0.000142162,-0.020226706,0,>=300 K 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+40469,330,1.79769313486232e+308,1.79769313486232e+308,0.04445,-0.13821747,0 +40479,330,1.79769313486232e+308,1.79769313486232e+308,0.04445,-0.165639291,0 +40489,330,1.79769313486232e+308,1.79769313486232e+308,0.04445,-0.193061108,0 +40499,330,1.79769313486232e+308,1.79769313486232e+308,0.04445,-0.220540101,0 +40509,330,1.79769313486232e+308,1.79769313486232e+308,0.04445,-0.247961923,0 diff --git a/tests/framework/PostProcessors/SparseSensing/reconstructionOptiTwistConstraintsPolygon/Perturbations2.csv b/tests/framework/PostProcessors/SparseSensing/reconstructionOptiTwistConstraintsPolygon/Perturbations2.csv new file mode 100644 index 0000000000..fa17cc7ffb --- /dev/null +++ b/tests/framework/PostProcessors/SparseSensing/reconstructionOptiTwistConstraintsPolygon/Perturbations2.csv @@ -0,0 +1,5 @@ +Power (W),BCTemperature (K),filename +350,240,350_240.csv +350,270,350_270.csv +350,300,350_300.csv +350,330,350_330.csv \ No newline at end of file diff --git a/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwist.xml b/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwist.xml index b598085f2c..de9253a3ad 100644 --- a/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwist.xml +++ b/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwist.xml @@ -37,7 +37,7 @@ outPP myDO - TwistDO + TwistDO outPP mySensorPlot mySensorPlot3D @@ -48,7 +48,7 @@ X (m),Y (m),Temperature (K) - Temperature (K) + Temperature (K) SVD 4 4 @@ -59,11 +59,11 @@ - X (m),Temperature (K),Y (m) + X (m), Temperature (K),Y (m) Power (W), BCTemperature (K) - X (m),Temperature (K),Y (m) + X (m), Temperature (K), Y (m) index @@ -71,7 +71,7 @@ InputPlaceHolder Temperature (K), X (m), Y (m) - X (m),Y (m),Temperature (K) + X (m), Y (m), Temperature (K) diff --git a/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistClassification.xml b/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistClassification.xml new file mode 100644 index 0000000000..77d7a0bc93 --- /dev/null +++ b/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistClassification.xml @@ -0,0 +1,129 @@ + + + + tests/framework/Postprocessors/SparseSensing + Mohammad Abdo (@Jimmy-INL) + 2023-11-04 + Models.Postprocessors.SparseSensing + This test aims to check the ability of the Sparse Sensing Postprocessor + to locate and plot the selected sensors to reconstruct the temperature field of the OPTI-TWIST prototype + when perturbing the heater power. + + + + + classificationOptiTwist + LoadCSV, mySPpp, print + 1 + + + + ./Perturbations2.csv + ./350_330.csv + + + + + twistFile + refDO + TwistDO + myDO + + + TwistDO + mySPSL + outPP + + + outPP + myDO + TwistDO + outPP + mySensorPlot + mySensorPlot3D + + + + + + + X (m),Y (m),Temperature (K), label + Temperature (K) + label + SVD + 4 + 4 + LDA + + + + + + + X (m),Temperature (K),Y (m), label + + + Power (W), BCTemperature (K) + X (m),Temperature (K),Y (m), label + + index + + + + InputPlaceHolder + Temperature (K), X (m), Y (m), label + X (m),Y (m),Temperature (K), label + + + + + + csv + outPP + output + + + + + scatter + myDO|Output|X (m) + myDO|Output|Y (m) + coolwarm + myDO|Output|Temperature (K) + + + scatter + outPP|Output|X (m) + outPP|Output|Y (m) + black + x + + x + y + + + png + + + + + + + scatter + TwistDO|Output|X (m) + TwistDO|Output|Y (m) + TwistDO|Output|Temperature (K) + coolwarm + TwistDO|Output|Temperature (K) + + x + y + temperature (K) + + + png + + + + + diff --git a/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraints.xml