diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ARMA_pointer_fouryearrepeat.csv b/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ARMA_pointer_fouryearrepeat.csv
new file mode 100644
index 00000000..d6a880c9
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ARMA_pointer_fouryearrepeat.csv
@@ -0,0 +1,31 @@
+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
diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ARMA_train_fouryearrepeat_pvt120.xml b/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ARMA_train_fouryearrepeat_pvt120.xml
new file mode 100644
index 00000000..28d58c15
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ARMA_train_fouryearrepeat_pvt120.xml
@@ -0,0 +1,131 @@
+<?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>
+
+  <Files>
+    <Input name="input">../ARMA_pointer_fouryearrepeat.csv</Input>
+    <Input name="pk">arma.pk</Input>
+  </Files>
+
+  <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>
+
+  <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>
+
+  <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>
+
+  <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>
+
+  <Samplers>
+    <MonteCarlo name="mc">
+      <samplerInit>
+        <limit>1</limit>
+        <initialSeed>42</initialSeed>
+      </samplerInit>
+      <constant name="scaling">1</constant>
+    </MonteCarlo>
+  </Samplers>
+
+</Simulation>
diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ERCOT_WEST_RT_hr_2018.csv b/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ERCOT_WEST_RT_hr_2018.csv
new file mode 100644
index 00000000..5030bda1
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ERCOT_WEST_RT_hr_2018.csv
@@ -0,0 +1,8761 @@
+hour,price 
+1,27.72
+2,27.8
+3,27.4125
+4,27.955
+5,28.8175
+6,32.25
+7,36.545
+8,38.2325
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diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ERCOT_WEST_RT_hr_2019.csv b/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ERCOT_WEST_RT_hr_2019.csv
new file mode 100644
index 00000000..dfa8c9f8
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ERCOT_WEST_RT_hr_2019.csv
@@ -0,0 +1,8761 @@
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diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ERCOT_WEST_RT_hr_2020.csv b/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ERCOT_WEST_RT_hr_2020.csv
new file mode 100644
index 00000000..9a6f649d
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ERCOT_WEST_RT_hr_2020.csv
@@ -0,0 +1,8761 @@
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diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ERCOT_WEST_RT_hr_2021.csv b/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ERCOT_WEST_RT_hr_2021.csv
new file mode 100644
index 00000000..9ca4aa11
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/ERCOT_WEST_RT_hr_2021.csv
@@ -0,0 +1,8761 @@
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diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/arma_ERC_120h_73.pk b/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/arma_ERC_120h_73.pk
new file mode 100644
index 00000000..28f5f4b5
Binary files /dev/null and b/use_cases/2024_09_microreactor_LMB_system/ARMA/ERC/arma_ERC_120h_73.pk differ
diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/ARMA_pointer_fouryearrepeat.csv b/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/ARMA_pointer_fouryearrepeat.csv
new file mode 100644
index 00000000..4f8f36cc
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/ARMA_pointer_fouryearrepeat.csv
@@ -0,0 +1,31 @@
+scaling,Year,filename
+1,2018,NSP_HATFIHAT1_RT_hr_2018.csv
+1,2019,NSP_HATFIHAT1_RT_hr_2019.csv
+1,2020,NSP_HATFIHAT1_RT_hr_2020.csv
+1,2021,NSP_HATFIHAT1_RT_hr_2021.csv
+1,2022,NSP_HATFIHAT1_RT_hr_2018.csv
+1,2023,NSP_HATFIHAT1_RT_hr_2019.csv
+1,2024,NSP_HATFIHAT1_RT_hr_2020.csv
+1,2025,NSP_HATFIHAT1_RT_hr_2021.csv
+1,2026,NSP_HATFIHAT1_RT_hr_2018.csv
+1,2027,NSP_HATFIHAT1_RT_hr_2019.csv
+1,2028,NSP_HATFIHAT1_RT_hr_2020.csv
+1,2029,NSP_HATFIHAT1_RT_hr_2021.csv
+1,2030,NSP_HATFIHAT1_RT_hr_2018.csv
+1,2031,NSP_HATFIHAT1_RT_hr_2019.csv
+1,2032,NSP_HATFIHAT1_RT_hr_2020.csv
+1,2033,NSP_HATFIHAT1_RT_hr_2021.csv
+1,2034,NSP_HATFIHAT1_RT_hr_2018.csv
+1,2035,NSP_HATFIHAT1_RT_hr_2019.csv
