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31
use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ARMA_pointer_fouryearrepeat.csv
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| scaling,Year,filename | ||
| 1,2018,ERCOT_WEST_RT_hr_2018.csv | ||
| 1,2019,ERCOT_WEST_RT_hr_2019.csv | ||
| 1,2020,ERCOT_WEST_RT_hr_2020.csv | ||
| 1,2021,ERCOT_WEST_RT_hr_2021.csv | ||
| 1,2022,ERCOT_WEST_RT_hr_2018.csv | ||
| 1,2023,ERCOT_WEST_RT_hr_2019.csv | ||
| 1,2024,ERCOT_WEST_RT_hr_2020.csv | ||
| 1,2025,ERCOT_WEST_RT_hr_2021.csv | ||
| 1,2026,ERCOT_WEST_RT_hr_2018.csv | ||
| 1,2027,ERCOT_WEST_RT_hr_2019.csv | ||
| 1,2028,ERCOT_WEST_RT_hr_2020.csv | ||
| 1,2029,ERCOT_WEST_RT_hr_2021.csv | ||
| 1,2030,ERCOT_WEST_RT_hr_2018.csv | ||
| 1,2031,ERCOT_WEST_RT_hr_2019.csv | ||
| 1,2032,ERCOT_WEST_RT_hr_2020.csv | ||
| 1,2033,ERCOT_WEST_RT_hr_2021.csv | ||
| 1,2034,ERCOT_WEST_RT_hr_2018.csv | ||
| 1,2035,ERCOT_WEST_RT_hr_2019.csv | ||
| 1,2036,ERCOT_WEST_RT_hr_2020.csv | ||
| 1,2037,ERCOT_WEST_RT_hr_2021.csv | ||
| 1,2038,ERCOT_WEST_RT_hr_2018.csv | ||
| 1,2039,ERCOT_WEST_RT_hr_2019.csv | ||
| 1,2040,ERCOT_WEST_RT_hr_2020.csv | ||
| 1,2041,ERCOT_WEST_RT_hr_2021.csv | ||
| 1,2042,ERCOT_WEST_RT_hr_2018.csv | ||
| 1,2043,ERCOT_WEST_RT_hr_2019.csv | ||
| 1,2044,ERCOT_WEST_RT_hr_2020.csv | ||
| 1,2045,ERCOT_WEST_RT_hr_2021.csv | ||
| 1,2046,ERCOT_WEST_RT_hr_2018.csv | ||
| 1,2047,ERCOT_WEST_RT_hr_2019.csv |
131 changes: 131 additions & 0 deletions
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use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ARMA_train_fouryearrepeat_pvt120.xml
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| <?xml version="1.0" ?> | ||
| <Simulation verbosity="debug"> | ||
| <RunInfo> | ||
| <WorkingDir>Output_2018_2021_presvInpCDF_0_1_F1095_F168_fouryearrepeat_pvt120</WorkingDir> | ||
| <Sequence>load, train, meta, serialize, sample, plotting</Sequence> | ||
| </RunInfo> | ||
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| <Files> | ||
| <Input name="input">../ARMA_pointer_fouryearrepeat.csv</Input> | ||
| <Input name="pk">arma.pk</Input> | ||
| </Files> | ||
|
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| <Steps> | ||
| <IOStep name="load"> | ||
| <Input class="Files" type="">input</Input> | ||
| <Output class="DataObjects" type="HistorySet">input</Output> | ||
| <Output class="OutStreams" type="Print">test1</Output> | ||
| </IOStep> | ||
| <RomTrainer name="train"> | ||
| <Input class="DataObjects" type="HistorySet">input</Input> | ||
| <Output class="Models" type="ROM">arma</Output> | ||
| </RomTrainer> | ||
| <IOStep name="meta"> | ||
| <Input class="Models" type="ROM">arma</Input> | ||
| <Output class="DataObjects" type="DataSet">meta</Output> | ||
| <Output class="OutStreams" type="Print">romMeta</Output> | ||
| </IOStep> | ||
| <IOStep name="serialize"> | ||
| <Input class="Models" type="ROM">arma</Input> | ||
| <Output class="Files" type="">pk</Output> | ||
| </IOStep> | ||
| <MultiRun name="sample"> | ||
| <Input class="DataObjects" type="PointSet">placeholder</Input> | ||
| <Model class="Models" type="ROM">arma</Model> | ||
| <Sampler class="Samplers" type="MonteCarlo">mc</Sampler> | ||
| <Output class="OutStreams" type="Print">test2</Output> | ||
