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Docs/source/HeatEquation_UQ.rst

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@@ -118,6 +118,79 @@ Understanding GNU Parallel Workflow Pattern
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Understanding the Output
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| `pnames.txt`, `outnames.txt`
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| -names of input and output parameters
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| `param_margpc.txt`
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| -Each row contains the mean and standard deviation for an uncertain input parameter
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| `qtrain.txt`, `qtest.txt`
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| -each row is a separate set of normal random variables used to generate uncertain inputs
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| `ptrain.txt`, `ptest.txt`, `pall.txt`
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| -each row is a separate set of input parameters for each simulation
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| `stdoutlog_train##.txt`, `stdoutlog_test##.txt`
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| -All standard output from AMReX simulations for training and testing data. The numbers refer to separate simulations.
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| `datalog_train##.txt`, `datalog_test##.txt`
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| -Specifically-chosen output from AMReX simulations for training and testing data. In this example it reports the outputs (max, mean, standard deviation, and specific cell temperature) at user-specified intervals.
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| `ytrain.txt`, `ytest.txt`, `yall.txt`
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| -agglomeration of outputs of interest from all simulations
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| `results.pk`
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| -Python pickle file encapsulating the results
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| `labels.txt`
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| -list of labels of simulation types (training or testing) for diagnostic/plot generation purposes
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| `xx_<INVAR1>_<INVAR2>.png`
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| -scatter plot of 2 inputs for training and testing
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| `pcoord_1.png`, `pcoord_1_lab_Testing.png`, `pcoord_1_lab_Training.png`
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| -graphical representation of how inputs correlate to outputs for each individual simulation
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| `yx_<OUTVAR>.png`, `yx_<OUTVAR>_log.png`
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| -scatter plots of output as a function of each input
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| `yxx_#.png`
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| -scatter plots of output a function of multiple inputs
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| `pdf_tri_inputs.png`, `pdf_tri_output.png`
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| -PDFs of inputs and outputs
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| `ensemble.png`
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| -graphical display of all output values
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| `idm_#_training.png`, `idm_#_testing.png`
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| -graphical display of output values
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| `dm_#.png`
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| -”data vs model” parity plots for each output; compares the predicted values from a surrogate model or approximation against the true or actual values from the full computational model
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| `fit_s#_training.png`, `fit_s#_testing.png`
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| -Shows model vs PC approximation for a single simulation.
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| `pdf_output_#.png`, `pdf_joyplot.png`
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| -PDF of output variables
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| `allsens_main.txt`, `sens_main.png`
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| -raw data and plot for parameter sensitivities
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| `jsens_#.png`, `Jsens_ave.png`
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| -joint sensitivities of output with respect to inputs
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| `sensmat_main.png`
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| -sensitivity matrix
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| `pcslices_o#.png`
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| -polynomial chaos fits
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| `pccont_o#_d#_d#.png`
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| -polynomial chaos fits of output variables with respect to two input variables
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Additional Resources
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