+1,2036,NSP_HATFIHAT1_RT_hr_2020.csv
+1,2037,NSP_HATFIHAT1_RT_hr_2021.csv
+1,2038,NSP_HATFIHAT1_RT_hr_2018.csv
+1,2039,NSP_HATFIHAT1_RT_hr_2019.csv
+1,2040,NSP_HATFIHAT1_RT_hr_2020.csv
+1,2041,NSP_HATFIHAT1_RT_hr_2021.csv
+1,2042,NSP_HATFIHAT1_RT_hr_2018.csv
+1,2043,NSP_HATFIHAT1_RT_hr_2019.csv
+1,2044,NSP_HATFIHAT1_RT_hr_2020.csv
+1,2045,NSP_HATFIHAT1_RT_hr_2021.csv
+1,2046,NSP_HATFIHAT1_RT_hr_2018.csv
+1,2047,NSP_HATFIHAT1_RT_hr_2019.csv
diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/ARMA_train_fouryearrepeat.xml b/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/ARMA_train_fouryearrepeat.xml
new file mode 100644
index 00000000..aadd4aed
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/ARMA_train_fouryearrepeat.xml
@@ -0,0 +1,131 @@
+<?xml version="1.0" ?>
+<Simulation verbosity="debug">
+  <RunInfo>
+    <WorkingDir>Output_2018_2021_to2045_presvInpCDF_0_1_F1095_F168_Updt_fouryearrepeat</WorkingDir>
+    <Sequence>load, train, meta, serialize, sample, plotting</Sequence>
+  </RunInfo>
+
+  <Files>
+    <Input name="input">../ARMA_pointer_fouryearrepeat.csv</Input>
+    <Input name="pk">arma.pk</Input>
+  </Files>
+
+  <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>
+
+  <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>
+
+  <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="24" 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>20</n_clusters>
+		</KDD>
+	</PostProcessor>
+  </Models>
+
+  <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>
+
+  <Samplers>
+    <MonteCarlo name="mc">
+      <samplerInit>
+        <limit>1</limit>
+        <initialSeed>42</initialSeed>
+      </samplerInit>
+      <constant name="scaling">1</constant>
+    </MonteCarlo>
+  </Samplers>
+
+</Simulation>
\ No newline at end of file
diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/ARMA_train_pvt120_fouryearrepeat.xml b/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/ARMA_train_pvt120_fouryearrepeat.xml
new file mode 100644
index 00000000..b52583bb
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/ARMA_train_pvt120_fouryearrepeat.xml
@@ -0,0 +1,131 @@
+<?xml version="1.0" ?>
+<Simulation verbosity="debug">
+  <RunInfo>
+    <WorkingDir>Output_2018_2021_to2045_presvInpCDF_0_1_F1095_F168_pvt120_Updt_fouryearrepeat</WorkingDir>
+    <Sequence>load, train, meta, serialize, sample, plotting</Sequence>
+  </RunInfo>
+
+  <Files>
+    <Input name="input">../ARMA_pointer_fouryearrepeat.csv</Input>
+    <Input name="pk">arma.pk</Input>
+  </Files>
+
+  <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>
+
+  <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>
+
+  <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>
+
+  <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>
+
+  <Samplers>
+    <MonteCarlo name="mc">
+      <samplerInit>
+        <limit>1</limit>
+        <initialSeed>42</initialSeed>
+      </samplerInit>
+      <constant name="scaling">1</constant>
+    </MonteCarlo>
+  </Samplers>
+
+</Simulation>
diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/NSP_HATFIHAT1_RT_hr_2018.csv b/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/NSP_HATFIHAT1_RT_hr_2018.csv
new file mode 100644
index 00000000..b3dbf1da
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/NSP_HATFIHAT1_RT_hr_2018.csv
@@ -0,0 +1,8761 @@
+hour,price
+1,31.05
+2,29.95
+3,28.26
+4,29.08
+5,29.66
+6,35.54
+7,46.22
+8,60.16
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diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/NSP_HATFIHAT1_RT_hr_2019.csv b/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/NSP_HATFIHAT1_RT_hr_2019.csv
new file mode 100644
index 00000000..7d488164
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/NSP_HATFIHAT1_RT_hr_2019.csv
@@ -0,0 +1,8761 @@
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diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/NSP_HATFIHAT1_RT_hr_2020.csv b/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/NSP_HATFIHAT1_RT_hr_2020.csv
new file mode 100644
index 00000000..b00fb425
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/NSP_HATFIHAT1_RT_hr_2020.csv
