(Peer-Reviewed) OptoGPT: A foundation model for inverse design in optical multilayer thin film structures
Taigao Ma 马太高 ¹, Haozhu Wang 王浩竹 ², L. Jay Guo 郭凌杰 ²
¹ Department of Physics, University of Michigan, Ann Arbor, Michigan 48109, USA
² Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, Michigan 48109, USA
Opto-Electronic Advances, 2024-07-10
Abstract
Optical multilayer thin film structures have been widely used in numerous photonic applications. However, existing inverse design methods have many drawbacks because they either fail to quickly adapt to different design targets, or are difficult to suit for different types of structures, e.g., designing for different materials at each layer.
These methods also cannot accommodate versatile design situations under different angles and polarizations. In addition, how to benefit practical fabrications and manufacturing has not been extensively considered yet. In this work, we introduce OptoGPT (Opto Generative Pretrained Transformer), a decoder-only transformer, to solve all these drawbacks and issues simultaneously.
Unlocking home-based nocturnal health management: A fiber-optic approach for early detection of cardiorespiratory rhythm disorders
Hanyu Jin, Hao Li, Zhuolin Chen, Liangye Li, Zurui Wang, Kai Zhou, Weijian Hang, Zhipeng Chen, Junfeng Chen, Kai Shen, Jianfeng Wen, Chen Chen, Cunzheng Fan, Zhijun Yan, Feng Wang, Qizhen Sun
Opto-Electronic Advances
2026-07-10
A flexible wireless system for prospective photodynamic therapy applications
Rolan Mansour, Bhavani Yalagala, Vikas Vikas, Nikolas Bruce, Fawziye Tarhini, Georgios N. Arvanitakis, Mohammed Mughal, Jamie Blanche, Ahmad Taha, Jonathan Copper, Muhammad Imran, Karin Williams, Karin Oien, Mahmoud Wagih, Hadi Heidari, Robert Hadfield, David Flynn
Opto-Electronic Advances
2026-07-10
Parallel bright-field and multi-order edge imaging via wide field-of-view trichannel metalens
Xiaotong Li, Yeseul Kim, Youngsun Jeon, Junhwa Seong, Jaekyung Kim, Peng Tang, Shiqi Hu, Harit Keawmuang, Beomha Yang, Dongmin Jeon, Le Dai, Weiyan Li, Xiaodong Cai, Jinhui Shi, Yong-Sang Ryu, Trevon Badloe, Junsuk Rho
Opto-Electronic Advances
2026-07-10