Predicting the dynamic process and model parameters of vector optical solitons under coupled higher-order effects via WL-tsPINN

Influence of Parameters of Optical Fibers on Optical Soliton Interactions

(2022) Qin Zhou   CHINESE PHYSICS LETTERS

A two-stage physics-informed neural network method based on conserved quantities and applications in localized wave solutions

(2022) Shuning Lin et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Data-driven soliton solutions and model parameters of nonlinear wave models via the conservation-law constrained neural network method

(2022) Yin Fang et al.   CHAOS SOLITONS & FRACTALS

Impact of external potential and non-isospectral functions on optical solitons and modulation instability in a cubic quintic nonlinear media

(2022) M.S. Mani Rajan et al.   CHAOS SOLITONS & FRACTALS

Chirped Bright and Kink Solitons in Nonlinear Optical Fibers with Weak Nonlocality and Cubic-Quantic-Septic Nonlinearity

(2022) Qin Zhou et al.   CHINESE PHYSICS LETTERS

Bright solitons under the influence of third-order dispersion and self-steepening effect

(2022) Zara Kasapeteva et al.   OPTICAL AND QUANTUM ELECTRONICS

Dynamics of diverse data-driven solitons for the three-component coupled nonlinear Schrödinger model by the MPS-PINN method

(2022) Xue-Kun Wen et al.   NONLINEAR DYNAMICS

Influence of higher-order nonlinear effects on optical solitons of the complex Swift-Hohenberg model in the mode-locked fiber laser

(2022) Ru-Ru Wang et al.   OPTICS AND LASER TECHNOLOGY

Predicting certain vector optical solitons via the conservation-law deep-learning method

(2022) Yin Fang et al.   OPTICS AND LASER TECHNOLOGY

Data-driven femtosecond optical soliton excitations and parameters discovery of the high-order NLSE using the PINN

(2021) Yin Fang et al.   NONLINEAR DYNAMICS

Data-driven rogue waves and parameter discovery in the defocusing nonlinear Schrödinger equation with a potential using the PINN deep learning

(2021) Li Wang et al.   PHYSICS LETTERS A

Chirped optical soliton propagation in birefringent fibers modeled by coupled Fokas-Lenells system

(2021) Houria Triki et al.   CHAOS SOLITONS & FRACTALS

Cubic–quartic optical soliton perturbation with complex Ginzburg–Landau equation by the enhanced Kudryashov’s method

(2021) Ahmed H. Arnous et al.   CHAOS SOLITONS & FRACTALS

Predicting the dynamic process and model parameters of the vector optical solitons in birefringent fibers via the modified PINN

(2021) Gang-Zhou Wu et al.   CHAOS SOLITONS & FRACTALS

Symmetric and Anti-Symmetric Solitons of the Fractional Second- and Third-Order Nonlinear Schrödinger Equation

(2021) Qi-Hao Cao et al.   CHINESE PHYSICS LETTERS

Coupled spatial periodic waves and solitons in the photovoltaic photorefractive crystals

(2020) Chao-Qing Dai et al.   NONLINEAR DYNAMICS

PhyGeoNet: Physics-informed geometry-adaptive convolutional neural networks for solving parameterized steady-state PDEs on irregular domain

(2020) Han Gao et al.   JOURNAL OF COMPUTATIONAL PHYSICS

A Deeper Look at Facial Expression Dataset Bias

(2020) Shan Li et al.   IEEE Transactions on Affective Computing

Deep Learning for Audio Signal Processing

(2019) Hendrik Purwins et al.   IEEE Journal of Selected Topics in Signal Processing

An Accelerated Linearly Convergent Stochastic L-BFGS Algorithm

(2019) Daqing Chang et al.   IEEE Transactions on Neural Networks and Learning Systems

Driving-Style-Based Co-Design Optimization of an Automated Electric Vehicle: A Cyber-Physical System Approach

(2018) Chen Lv et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

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

Evaluation of the degenerate scale in Laplace equation by using Newton iteration method

(2017) Y.Z. Chen   ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS

Mixed-type soliton solutions for the N-coupled higher-order nonlinear schrödinger equation in optical fibers

(2016) Bo-Ling Guo et al.   CHAOS SOLITONS & FRACTALS

Integrability and bright soliton solutions to the coupled nonlinear Schrödinger equation with higher-order effects

(2014) Deng-Shan Wang et al.   APPLIED MATHEMATICS AND COMPUTATION

Mixed-type solitons for the coupled higher-order nonlinear Schrödinger equations in multi-mode and birefringent fibers

(2013) Yan Jiang et al.   JOURNAL OF MODERN OPTICS

Optical solitary wave solutions for the higher order nonlinear Schrödinger equation with self-steepening and self-frequency shift effects

(2013) Hitender Kumar et al.   OPTICS AND LASER TECHNOLOGY

Rogue waves in coupled Hirota systems

(2013) Shihua Chen et al.   PHYSICAL REVIEW E