6 citations · 10 across the 3 of their papers we have counts for
3 papers
physics.optics2021★ 4 cited
Physics-informed Neural Network for Nonlinear Dynamics in Fiber Optics
Xiaotian Jiang, Danshi Wang, Qirui Fan +3
A physics-informed neural network (PINN) that combines deep learning with physics is studied to solve the nonlinear Schrödinger equation for learning nonlinear dynamics in fiber op…
cs.NI2020★ 6 cited
Role of Digital Twin in Optical Communication: Fault Management, Hardware Configuration, and Transmission Simulation
Danshi Wang, Zhiguo Zhang, Min Zhang +5
Optical communication is developing rapidly in the directions of hardware resource diversification, transmission system flexibility, and network function virtualization. Its prolif…
physics.optics2020
Wavelength Controllable Forward Prediction and Inverse Design of Nanophotonic Devices Using Deep Learning
Yuchen Song, Danshi Wang, Han Ye +2
A deep learning-based wavelength controllable forward prediction and inverse design model of nanophotonic devices is proposed. Both the target time-domain and wavelength-domain inf…