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diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/NSP_HATFIHAT1_RT_hr_2021.csv b/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/NSP_HATFIHAT1_RT_hr_2021.csv
new file mode 100644
index 00000000..74ed59c8
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/NSP_HATFIHAT1_RT_hr_2021.csv
@@ -0,0 +1,8761 @@
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diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/arma_MIS_120h_73.pk b/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/arma_MIS_120h_73.pk
new file mode 100644
index 00000000..b91b0140
Binary files /dev/null and b/use_cases/2024_09_microreactor_LMB_system/ARMA/MIS/arma_MIS_120h_73.pk differ
diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/ARMA_pointer_fouryearrepeat.csv b/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/ARMA_pointer_fouryearrepeat.csv
new file mode 100644
index 00000000..4ea0c8a9
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/ARMA_pointer_fouryearrepeat.csv
@@ -0,0 +1,31 @@
+scaling,Year,filename
+1,2018,BrandonShores_RT_hr_2018.csv
+1,2019,BrandonShores_RT_hr_2019.csv
+1,2020,BrandonShores_RT_hr_2020.csv
+1,2021,BrandonShores_RT_hr_2021.csv
+1,2022,BrandonShores_RT_hr_2018.csv
+1,2023,BrandonShores_RT_hr_2019.csv
+1,2024,BrandonShores_RT_hr_2020.csv
+1,2025,BrandonShores_RT_hr_2021.csv
+1,2026,BrandonShores_RT_hr_2018.csv
+1,2027,BrandonShores_RT_hr_2019.csv
+1,2028,BrandonShores_RT_hr_2020.csv
+1,2029,BrandonShores_RT_hr_2021.csv
+1,2030,BrandonShores_RT_hr_2018.csv
+1,2031,BrandonShores_RT_hr_2019.csv
+1,2032,BrandonShores_RT_hr_2020.csv
+1,2033,BrandonShores_RT_hr_2021.csv
+1,2034,BrandonShores_RT_hr_2018.csv
+1,2035,BrandonShores_RT_hr_2019.csv
+1,2036,BrandonShores_RT_hr_2020.csv
+1,2037,BrandonShores_RT_hr_2021.csv
+1,2038,BrandonShores_RT_hr_2018.csv
+1,2039,BrandonShores_RT_hr_2019.csv
+1,2040,BrandonShores_RT_hr_2020.csv
+1,2041,BrandonShores_RT_hr_2021.csv
+1,2042,BrandonShores_RT_hr_2018.csv
+1,2043,BrandonShores_RT_hr_2019.csv
+1,2044,BrandonShores_RT_hr_2020.csv
+1,2045,BrandonShores_RT_hr_2021.csv
+1,2046,BrandonShores_RT_hr_2018.csv
+1,2047,BrandonShores_RT_hr_2019.csv
diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/ARMA_train_pvt120_30y.xml b/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/ARMA_train_pvt120_30y.xml
new file mode 100644
index 00000000..ad5abebb
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/ARMA_train_pvt120_30y.xml
@@ -0,0 +1,131 @@
+<?xml version="1.0" ?>
+<Simulation verbosity="debug">
+  <RunInfo>
+    <WorkingDir>Output_2018_2021_to2045_presvInpCDF_0_1_F1095_F168_pvt120_Updt_30y</WorkingDir>
+    <Sequence>load, train, meta, serialize, sample, plotting</Sequence>
+  </RunInfo>
+
+  <Files>
+    <Input name="input">../ARMA_pointer_2018_2021_to2047.csv</Input>
+    <Input name="pk">arma.pk</Input>
+  </Files>
+
+  <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>
+
+  <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>
+
+  <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>
+
+  <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>
+
+  <Samplers>
+    <MonteCarlo name="mc">
+      <samplerInit>
+        <limit>1</limit>
+        <initialSeed>42</initialSeed>
+      </samplerInit>
+      <constant name="scaling">1</constant>
+    </MonteCarlo>
+  </Samplers>
+
+</Simulation>
diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/BrandonShores_RT_hr_2018.csv b/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/BrandonShores_RT_hr_2018.csv
new file mode 100644
index 00000000..684191b8
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/BrandonShores_RT_hr_2018.csv
@@ -0,0 +1,8761 @@
+hour,price
+1,311
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diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/BrandonShores_RT_hr_2019.csv b/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/BrandonShores_RT_hr_2019.csv
new file mode 100644
index 00000000..c58e58d7
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/BrandonShores_RT_hr_2019.csv
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diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/BrandonShores_RT_hr_2020.csv b/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/BrandonShores_RT_hr_2020.csv
new file mode 100644