| <Output class="DataObjects" type="DataSet">synthetic</Output> | ||
| <Output class="OutStreams" type="Print">synthetic</Output> | ||
| </MultiRun> | ||
| <IOStep name="plotting"> | ||
| <Input class="DataObjects" type="HistorySet">input</Input> | ||
| <Input class="DataObjects" type="HistorySet">synthetic</Input> | ||
| <Output class="OutStreams" type="Plot">plotters</Output> | ||
| </IOStep> | ||
| </Steps> | ||
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| <DataObjects> | ||
| <PointSet name="placeholder"> | ||
| <Input>scaling</Input> | ||
| <Output>OutputPlaceHolder</Output> | ||
| </PointSet> | ||
| <HistorySet name="input"> | ||
| <Input>scaling,Year</Input> | ||
| <Output>price,hour</Output> | ||
| <options> | ||
| <pivotParameter>hour</pivotParameter> | ||
| </options> | ||
| </HistorySet> | ||
| <DataSet name="synthetic"> | ||
| <Input>scaling</Input> | ||
| <Output>price</Output> | ||
| <Index var="hour">price</Index> | ||
| <Index var="Year">price</Index> | ||
| </DataSet> | ||
| <DataSet name="meta"/> | ||
| </DataObjects> | ||
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| <Models> | ||
| <ROM name="arma" subType="ARMA"> | ||
| <pivotParameter>hour</pivotParameter> | ||
| <Features>scaling</Features> | ||
| <Target>price,hour</Target> | ||
| <P>0</P> | ||
| <Q>1</Q> | ||
| <Fourier>8760,4380,2190,1095,168,24,12</Fourier> | ||
| <Segment grouping="interpolate"> | ||
| <macroParameter>Year</macroParameter> | ||
| <subspace pivotLength="120" shift="zero">hour</subspace> | ||
| <evalMode>full</evalMode> | ||
| <Classifier class="Models" type="PostProcessor">classifier</Classifier> | ||
| </Segment> | ||
| <reseedCopies>True</reseedCopies> | ||
| <preserveInputCDF>True</preserveInputCDF> | ||
| <seed>42</seed> | ||
| </ROM> | ||
| <PostProcessor name="classifier" subType="DataMining"> | ||
| <KDD labelFeature="labels" lib="SciKitLearn"> | ||
| <Features>price</Features> | ||
| <SKLtype>cluster|KMeans</SKLtype> | ||
| <n_clusters>73</n_clusters> | ||
| </KDD> | ||
| </PostProcessor> | ||
| </Models> | ||
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| <OutStreams> | ||
| <Print name="romMeta"> | ||
| <type>csv</type> | ||
| <source>meta</source> | ||
| </Print> | ||
| <Print name="test1"> | ||
| <type>csv</type> | ||
| <source>input</source> | ||
| </Print> | ||
| <Print name="test2"> | ||
| <type>csv</type> | ||
| <source>placeholder</source> | ||
| </Print> | ||
| <Print name="synthetic"> | ||
| <type>csv</type> | ||
| <source>synthetic</source> | ||
| </Print> | ||
| <Plot name="plotters" subType="SyntheticCloud"> | ||
| <training>input</training> | ||
| <samples>synthetic</samples> | ||
| <macroParam>Year</macroParam> | ||
| <microParam>hour</microParam> | ||
| <variables>price</variables> | ||
| </Plot> | ||
| </OutStreams> | ||
|
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| <Samplers> | ||
| <MonteCarlo name="mc"> | ||
| <samplerInit> | ||
| <limit>1</limit> | ||
| <initialSeed>42</initialSeed> | ||
| </samplerInit> | ||
| <constant name="scaling">1</constant> | ||
| </MonteCarlo> | ||
| </Samplers> | ||
|
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| </Simulation> |
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