AutoPINN: When AutoML Meets Physics-Informed Neural Networks

no code implementations • 8 Dec 2022 • Xinle Wu, Dalin Zhang, Miao Zhang, Chenjuan Guo, Shuai Zhao, Yi Zhang, Huai Wang, Bin Yang

We then propose a resource-aware search strategy to explore the search space to find the best PINN model under different resource constraints.

AutoML

Impact of Loss Model Selection on Power Semiconductor Lifetime Prediction in Electric Vehicles

no code implementations • 27 Aug 2022 • Hongjian Xia, Yi Zhang, Dao Zhou, Minyou Chen, Wei Lai, Yunhai Wei, Huai Wang

Power loss estimation is an indispensable procedure to conduct lifetime prediction for power semiconductor device.

Model Selection