Adding constrained sensing capabilities to the SPSL post processor. Added a test_SPSL_constrained xml for testing. #2346
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -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 |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,5 @@ | ||
| sensor,Temperature (K),X (m),Y (m),label | ||
| 1,241.5795986,0.008141501,-0.098437689,<300 K | ||
| 2,242.5042687,0.004994706,0.072699441,<300 K | ||
| 3,240.1987226,0.037176882,0.140548347,<300 K | ||
| 4,244.1098113,0.003235497,-0.118483818,<300 K |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,129 @@ | ||
| <?xml version="1.0" ?> | ||
| <Simulation verbosity="debug"> | ||
| <TestInfo> | ||
| <name>tests/framework/Postprocessors/SparseSensing</name> | ||
| <author>Mohammad Abdo (@Jimmy-INL)</author> | ||
| <created>2023-11-04</created> | ||
| <classesTested>Models.Postprocessors.SparseSensing</classesTested> | ||
| <description>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. | ||
| </description> | ||
| </TestInfo> | ||
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| <RunInfo> | ||
| <WorkingDir>classificationOptiTwist</WorkingDir> | ||
| <Sequence>LoadCSV, mySPpp, print</Sequence> | ||
| <batchSize>1</batchSize> | ||
| </RunInfo> | ||
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| <Files> | ||
| <Input name="twistFile" type="">./Perturbations2.csv</Input> | ||
| <Input name="refDO" type="">./350_330.csv</Input> | ||
| </Files> | ||
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| <Steps> | ||
| <IOStep name="LoadCSV"> | ||
| <Input class="Files" type="">twistFile</Input> | ||
| <Input class="Files" type="">refDO</Input> | ||
| <Output class="DataObjects" type="HistorySet">TwistDO</Output> | ||
| <Output class="DataObjects" type="PointSet">myDO</Output> | ||
| </IOStep> | ||
| <PostProcess name="mySPpp"> | ||
| <Input class="DataObjects" type="HistorySet">TwistDO</Input> | ||
| <Model class="Models" type="PostProcessor">mySPSL</Model> | ||
| <Output class="DataObjects" type="DataSet">outPP</Output> | ||
| </PostProcess> | ||
| <IOStep name="print"> | ||
| <Input class="DataObjects" type="DataSet">outPP</Input> | ||
| <Input class="DataObjects" type="PointSet">myDO</Input> | ||
| <Input class="DataObjects" type="HostorySet">TwistDO</Input> | ||
| <Output class="OutStreams" type="Print">outPP</Output> | ||
| <Output class="OutStreams" type="Plot">mySensorPlot</Output> | ||
| <Output class="OutStreams" type="Plot">mySensorPlot3D</Output> | ||
| </IOStep> | ||
| </Steps> | ||
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| <Models> | ||
| <PostProcessor name="mySPSL" subType="SparseSensing" verbosity="debug"> | ||
| <Goal subType="classification"> | ||
| <features>X (m),Y (m),Temperature (K), label</features> | ||
| <measuredState>Temperature (K)</measuredState> | ||
| <labels>label</labels> | ||
| <basis>SVD</basis> | ||
| <nModes>4</nModes> | ||
| <nSensors>4</nSensors> | ||
| <classifier>LDA</classifier> | ||
| </Goal> | ||
| </PostProcessor> | ||
| </Models> | ||
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| <DataObjects> | ||
| <PointSet name="myDO"> | ||
| <Output>X (m),Temperature (K),Y (m), label</Output> | ||
| </PointSet> | ||
| <HistorySet name="TwistDO"> | ||
| <Input> Power (W), BCTemperature (K)</Input> | ||
| <Output>X (m),Temperature (K),Y (m), label</Output> | ||
| <options> | ||
| <pivotParameter>index</pivotParameter> | ||
| </options> | ||
| </HistorySet> | ||
| <DataSet name="outPP"> | ||
| <Input>InputPlaceHolder</Input> | ||
| <Output>Temperature (K), X (m), Y (m), label</Output> | ||