index 00000000..00d90b8f
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/BrandonShores_RT_hr_2020.csv
@@ -0,0 +1,8761 @@
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diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/BrandonShores_RT_hr_2021.csv b/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/BrandonShores_RT_hr_2021.csv
new file mode 100644
index 00000000..e27fc625
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/BrandonShores_RT_hr_2021.csv
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diff --git a/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/arma_PJM_120h_73.pk b/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/arma_PJM_120h_73.pk
new file mode 100644
index 00000000..19f562bc
Binary files /dev/null and b/use_cases/2024_09_microreactor_LMB_system/ARMA/PJM/arma_PJM_120h_73.pk differ
diff --git a/use_cases/2024_09_microreactor_LMB_system/HERON/sweep_HTGR_LMB_ERC_P100_Base.xml b/use_cases/2024_09_microreactor_LMB_system/HERON/sweep_HTGR_LMB_ERC_P100_Base.xml
new file mode 100644
index 00000000..454891b9
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/HERON/sweep_HTGR_LMB_ERC_P100_Base.xml
@@ -0,0 +1,235 @@
+<HERON>
+  <Case name="HTGR_LMB_ERCOT_PW100_Base">
+    <mode>sweep</mode>
+    <parallel>
+      <runinfo>
+        <expectedTime>96:0:0</expectedTime>
+        <memory>4g</memory>
+      </runinfo>
+    </parallel>
+    <num_arma_samples>20</num_arma_samples>
+   <debug>
+      <inner_samples>20</inner_samples>
+      <macro_steps>20</macro_steps>
+      <dispatch_plot>False</dispatch_plot>
+   </debug>
+    <time_discretization>
+      <time_variable>hour</time_variable>
+      <year_variable>Year</year_variable>
+      <end_time>119</end_time>
+      <num_steps>120</num_steps>
+    </time_discretization>
+    <economics>
+      <ProjectTime>20</ProjectTime>
+      <!-- <ProjectTime>30</ProjectTime> --> <!-- Uncomment the following node based on the scenario. -->
+      <DiscountRate>0.07</DiscountRate>
+      <tax>0.00</tax>
+      <inflation>0.00</inflation>
+      <verbosity>50</verbosity>
+    </economics>
+    <dispatcher>
+      <pyomo><solver>cbc</solver></pyomo>
+    </dispatcher>
+    <optimization_settings>
+      <stats_metric>expectedValue</stats_metric>
+      <opt_metric>NPV</opt_metric>
+      <type>max</type>
+      <persistence>2</persistence>
+    </optimization_settings>
+  </Case>
+
+  <Components>
+    <Component name="HTGR">
+      <produces resource="electricity" dispatch="fixed">
+        <capacity resource="electricity">
+          <fixed_value>9.6</fixed_value> <!-- MWe -->
+        </capacity>
+      </produces>
+      <economics>
+        <lifetime>30</lifetime>
+        <CashFlow name="capex" type="one-time" taxable="False" inflation="None" mult_target="False">
+          <driver>
+            <variable>HTGR_capacity</variable>
+          </driver>
+          <reference_price>
+            <fixed_value>-14001000</fixed_value> <!-- Base -->
+            <!-- <fixed_value>-8616000</fixed_value>--> <!-- L CAPEX Uncomment the following node based on the scenario. -->
+          </reference_price>
+          <scaling_factor_x>
+            <fixed_value>1</fixed_value>
+          </scaling_factor_x>
+          <reference_driver>
+            <fixed_value>1</fixed_value>
+          </reference_driver>
+        </CashFlow>
+        <CashFlow name="fixed_OM" type="repeating" period="year" taxable="False" inflation="None" mult_target="False">
+          <driver>
+            <variable>HTGR_capacity</variable>
+          </driver>
+          <reference_price>
+            <fixed_value>-136000</fixed_value> <!-- Base -->
+            <!-- <fixed_value>-118000</fixed_value>--> <!--L Fixed OM Uncomment the following node based on the scenario. -->
+          </reference_price>
+        </CashFlow>
+        <CashFlow name="VOM" type="repeating" taxable="False" inflation="none">
+          <driver>
+            <activity>electricity</activity>
+          </driver>
+          <reference_price>
+            <fixed_value>-13.6</fixed_value>
+          </reference_price>
+        </CashFlow>
+      </economics>
+    </Component>
+
+    <Component name="powerdummy">