b/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraints.xml new file mode 100644 index 0000000000..a7a0d57640 --- /dev/null +++ b/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraints.xml @@ -0,0 +1,136 @@ + + + + tests/framework/Postprocessors/SparseSensing + Niharika Karnik (@niharika2999), Mohammad Abdo (@Jimmy-INL) + 2024-04-01 + Models.Postprocessors.SparseSensing + This test aims to check the ability of the Sparse Sensing Postprocessor + to locate and plot the selected sensors to reconstruct the temperature field of the OPTI-TWIST prototype + when perturbing the heater power in the presence of constraints. We assume the region near the heater to have very limited sensing capability and thus accomodate no sensors. + + + + + reconstructionConstraintsOptiTwist + LoadCSV, mySPpp, print + 1 + + + + ./Perturbations2.csv + ./350_330.csv + + + + + twistFile + refDO + TwistDO + myDO + + + TwistDO + mySPSL + outPP + + + outPP + myDO + TwistDO + outPP + mySensorPlot + mySensorPlot3D + + + + + + + X (m),Y (m),Temperature (K) ### Try removing features, get X, Y from user + Temperature (K) + SVD + 4 + 4 + 0 + "exact_n" + + #center coordinates instead (x,y) (r, \theta) + + 'in' + + + GQR + + + + + + + X (m), Temperature (K),Y (m) + + + Power (W), BCTemperature (K) + X (m), Temperature (K), Y (m) + + index + + + + InputPlaceHolder + Temperature (K), X (m), Y (m) + X (m), Y (m), Temperature (K) + + + + + + csv + outPP + output + + + + + scatter + myDO|Output|X (m) + myDO|Output|Y (m) + coolwarm + myDO|Output|Temperature (K) + + + scatter + outPP|Output|X (m) + outPP|Output|Y (m) + black + x + + x + y + + + png + + + + + + + scatter + TwistDO|Output|X (m) + TwistDO|Output|Y (m) + TwistDO|Output|Temperature (K) + coolwarm + TwistDO|Output|Temperature (K) + + x + y + temperature (K) + + + png + + + + + diff --git a/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraintsCircle.xml b/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraintsCircle.xml new file mode 100644 index 0000000000..8e0ca015b9 --- /dev/null +++ b/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraintsCircle.xml @@ -0,0 +1,136 @@ + + + + tests/framework/Postprocessors/SparseSensing + Niharika Karnik (@niharika2999), Mohammad Abdo (@Jimmy-INL) + 2024-04-01 + Models.Postprocessors.SparseSensing + This test aims to check the ability of the Sparse Sensing Postprocessor + to locate and plot the selected sensors to reconstruct the temperature field of the OPTI-TWIST prototype + when perturbing the heater power in the presence of constraints. We assume a circular region which can accomodate just 1 sensor. + + + + + reconstructionOptiTwistConstraintsCircle + LoadCSV, mySPpp, print + 1 + + + + ./Perturbations2.csv + ./350_330.csv + + + + + twistFile + refDO + TwistDO + myDO + + + TwistDO + mySPSL + outPP + + + outPP + myDO + TwistDO + outPP + mySensorPlot + mySensorPlot3D + + + + + + + X (m),Y (m),Temperature (K) + Temperature (K) + SVD + 4 + 4 + 1 + exact_n + + 0.025 + 0 + in + 0.02 + + GQR + + + + + + + X (m), Temperature (K),Y (m) + + + Power (W), BCTemperature (K) + X (m), Temperature (K), Y (m) + + index + + + + InputPlaceHolder + Temperature (K), X (m), Y (m) + X (m), Y (m), Temperature (K) + + + + + + csv + outPP + output + + + + + scatter + myDO|Output|X (m) + myDO|Output|Y (m) + coolwarm + myDO|Output|Temperature (K) + + + scatter + outPP|Output|X (m) + outPP|Output|Y (m) + black + x + + x + y + + + png + + + + + + + scatter + TwistDO|Output|X (m) + TwistDO|Output|Y (m) + TwistDO|Output|Temperature (K) + coolwarm + TwistDO|Output|Temperature (K) + + x + y + temperature (K) + + + png + + + + + diff --git a/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraintsEllipse.xml b/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraintsEllipse.xml new file mode 100644 index 0000000000..959ea33466 --- /dev/null +++ b/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraintsEllipse.xml @@ -0,0 +1,138 @@ + + + + tests/framework/Postprocessors/SparseSensing + Niharika Karnik (@niharika2999), Mohammad Abdo (@Jimmy-INL) + 2024-04-01 + Models.Postprocessors.SparseSensing + This test aims to check the ability of the Sparse Sensing Postprocessor + to locate and plot the selected sensors to reconstruct the temperature field of the OPTI-TWIST prototype + when perturbing the heater power in the presence of constraints. We assume an ellipse as a constrained region which can accomodate just 1 sensor. + + + + + reconstructionOptiTwistConstraintsEllipse + LoadCSV, mySPpp, print + 1 + + + + ./Perturbations2.csv + ./350_330.csv + + + + + twistFile + refDO + TwistDO + myDO + + + TwistDO + mySPSL + outPP + + + outPP + myDO + TwistDO + outPP + mySensorPlot + mySensorPlot3D + + + + + + + X (m),Y (m),Temperature (K) + Temperature (K) + SVD + 4 + 4 + 1 + exact_n + + 0.025 + 0 + in + 0.02 + 0.01 + 10 + + GQR + + + + + + + X (m), Temperature (K),Y (m) + + + Power (W), BCTemperature (K) + X (m), Temperature (K), Y (m) + + index + + + + InputPlaceHolder + Temperature (K), X (m), Y (m) + X (m), Y (m), Temperature (K) + + + + + + csv + outPP + output + + + + + scatter + myDO|Output|X (m) + myDO|Output|Y (m) + coolwarm + myDO|Output|Temperature (K) + + + scatter + outPP|Output|X (m) + outPP|Output|Y (m) + black + x + + x + y + + + png + + + + + + + scatter + TwistDO|Output|X (m) + TwistDO|Output|Y (m) + TwistDO|Output|Temperature (K) + coolwarm + TwistDO|Output|Temperature (K) + + x + y + temperature (K) + + + png + + + + + diff --git a/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraintsLine.xml b/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraintsLine.xml new file mode 100644 index 0000000000..b10b86baf4 --- /dev/null +++ b/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraintsLine.xml @@ -0,0 +1,137 @@ + + + + tests/framework/Postprocessors/SparseSensing + Niharika Karnik (@niharika2999), Mohammad Abdo (@Jimmy-INL) + 2024-04-01 + Models.Postprocessors.SparseSensing + This test aims to check the ability of the Sparse Sensing Postprocessor + to locate and plot the selected sensors to reconstruct the temperature field of the OPTI-TWIST prototype + when perturbing the heater power in the presence of constraints. We assume a constrained region divided with the help of a line + which can accomodate just 1 sensor. + + + + + reconstructionOptiTwistConstraintsLine + LoadCSV, mySPpp, print + 1 + + + + ./Perturbations2.csv + ./350_330.csv + + + + + twistFile + refDO + TwistDO + myDO + + + TwistDO + mySPSL + outPP + + + outPP + myDO + TwistDO + outPP + mySensorPlot + mySensorPlot3D + + + + + + + X (m),Y (m),Temperature (K) + Temperature (K) + SVD + 4 + 4 + 1 + exact_n + + 0 + 0.05 + 0.2 + 0.2 + + GQR + + + + + + + X (m), Temperature (K),Y (m) + + + Power (W), BCTemperature (K) + X (m), Temperature (K), Y (m) + + index + + + + InputPlaceHolder + Temperature (K), X (m), Y (m) + X (m), Y (m), Temperature (K) + + + + + + csv + outPP + output + + + + + scatter + myDO|Output|X (m) + myDO|Output|Y (m) + coolwarm + myDO|Output|Temperature (K) + + + scatter + outPP|Output|X (m) + outPP|Output|Y (m) + black + x + + x + y + + + png + + + + + + + scatter + TwistDO|Output|X (m) + TwistDO|Output|Y (m) + TwistDO|Output|Temperature (K) + coolwarm + TwistDO|Output|Temperature (K) + + x + y + temperature (K) + + + png + + + + + diff --git a/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraintsParabola.xml b/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraintsParabola.xml new file mode 100644 index 0000000000..0fe2865643 --- /dev/null +++ b/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraintsParabola.xml @@ -0,0 +1,137 @@ + + + + tests/framework/Postprocessors/SparseSensing + Niharika Karnik (@niharika2999), Mohammad Abdo (@Jimmy-INL) + 2024-04-01 + Models.Postprocessors.SparseSensing + This test aims to check the ability of the Sparse Sensing Postprocessor + to locate and plot the selected sensors to reconstruct the temperature field of the OPTI-TWIST prototype + when perturbing the heater power in the presence of constraints. We assume a constrained region in the shape of a parabola + which can accomodate just 1 sensor. + + + + + reconstructionOptiTwistConstraintsParabola + LoadCSV, mySPpp, print + 1 + + + + ./Perturbations2.csv + ./350_330.csv + + + + + twistFile + refDO + TwistDO + myDO + + + TwistDO + mySPSL + outPP + + + outPP + myDO + TwistDO + outPP + mySensorPlot + mySensorPlot3D + + + + + + + X (m),Y (m),Temperature (K) + Temperature (K) + SVD + 4 + 4 + 1 + exact_n + + 0.025 + 0 + 100 + in + + GQR + + + + + + + X (m), Temperature (K),Y (m) + + + Power (W), BCTemperature (K) + X (m), Temperature (K), Y (m) + + index + + + + InputPlaceHolder + Temperature (K), X (m), Y (m) + X (m), Y (m), Temperature (K) + + + + + + csv + outPP + output + + + + + scatter + myDO|Output|X (m) + myDO|Output|Y (m) + coolwarm + myDO|Output|Temperature (K) + + + scatter + outPP|Output|X (m) + outPP|Output|Y (m) + black + x + + x + y + + + png + + + + + + + scatter + TwistDO|Output|X (m) + TwistDO|Output|Y (m) + TwistDO|Output|Temperature (K) + coolwarm + TwistDO|Output|Temperature (K) + + x + y + temperature (K) + + + png + + + + + diff --git a/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraintsPolygon.xml b/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraintsPolygon.xml new file mode 100644 index 0000000000..c3de7f0bc1 --- /dev/null +++ b/tests/framework/PostProcessors/SparseSensing/testSPSLOptiTwistConstraintsPolygon.xml @@ -0,0 +1,135 @@ + + + + tests/framework/Postprocessors/SparseSensing + Niharika Karnik (@niharika2999), Mohammad Abdo (@Jimmy-INL) + 2024-04-01 + Models.Postprocessors.SparseSensing + This test aims to check the ability of the Sparse Sensing Postprocessor + to locate and plot the selected sensors to reconstruct the temperature field of the OPTI-TWIST prototype + when perturbing the heater power in the presence of constraints. We assume a polygonal region which can accomodate just 1 sensor. + + + + + reconstructionOptiTwistConstraintsPolygon + LoadCSV, mySPpp, print + 1 + + + + ./Perturbations2.csv + ./350_330.csv + + + + + twistFile + refDO + TwistDO + myDO + + + TwistDO + mySPSL + outPP + + + outPP + myDO + TwistDO + outPP + mySensorPlot + mySensorPlot3D + + + + + + + X (m),Y (m),Temperature (K) + Temperature (K) + SVD + 4 + 4 + 1 + exact_n + + 0.01,0.03,0.01,0.02 + -0.2,-0.3,0.2,0.3 + in + + GQR + + + + + + + X (m), Temperature (K),Y (m) + + + Power (W), BCTemperature (K) + X (m), Temperature (K), Y (m) + + index + + + + InputPlaceHolder + Temperature (K), X (m), Y (m) + X (m), Y (m), Temperature (K) + + + + + + csv + outPP + output + + + + + scatter + myDO|Output|X (m) + myDO|Output|Y (m) + coolwarm + myDO|Output|Temperature (K) + + + scatter + outPP|Output|X (m) + outPP|Output|Y (m) + black + x + + x + y + + + png + + + + + + + scatter + TwistDO|Output|X (m) + TwistDO|Output|Y (m) + TwistDO|Output|Temperature (K) + coolwarm + TwistDO|Output|Temperature (K) + + x + y + temperature (K) + + + png + + + + + diff --git a/tests/framework/PostProcessors/SparseSensing/tests b/tests/framework/PostProcessors/SparseSensing/tests index e4a7dbe076..d2a65401c0 100644 --- a/tests/framework/PostProcessors/SparseSensing/tests +++ b/tests/framework/PostProcessors/SparseSensing/tests @@ -2,9 +2,85 @@ [./testSPSLOptiTwist] type = 'RavenFramework' input = 'testSPSLOptiTwist.xml' - csv = 'reconstructionOptiTwist/outPP.csv' image = 'reconstructionOptiTwist/mySensorPlot_scatter-scatter.png reconstructionOptiTwist/mySensorPlot3D_scatter.png' required_libraries = 'imageio' - rel_err = 0.01 + rel_err = 0.1 + [./csv] + type = OrderedCSV + output = 'reconstructionOptiTwist/outPP.csv' + rel_err = 0.001 + [../] + [../] + [./testSPSLOptiTwistClassification] + type = 'RavenFramework' + input = 'testSPSLOptiTwistClassification.xml' + image = 'classificationOptiTwist/mySensorPlot_scatter-scatter.png classificationOptiTwist/mySensorPlot3D_scatter.png' + required_libraries = 'imageio' + rel_err = 0.1 + [./csv] + type = OrderedCSV + output = 'classificationOptiTwist/outPP.csv' + rel_err = 0.001 + [../] + [../] + [./testSPSLOptiTwistConstraintsCircle] + type = 'RavenFramework' + input = 'testSPSLOptiTwistConstraintsCircle.xml' + image = 'reconstructionOptiTwistConstraintsCircle/mySensorPlot_scatter-scatter.png reconstructionOptiTwistConstraintsCircle/mySensorPlot3D_scatter.png' + required_libraries = 'imageio' + rel_err = 0.1 + [./csv] + type = OrderedCSV + output = 'reconstructionOptiTwistConstraintsCircle/outPP.csv' + rel_err = 0.001 + [../] + [../] + [./testSPSLOptiTwistConstraintsEllipse] + type = 'RavenFramework' + input = 'testSPSLOptiTwistConstraintsEllipse.xml' + image = 'reconstructionOptiTwistConstraintsEllipse/mySensorPlot_scatter-scatter.png reconstructionOptiTwistConstraintsEllipse/mySensorPlot3D_scatter.png' + required_libraries = 'imageio' + rel_err = 0.1 + [./csv] + type = OrderedCSV + output = 'reconstructionOptiTwistConstraintsEllipse/outPP.csv' + rel_err = 0.001 + [../] + [../] + [./testSPSLOptiTwistConstraintsParabola] + type = 'RavenFramework' + input = 'testSPSLOptiTwistConstraintsParabola.xml' + image = 'reconstructionOptiTwistConstraintsParabola/mySensorPlot_scatter-scatter.png reconstructionOptiTwistConstraintsParabola/mySensorPlot3D_scatter.png' + required_libraries = 'imageio' + rel_err = 0.1 + [./csv] + type = OrderedCSV + output = 'reconstructionOptiTwistConstraintsParabola/outPP.csv' + rel_err = 0.001 + [../] + [../] + [./testSPSLOptiTwistConstraintsPolygon] + type = 'RavenFramework' + input = 'testSPSLOptiTwistConstraintsPolygon.xml' + image = 'reconstructionOptiTwistConstraintsPolygon/mySensorPlot_scatter-scatter.png reconstructionOptiTwistConstraintsPolygon/mySensorPlot3D_scatter.png' + required_libraries = 'imageio' + rel_err = 0.1 + [./csv] + type = OrderedCSV + output = 'reconstructionOptiTwistConstraintsPolygon/outPP.csv' + rel_err = 0.001 + [../] + [../] + [./testSPSLOptiTwistConstraintsLine] + type = 'RavenFramework' + input = 'testSPSLOptiTwistConstraintsLine.xml' + image = 'reconstructionOptiTwistConstraintsLine/mySensorPlot_scatter-scatter.png reconstructionOptiTwistConstraintsLine/mySensorPlot3D_scatter.png' + required_libraries = 'imageio' + rel_err = 0.1 + [./csv] + type = OrderedCSV + output = 'reconstructionOptiTwistConstraintsLine/outPP.csv' + rel_err = 0.001 + [../] [../] []