| <Index var="sensor">X (m),Y (m),Temperature (K), label</Index> | ||
| </DataSet> | ||
| </DataObjects> | ||
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| <OutStreams> | ||
| <Print name="outPP"> | ||
| <type>csv</type> | ||
| <source>outPP</source> | ||
| <what>output</what> | ||
| </Print> | ||
| <Plot name="mySensorPlot"> | ||
| <plotSettings> | ||
| <plot> | ||
| <type>scatter</type> | ||
| <x>myDO|Output|X (m)</x> | ||
| <y>myDO|Output|Y (m)</y> | ||
| <cmap>coolwarm</cmap> | ||
| <colorMap>myDO|Output|Temperature (K)</colorMap> | ||
| </plot> | ||
| <plot> | ||
| <type>scatter</type> | ||
| <x>outPP|Output|X (m)</x> | ||
| <y>outPP|Output|Y (m)</y> | ||
| <c>black</c> | ||
| <marker>x</marker> | ||
| </plot> | ||
| <xlabel>x</xlabel> | ||
| <ylabel>y</ylabel> | ||
| </plotSettings> | ||
| <actions> | ||
| <how>png</how> | ||
| </actions> | ||
| </Plot> | ||
|
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| <Plot name="mySensorPlot3D"> | ||
| <plotSettings> | ||
| <plot> | ||
| <type>scatter</type> | ||
| <x>TwistDO|Output|X (m)</x> | ||
| <y>TwistDO|Output|Y (m)</y> | ||
| <z>TwistDO|Output|Temperature (K)</z> | ||
| <cmap>coolwarm</cmap> | ||
| <colorMap>TwistDO|Output|Temperature (K)</colorMap> | ||
| </plot> | ||
| <xlabel>x</xlabel> | ||
| <ylabel>y</ylabel> | ||
| <zlabel>temperature (K)</zlabel> | ||
| </plotSettings> | ||
| <actions> | ||
| <how>png</how> | ||
| </actions> | ||
| </Plot> | ||
| </OutStreams> | ||
|
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| </Simulation> |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,136 @@ | ||
| <?xml version="1.0" ?> | ||
|
There was a problem hiding this comment. This file does not seem to be used in the tests yet. There was a problem hiding this comment. It looks like new tests have been added, so maybe this file can be removed? |
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| <Simulation verbosity="debug"> | ||
| <TestInfo> | ||
| <name>tests/framework/Postprocessors/SparseSensing</name> | ||
| <author>Niharika Karnik (@niharika2999), Mohammad Abdo (@Jimmy-INL)</author> | ||
| <created>2024-04-01</created> | ||
| <classesTested>Models.Postprocessors.SparseSensing</classesTested> | ||
| <description>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. | ||
| </description> | ||
| </TestInfo> | ||
|
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| <RunInfo> | ||
| <WorkingDir>reconstructionConstraintsOptiTwist</WorkingDir> | ||
| <Sequence>LoadCSV, mySPpp, print</Sequence> | ||
|
There was a problem hiding this comment. @niharika2999 , the reason tests are failing is that the path is inconsistent. For instance, the working directory here is |
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| <batchSize>1</batchSize> | ||
| </RunInfo> | ||
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| <Files> | ||
| <Input name="twistFile" type="">./Perturbations2.csv</Input> | ||
| <Input name="refDO" type="">./350_330.csv</Input> | ||
| </Files> | ||
|
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||
| <Steps> | ||
| <IOStep name="LoadCSV"> | ||
| <Input class="Files" type="">twistFile</Input> | ||
| <Input class="Files" type="">refDO</Input> | ||
| <Output class="DataObjects" type="HistorySet">TwistDO</Output> | ||
| <Output class="DataObjects" type="PointSet">myDO</Output> | ||
| </IOStep> | ||
| <PostProcess name="mySPpp"> | ||
| <Input class="DataObjects" type="HistorySet">TwistDO</Input> | ||
| <Model class="Models" type="PostProcessor">mySPSL</Model> | ||
| <Output class="DataObjects" type="DataSet">outPP</Output> | ||
| </PostProcess> | ||
| <IOStep name="print"> | ||
| <Input class="DataObjects" type="DataSet">outPP</Input> | ||