+      <produces resource="heat" dispatch="independent">
+        <consumes>tes_heat</consumes>
+        <capacity resource="tes_heat">
+          <fixed_value>100</fixed_value> <!-- Uncomment the following node based on the scenario. -->
+          <!--<fixed_value>10</fixed_value>--> <!--10 MW-->
+          <!--<fixed_value>20/fixed_value>-->  <!--20 MW -->
+          <!--<fixed_value>30</fixed_value>--> <!--30 MW -->
+          <!--<fixed_value>40</fixed_value> --> <!--40 MW -->
+          <!--<fixed_value>50</fixed_value>--> <!--50 MW-->
+          <!--<fixed_value>60/fixed_value>-->  <!--60 MW -->
+          <!--<fixed_value>70</fixed_value>--> <!--70 MW -->
+          <!--<fixed_value>80</fixed_value> --> <!--80 MW -->
+          <!--<fixed_value>90</fixed_value> --> <!--90 MW -->
+        </capacity>
+        <transfer>
+          <linear>
+            <rate resource="tes_heat">-1</rate>
+            <rate resource="heat">1</rate>
+          </linear>
+        </transfer>
+      </produces>
+      <economics>
+        <lifetime>30</lifetime>
+      </economics>
+    </Component>
+
+
+    <Component name="LMB">
+      <stores resource="electricity" dispatch="independent">
+        <capacity resource="electricity">
+           <sweep_values debug_value="300">0 100	200	300 400 500 600 600 800 900</sweep_values> <!--Power Level 100; Duration 0-9h Uncomment the following node based on the scenario. -->
+           <!-- <sweep_values>0	10	20	30	40	50	60	70	80	90</sweep_values> --><!--Power Level 10; Duration 0-9h-->
+           <!-- <sweep_values>0	20	40	60	80	100	120	140	160	180</sweep_values> --><!--Power Level 20; Duration 0-9h-->
+           <!-- <sweep_values>0	30	60	90	120	150	180	210	240	270</sweep_values> --><!--Power Level 30; Duration 0-9h-->
+           <!-- <sweep_values>0	40	80	120	160	200	240	280	320	360</sweep_values> --><!--Power Level 40; Duration 0-9h-->
+           <!-- <sweep_values>0	50	100	150	200	250	300	350	400	450</sweep_values> --><!--Power Level 50; Duration 0-9h-->
+           <!-- <sweep_values>0	60	120	180	240	300	360	420	480	540</sweep_values> --><!--Power Level 60; Duration 0-9h-->
+           <!-- <sweep_values>0	70	140	210	280	350	420	490	560	630</sweep_values> --><!--Power Level 70; Duration 0-9h-->
+           <!-- <sweep_values>0	80	160	240	320	400	480	560	640	720</sweep_values> --><!--Power Level 80; Duration 0-9h-->
+           <!-- <sweep_values>0	90	180	270	360	450	540	630	720	810</sweep_values> --><!--Power Level 90; Duration 0-9h-->
+          </capacity>
+        <initial_stored>
+          <fixed_value>0.8</fixed_value>
+        </initial_stored>
+        <periodic_level>True</periodic_level>
+        <RTE>
+          0.722
+        </RTE>
+      </stores>
+      <economics>
+        <lifetime>30</lifetime>
+        <CashFlow name="capex_energy" type="one-time" taxable="False" inflation="None" mult_target="False">
+          <driver>
+            <variable>LMB_capacity</variable>
+            <multiplier>-1000</multiplier><!--kwh to MWh-->
+          </driver>
+          <reference_price>
+            <Function method="energyocc">transfers</Function>
+          </reference_price>
+          <scaling_factor_x>
+            <fixed_value>1</fixed_value> <!--make it positive-->
+          </scaling_factor_x>
+          <reference_driver>
+            <fixed_value>1</fixed_value>
+          </reference_driver>
+        </CashFlow>
+        <CashFlow name="LMB_capex_power" type="one-time" taxable="False" inflation="None" mult_target="False">
+          <driver>
+            <variable>powerdummy_capacity</variable>
+            <multiplier>-1000</multiplier>
+          </driver>
+          <reference_price>
+            <Function method="powerocc">transfers</Function> <!--kw to MW-->
+          </reference_price>
+        </CashFlow>
+        <CashFlow name="fixed_OM" type="repeating" period="year" taxable="False" inflation="None" mult_target="False">
+          <driver>
+            <variable>LMB_capacity</variable>
+            <multiplier>-1000</multiplier>
+          </driver>
+          <reference_price>
+            <Function method="fixedOM">transfers</Function>
+          </reference_price>
+        </CashFlow>
