Abstract: Traditional electromagnetic (EM) design optimization often relies on high-fidelity simulations and external optimization algorithms, resulting in excessive runtime and substantial memory ...

Abstract: This paper presents a data-driven optimization method based on tree search-based reinforcement learning to solve strongly non-separable mixed-integer problems. With this method, some ...

Research Background The nonsmooth modeling method based on the cone complementarity problem (CCP) is one of the most effective approaches for solving spatial frictional contact problems. The ...

Then install JAX via the instructions here. The algorithms should be run on GPU to achieve efficiency gains. However, the code is supported on CPU for testing and investigation. We have tested the ...