Physics-Informed Neural Network for Optical Fiber Parameter Estimation From the Nonlinear Schrödinger Equation
Author:
Affiliation:
1. State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, Beijing, China
Funder
National Natural Science Foundation of China
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Subject
Atomic and Molecular Physics, and Optics
Link
http://xplorestaging.ieee.org/ielx7/50/9937190/09861710.pdf?arnumber=9861710
Reference32 articles.
1. Understanding and Mitigating Gradient Flow Pathologies in Physics-Informed Neural Networks
2. A stochastic quasi-Newton method for online convex optimization;schraudolph;Proc 11th Int Conf Artif Intell Statist,2007
3. A linearly-convergent stochastic L-BFGS algorithm;moritz;Proc 19th Int Conf Artif Intell Statist,2016
4. Simultaneous Detection of Anomaly Points and Fiber types in Multi-span Transmission Links Only by Receiver-side Digital Signal Processing
5. Physics-oriented learning of nonlinear Schrödinger equation: Optical fiber loss and dispersion profile identification;sasai,2021
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