+      </economics>
+    </Component>
+
+
+
+    <Component name="Grid">
+      <demands resource="electricity" dispatch="dependent">
+        <capacity resource="electricity">
+          <fixed_value>-1e200</fixed_value>
+        </capacity>
+      </demands>
+      <economics>
+        <lifetime>30</lifetime>
+        <CashFlow name="grid_sales" type="repeating" taxable="False" inflation="None" mult_target="False">
+          <driver>
+            <activity>electricity</activity>
+            <multiplier>-1</multiplier> <!-- to make positive (revenue)-->
+          </driver>
+          <reference_price>
+            <ARMA variable='price'>price</ARMA> <!-- $/MWh -->
+          </reference_price>
+          <reference_driver>
+            <fixed_value>1</fixed_value>
+          </reference_driver>
+          <scaling_factor_x>
+            <fixed_value>1</fixed_value>
+          </scaling_factor_x>
+        </CashFlow>
+      </economics>
+    </Component>
+
+    <Component name="Grid_import">
+      <produces resource="electricity" dispatch="dependent">
+        <capacity resource="electricity">
+          <fixed_value>1e200</fixed_value>
+        </capacity>
+      </produces>
+      <economics>
+        <lifetime>30</lifetime>
+        <CashFlow name="grid_import" type="repeating" taxable="False" inflation="None" mult_target="False">
+          <driver>
+            <activity>electricity</activity>
+            <multiplier>-1</multiplier> <!-- to make positive (cost)-->
+          </driver>
+          <reference_price>
+            <ARMA variable='price'>price</ARMA> <!-- $/MWh -->
+          </reference_price>
+          <reference_driver>
+            <fixed_value>1</fixed_value>
+          </reference_driver>
+          <scaling_factor_x>
+            <fixed_value>1</fixed_value>
+          </scaling_factor_x>
+        </CashFlow>
+      </economics>
+    </Component>
+  </Components>
+
+  <DataGenerators>
+    <ARMA name='price' variable="price">%ARMA%/arma_ERC_120h_73.pk</ARMA>
+    <!-- <ARMA name='price' variable="price">Type in the path to your file/arma_PJM_120h_73.pk</ARMA> -->
+    <!-- <ARMA name='price' variable="price">Type in the path to your file/arma_MIS_120h_73.pk</ARMA> -->
+    <Function name="transfers">transfers.py</Function>
+  </DataGenerators>
+</HERON>
+
diff --git a/use_cases/2024_09_microreactor_LMB_system/HERON/transfers.py b/use_cases/2024_09_microreactor_LMB_system/HERON/transfers.py
new file mode 100644
index 00000000..35b77797
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/HERON/transfers.py
@@ -0,0 +1,49 @@
+
+# Copyright 2024, Battelle Energy Alliance, LLC
+# ALL RIGHTS RESERVED
+"""
+  Implements transfer functions
+"""
+def fixedOM(data, meta):
+  """
+    return unit capacity
+    @ In, data, dict, data requeset
+    @ In, meta, dict, state information
+    @ Out, data, dict, filled data
+    @ Out, meta, dict, state information
+  """
+  c = float(meta['HERON']['RAVEN_vars']['LMB_capacity'])
+  po = float(meta['HERON']['RAVEN_vars']['powerdummy_capacity'])
+  du = c / po
+  d = 1.36 * c**(-0.216)
+  e = d
+  data = {'reference_price': e}
+  return data, meta
+
+def energyocc(data, meta):
+  """
+    return unit capacity
+    @ In, data, dict, data requeset
+    @ In, meta, dict, state information
+    @ Out, data, dict, filled data
+    @ Out, meta, dict, state information
+  """
+  c = float(meta['HERON']['RAVEN_vars']['LMB_capacity'])
+  d = 261.42 * c**(-0.04)
+  e = d
+  data = {'reference_price': e}
+  return data, meta
+
+def powerocc(data, meta):
+  """
+    return unit capacity
+    @ In, data, dict, data requeset
+    @ In, meta, dict, state information
+    @ Out, data, dict, filled data
+    @ Out, meta, dict, state information
+  """
+  c = float(meta['HERON']['RAVEN_vars']['powerdummy_capacity'])
+  d = 130.13558 * c**(-0.093)
+  e = d
+  data = {'reference_price': e}
+  return data, meta
diff --git a/use_cases/2024_09_microreactor_LMB_system/README.txt b/use_cases/2024_09_microreactor_LMB_system/README.txt
new file mode 100644
index 00000000..287b6289
--- /dev/null
+++ b/use_cases/2024_09_microreactor_LMB_system/README.txt
@@ -0,0 +1,32 @@
+Cases for LDRD Milestone due 2024-09-30.
