Physics‐Informed Neural Network for Nonlinear Dynamics in Fiber Optics

A physics-informed machine learning approach for solving heat transfer equation in advanced manufacturing and engineering applications

(2021) Navid Zobeiry et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Physics-Informed Neural Networks for Heat Transfer Problems

(2021) Shengze Cai et al.   JOURNAL OF HEAT TRANSFER-TRANSACTIONS OF THE ASME

Solving localized wave solutions of the derivative nonlinear Schrödinger equation using an improved PINN method

(2021) Juncai Pu et al.   NONLINEAR DYNAMICS

Hidden fluid mechanics: Learning velocity and pressure fields from flow visualizations

(2020) Maziar Raissi et al.   SCIENCE

Physics-informed neural networks for missing physics estimation in cumulative damage models: a case study in corrosion fatigue

(2020) Arinan Dourado et al.   JOURNAL OF COMPUTING AND INFORMATION SCIENCE IN ENGINEERING

Physics-informed neural networks for inverse problems in nano-optics and metamaterials

(2020) Yuyao Chen et al.   OPTICS EXPRESS

Data-driven Optical Fiber Channel Modeling: A Deep Learning Approach

(2020) Danshi Wang et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Nonlinear dynamics of a laser diode with an injection of an optical frequency comb

(2020) Yaya Doumbia et al.   OPTICS EXPRESS

Elastic and viscoelastic foundations: a review on linear and nonlinear vibration modeling and applications

(2019) Davood Younesian et al.   NONLINEAR DYNAMICS

Deep learning for universal linear embeddings of nonlinear dynamics

(2018) Bethany Lusch et al.   Nature Communications

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

(2018) M. Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Modeling of nonlinear system based on deep learning framework

(2015) Xiangjun Jin et al.   NONLINEAR DYNAMICS

Reduced Complexity Digital Back-Propagation Methods for Optical Communication Systems

(2014) Antonio Napoli et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Equalizer Design and Complexity for Digital Coherent Receivers

(2010) Bernhard Spinnler   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Theory of parabolic pulse propagation in nonlinear dispersion-decreasing optical fiber amplifiers

(2008) Stefan Wabnitz et al.   JOURNAL OF THE OPTICAL SOCIETY OF AMERICA B-OPTICAL PHYSICS