181 to 190 of 196 Results
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. |
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... |
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 |
Feb 20, 2020PN 5
SimTech Project PN 5-6 "Physics-informed ANNs for dynamic, distributed and stochastic systems" |
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)... |
Dec 11, 2019
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Sep 6, 2019EXC 2075 Project Networks
SimTech EXC 2075 Project Network 1 "Data-integrated models and methods for multiphase fluid dynamics" |
Sep 6, 2019EXC 2075 Project Networks
SimTech EXC 2075 Project Network 2 "In silico models of coupled biological systems" |
Sep 6, 2019EXC 2075 Project Networks
SimTech EXC 2075 Project Network 3 "Data-integrated model reduction for particles and continua" |