7 citations · 12 across the 4 of their papers we have counts for
4 papers
Optical Multilayer Thin Film Structure Inverse Design: From Optimization to Deep Learning
Taigao Ma, Mingqian Ma, L. Jay Guo
Optical multilayer thin film structures have been widely used in numerous photonic domains and applications. The key component to enable these applications is the inverse design. D…
OL-Transformer: A Fast and Universal Surrogate Simulator for Optical Multilayer Thin Film Structures
Taigao Ma, Haozhu Wang, L. Jay Guo
Deep learning-based methods have recently been established as fast and accurate surrogate simulators for optical multilayer thin film structures. However, existing methods only wor…
OptoGPT: A Foundation Model for Inverse Design in Optical Multilayer Thin Film Structures
Taigao Ma, Haozhu Wang, L. Jay Guo
Optical multilayer thin film structures have been widely used in numerous photonic applications. However, existing inverse design methods have many drawbacks because they either fa…
Automated Optical Multi-layer Design via Deep Reinforcement Learning
Haozhu Wang, Zeyu Zheng, Chengang Ji +1
Optical multi-layer thin films are widely used in optical and energy applications requiring photonic designs. Engineers often design such structures based on their physical intuiti…