Search Results for author: Chenkai Mao

Found 2 papers, 0 papers with code

Towards General Neural Surrogate Solvers with Specialized Neural Accelerators

no code implementations2 May 2024 Chenkai Mao, Robert Lupoiu, Tianxiang Dai, Mingkun Chen, Jonathan A. Fan

Surrogate neural network-based partial differential equation (PDE) solvers have the potential to solve PDEs in an accelerated manner, but they are largely limited to systems featuring fixed domain sizes, geometric layouts, and boundary conditions.

Unity

WaveY-Net: Physics-augmented deep learning for high-speed electromagnetic simulation and optimization

no code implementations2 Mar 2022 Mingkun Chen, Robert Lupoiu, Chenkai Mao, Der-Han Huang, Jiaqi Jiang, Philippe Lalanne, Jonathan A. Fan

The calculation of electromagnetic field distributions within structured media is central to the optimization and validation of photonic devices.

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