Input-Output Dataset for Physics-inspired Artificial Neural Network for Dynamic System

Version 1.0
Praditia, Timothy, 2020, "Input-Output Dataset for Physics-inspired Artificial Neural Network for Dynamic System", https://doi.org/10.18419/darus-633, DaRUS, V1
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Description
This dataset contains two .mat files, one pre-processed (direct simulation results) and the other one is with added noise. The simulated problem is a thermochemical energy storage problem using CaO/Ca(OH)2 as the material choice. This dataset is used as input-output data pairs necessary for training, validating, and testing the ANN. The input data consist of CaO density, Ca(OH)2 density, CaO specific heat capacity, Ca(OH)2, porosity, permeability, reaction rate constant, initial and outlet pressure, initial temperature, inlet temperature, N2 molar inflow rate, H2O molar inflow rate, and specific reaction enthalpy. The output data consist of pressure, temperature, CaO volume fraction, and H2O molar fraction. Additionally, there is an automated script file for the DuMuX run. (2020-02-07)
Subject Computer and Information Science; Earth and Environmental Sciences
Keyword Thermochemical Energy Storage, Porous medium flow
Related Publication Praditia, T., Walser, T., Oladyshkin, S. and Nowak, W.: Improving Thermochemical Energy Storage dynamics forecast with Physics-Inspired Neural Network architecture. Energies 2020
Data Generation Simulation
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CC BY 4.0

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1 to 4 of 4 Files
io_data.mat
MATLAB Data - 493.4 MB
Published Jul 21, 2020
114 Downloads
MD5: 4368b82d61d591e5e7b76228741d13ae
This .mat file contains unprocessed input-output data pairs needed to train, validate, and test the ANN.
noisy_data.mat
MATLAB Data - 93.0 MB
Published Jul 21, 2020
75 Downloads
MD5: 5969cb06f84d4ed2348759c6091666eb
This .mat file contains processed input-output data pairs needed to train, validate, and test the ANN.
README.md
Markdown Text - 5.8 KB
Published Jul 21, 2020
50 Downloads
MD5: 8feed08cd30f2e759181799d8ed814e1
README file explaining how the data is formatted
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run_script.sh
Shell Script - 5.2 MB
Published Jul 21, 2020
65 Downloads
MD5: 92f8320c9a0e19c57b61ba939e14a1df
An automated script to run all samples in DuMuX for reproduction of the input-output data contained in the 'io_data.mat' and 'noisy_data.mat'. Before running, the path to the DuMuX executables needs to be adjusted accordingly.
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