Stuttgart Center for Simulation Science (SC SimTech)

EXC 2075 Project Networks

SIGDIUS

Projects without PN Affiliation

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171 to 180 of 186 Results

PN 6-4(Universität Stuttgart) Oct 27, 2020PN 6 SimTech Project PN 6-4 "Visual Analytics for Deep Learning"
Trained ANN Parameters for Physics-inspired Artificial Neural Network for Dynamic System Jul 21, 2020 - PINN Dynamic System Praditia, Timothy, 2020, "Trained ANN Parameters for Physics-inspired Artificial Neural Network for Dynamic System", https://doi.org/10.18419/darus-634, DaRUS, V1 This dataset contains four .xlsx files containing trained values of the ANN weights and biases, along with the hyperparameter values at the end of the training (with noisy dataset). These four files correspond to four different regularization methods.
Input-Output Dataset for Physics-inspired Artificial Neural Network for Dynamic System Jul 21, 2020 - PINN Dynamic System Praditia, Timothy, 2020, "Input-Output Dataset for Physics-inspired Artificial Neural Network for Dynamic System", https://doi.org/10.18419/darus-633, DaRUS, V1 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 ne...
PINN Dynamic System(Universität Stuttgart) Feb 20, 2020PN 5-6 This dataverse contains dataset and codes for the submitted publication: Praditia, T., Walser, T., Oladyshkin, S. and Nowak, W. (2020): Physics-inspired Artificial Neural Network structure improves prediction: Application to a Thermochemical Energy Storage System
PN 5-6(Universität Stuttgart) Feb 20, 2020PN 5 SimTech Project PN 5-6 "Physics-informed ANNs for dynamic, distributed and stochastic systems"
Research Data Management Project Form Dec 11, 2019 - Research Software and Data Management Diestelkämper, Ralf, 2019, "Research Data Management Project Form", https://doi.org/10.18419/darus-507, DaRUS, V1 Research Data Management (RDM) describes the collection, preservation, and sharing of data created or used in a research project. SimTech’s Data and Software Management team offers expertise and resources to develop and implement sustainable RDM in your SimTech project (for free)...
Research Software and Data Management(Universität Stuttgart SimTech) Dec 11, 2019
PN 1(Universität Stuttgart) Sep 6, 2019EXC 2075 Project Networks SimTech EXC 2075 Project Network 1 "Data-integrated models and methods for multiphase fluid dynamics"
PN 2(Universität Stuttgart) Sep 6, 2019EXC 2075 Project Networks SimTech EXC 2075 Project Network 2 "In silico models of coupled biological systems"
PN 3(Universität Stuttgart) Sep 6, 2019EXC 2075 Project Networks SimTech EXC 2075 Project Network 3 "Data-integrated model reduction for particles and continua"

PN 6-4(Universität Stuttgart)

Oct 27, 2020PN 6

SimTech Project PN 6-4 "Visual Analytics for Deep Learning"

Trained ANN Parameters for Physics-inspired Artificial Neural Network for Dynamic System

Jul 21, 2020 - PINN Dynamic System

Praditia, Timothy, 2020, "Trained ANN Parameters for Physics-inspired Artificial Neural Network for Dynamic System", https://doi.org/10.18419/darus-634, DaRUS, V1

This dataset contains four .xlsx files containing trained values of the ANN weights and biases, along with the hyperparameter values at the end of the training (with noisy dataset). These four files correspond to four different regularization methods.

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

Jul 21, 2020 - PINN Dynamic System

Praditia, Timothy, 2020, "Input-Output Dataset for Physics-inspired Artificial Neural Network for Dynamic System", https://doi.org/10.18419/darus-633, DaRUS, V1

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 ne...

PINN Dynamic System(Universität Stuttgart)

Feb 20, 2020PN 5-6

This dataverse contains dataset and codes for the submitted publication: Praditia, T., Walser, T., Oladyshkin, S. and Nowak, W. (2020): Physics-inspired Artificial Neural Network structure improves prediction: Application to a Thermochemical Energy Storage System

PN 5-6(Universität Stuttgart)

Feb 20, 2020PN 5

SimTech Project PN 5-6 "Physics-informed ANNs for dynamic, distributed and stochastic systems"

Research Data Management Project Form

Dec 11, 2019 - Research Software and Data Management

Diestelkämper, Ralf, 2019, "Research Data Management Project Form", https://doi.org/10.18419/darus-507, DaRUS, V1

Research Data Management (RDM) describes the collection, preservation, and sharing of data created or used in a research project. SimTech’s Data and Software Management team offers expertise and resources to develop and implement sustainable RDM in your SimTech project (for free)...

Research Software and Data Management(Universität Stuttgart SimTech)

Dec 11, 2019

PN 1(Universität Stuttgart)

Sep 6, 2019EXC 2075 Project Networks

SimTech EXC 2075 Project Network 1 "Data-integrated models and methods for multiphase fluid dynamics"

PN 2(Universität Stuttgart)

Sep 6, 2019EXC 2075 Project Networks

SimTech EXC 2075 Project Network 2 "In silico models of coupled biological systems"

PN 3(Universität Stuttgart)

Sep 6, 2019EXC 2075 Project Networks

SimTech EXC 2075 Project Network 3 "Data-integrated model reduction for particles and continua"

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