4 papers
A Comprehensive Review of Large Language Models for Nanophotonics: From Surrogate Modeling to Autonomous Design
Huanshu Zhang, Kegeng Tang, Lei Kang +3
Metasurfaces have revolutionized the development of photonic devices by enabling unprecedented precision in light manipulation. However, their design processes are often constraine…
Chat to Chip: Large Language Model Based Design of Arbitrarily Shaped Metasurfaces
Huanshu Zhang, Lei Kang, Sawyer D. Campbell +1
Traditional metasurface design is limited by the computational cost of full-wave simulations, preventing thorough exploration of complex configurations. Data-driven approaches have…
Data driven approaches in nanophotonics: A review of AI-enabled metadevices
Huanshu Zhang, Lei Kang, Sawyer D. Campbell +2
Data-driven approaches have revolutionized the design and optimization of photonic metadevices by harnessing advanced artificial intelligence methodologies. This review takes a mod…
Fixed-Attention Mechanism for Deep-Learning-Assisted Design of High-Degree-of-Freedom 3D Metamaterials
Huanshu Zhang, Lei Kang, Sawyer D. Campbell +3
The traditional design approaches for high-degree-of-freedom metamaterials have been computationally intensive and, in many cases, even intractable due to the vast design space. In…