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02/16/2023
Deep learning based surrogate modeling for thermal plume prediction of groundwater heat pumps
The ability for groundwater heat pumps to meet space heating and cooling...
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10/13/2022
PDEBENCH: An Extensive Benchmark for Scientific Machine Learning
Machine learning-based modeling of physical systems has experienced incr...
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03/29/2022
A Deep Learning Approach for Thermal Plume Prediction of Groundwater Heat Pumps
Climate control of buildings makes up a significant portion of global en...
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12/10/2021
How to Avoid Trivial Solutions in Physics-Informed Neural Networks
The advent of scientific machine learning (SciML) has opened up a new fi...
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12/10/2021
Surrogate-data-enriched Physics-Aware Neural Networks
Neural networks can be used as surrogates for PDE models. They can be ma...
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11/17/2021