| <Input class="DataObjects" type="PointSet">myDO</Input> | ||
| <Input class="DataObjects" type="HistorySet">TwistDO</Input> | ||
| <Output class="OutStreams" type="Print">outPP</Output> | ||
| <Output class="OutStreams" type="Plot">mySensorPlot</Output> | ||
| <Output class="OutStreams" type="Plot">mySensorPlot3D</Output> | ||
| </IOStep> | ||
| </Steps> | ||
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| <Models> | ||
| <PostProcessor name="mySPSL" subType="SparseSensing" verbosity="debug"> | ||
| <Goal subType="reconstruction"> | ||
| <features>X (m),Y (m),Temperature (K)</features> ### Try removing features, get X, Y from user | ||
| <measuredState>Temperature (K)</measuredState> | ||
| <basis>SVD</basis> | ||
| <nModes>4</nModes> | ||
| <nSensors>4</nSensors> | ||
| <nConstSensors>0</nConstSensors> | ||
| <constraintOption>"exact_n"</constraintOption> | ||
| <ConstrainedRegions type = "circle"> | ||
| <center_x></center_x> #center coordinates instead (x,y) (r, \theta) | ||
| <center_y></center_y> | ||
|
There was a problem hiding this comment. Comments in xml are done using |
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| <loc>'in'</loc> | ||
| <radius></radius> | ||
| </ConstrainedRegions> | ||
| <optimizer>GQR</optimizer> | ||
| </Goal> | ||
| </PostProcessor> | ||
| </Models> | ||
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| <DataObjects> | ||
| <PointSet name="myDO"> | ||
| <Output>X (m), Temperature (K),Y (m)</Output> | ||
| </PointSet> | ||
| <HistorySet name="TwistDO"> | ||
| <Input> Power (W), BCTemperature (K)</Input> | ||
| <Output>X (m), Temperature (K), Y (m)</Output> | ||
| <options> | ||
| <pivotParameter>index</pivotParameter> | ||
| </options> | ||
| </HistorySet> | ||
| <DataSet name="outPP"> | ||
| <Input>InputPlaceHolder</Input> | ||
| <Output>Temperature (K), X (m), Y (m)</Output> | ||
| <Index var="sensor">X (m), Y (m), Temperature (K)</Index> | ||
| </DataSet> | ||
| </DataObjects> | ||
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| <OutStreams> | ||
| <Print name="outPP"> | ||
| <type>csv</type> | ||
| <source>outPP</source> | ||
| <what>output</what> | ||
| </Print> | ||
| <Plot name="mySensorPlot"> | ||
| <plotSettings> | ||
| <plot> | ||
| <type>scatter</type> | ||
| <x>myDO|Output|X (m)</x> | ||
| <y>myDO|Output|Y (m)</y> | ||
| <cmap>coolwarm</cmap> | ||
| <colorMap>myDO|Output|Temperature (K)</colorMap> | ||
| </plot> | ||
| <plot> | ||
| <type>scatter</type> | ||
| <x>outPP|Output|X (m)</x> | ||
| <y>outPP|Output|Y (m)</y> | ||
| <c>black</c> | ||
| <marker>x</marker> | ||
| </plot> | ||
| <xlabel>x</xlabel> | ||
| <ylabel>y</ylabel> | ||
| </plotSettings> | ||
| <actions> | ||
| <how>png</how> | ||
| </actions> | ||
| </Plot> | ||
|
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| <Plot name="mySensorPlot3D"> | ||
| <plotSettings> | ||
| <plot> | ||
| <type>scatter</type> | ||
| <x>TwistDO|Output|X (m)</x> | ||
| <y>TwistDO|Output|Y (m)</y> | ||
| <z>TwistDO|Output|Temperature (K)</z> | ||
| <cmap>coolwarm</cmap> | ||
| <colorMap>TwistDO|Output|Temperature (K)</colorMap> | ||
| </plot> | ||
| <xlabel>x</xlabel> | ||
| <ylabel>y</ylabel> | ||
| <zlabel>temperature (K)</zlabel> | ||
| </plotSettings> | ||
| <actions> | ||
| <how>png</how> | ||
| </actions> | ||
| </Plot> | ||
| </OutStreams> | ||
|
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| </Simulation> | ||
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Is
cda typo?There was a problem hiding this comment.
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Yes! Thank you for catching that. I have removed cd.