Applications of machine learning methods for photonics and non-Hermitian physics

• Main Author: Zhu, Changyan
• Other Authors: Chong Yidong
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Physics; Photonics; Non-Hermitian; Machine learning
• Online Access: https://hdl.handle.net/10356/173955
• Institution: Nanyang Technological University

The recent advances in machine learning and related techniques have arisen their application in different areas. In physics, especially in photonics, Machine learning learns from the dataset and provide an accurate description of mapping between different physical variables. Therefore, they are qui...