+
+PI: Tyler L. Westover
+Sponsor: The Idaho National Laboratory (INL) Laboratory Directed Research and Development (LDRD) Program under Department of Energy (DOE) Idaho Operations Office Contract DE-AC07-05ID14517
+Code Executor: So-Bin Cho
+Data Support Contact: So-Bin Cho (sobin.cho@inl.gov)
+Contributors: Sam J. Root, Rami M. Saeed, and Tyler L. Westover
+
+Description:
+ARMA synthetic models are used to generate synthetic price signals for ERCOT, PJM, and MISO. HERON input takes synthetic profile files and specifications of HTGR-Liquid Metal Battery (LMB) system to assess optimal sizing and economics (Net Present Value, NPV) in the individual markets.
+   
+Data for the historical Realtime Locational Marginal Price (LMP) from ERCOT, PJM, and MISO are used to train synthetic data models. The optimal sizes of nuclear-TES systems are examined based on 120-hour (73 clusters).
+
+For details on generating these files, please refer to the RAVEN wiki (https://github.com/idaholab/raven/wiki/runningRAVEN). 
+
+HERON input files are in ./HERON. Iput XML files generate RAVEN inner.xml and outer.xml files, optimizing componentsÕ dispatch and size, respectively. To run these input files, HERON must be installed as part of the RAVEN plugin (https://github.com/idaholab/HERON/wiki).   
+
+./results folder contains all results from the scenario analysis (result_scenarios.xlsx) and tax credit modeling (result_taxcredits.xlsx).
+
+For each folder/file naming as follows:
+./ARMA 
+
+ The Raven input file for synthetic data is labeled as ARMA_train_{Selected Node/Zone}_{Synthetic History Year Configuration}_{segment length}. Historical real-time market data is formatted as {Selected Node/Zone}_realtime_hourly_{year}. The output file folder is formatted as Output_{Input Historical Start Year}_{Input Historical End Year}.
+
+Note: Market data are trained under identical Fourier detrending settings. If specific Fourier modes are added, they are indicated as F{additional added Fourier mode} in output file folders.
+
+./HERON 
+The file name follows the following format: <HERONmode>_<ReactorType>_<StorageType>_<MARKET>_<StoragePowerLevel>_<Scenario>.
+
+The transfers.py file contains the necessary functions for calculating duration-specific power and energy costs, as well as the fixed O&M cost for storage.
+
+Note: The HERON input file (sweep_HTGR_LMB_ERC_P100_Base.xml) for the base scenario includes all parameters for scenario analysis commented out (HTGR CAPEX, Fixed O&M, Storage Power Level, Storage Energy Capacity Sweep Range, Storage RTE). Depending on the specific scenario, uncomment the necessary parameters and comment out the currently active ones
diff --git a/use_cases/2024_09_microreactor_LMB_system/results/result_scenarios.xlsx b/use_cases/2024_09_microreactor_LMB_system/results/result_scenarios.xlsx
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diff --git a/use_cases/2024_09_microreactor_LMB_system/results/result_taxcredits.xlsx b/use_cases/2024_09_microreactor_LMB_system/results/result_taxcredits.xlsx
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