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Prediction of optical solitons using an improved physics-informed neural network method with the conservation law constraint

Gang-Zhou Wu, Yin Fang, Nikolay A. Kudryashov, Yue‐Yue Wang, Chao‐Qing Dai

2022Chaos Solitons & Fractals59 citationsDOI

Topics & Concepts

Conservation lawPhysical lawNonlinear systemArtificial neural networkSolitonConstraint (computer-aided design)Integrable systemPhysical systemPhysicsDispersion (optics)Nonlinear Schrödinger equationApplied mathematicsStatistical physicsClassical mechanicsComputer scienceMathematicsArtificial intelligenceQuantum mechanicsMathematical physicsGeometryModel Reduction and Neural NetworksAdvanced Fiber Laser TechnologiesNeural Networks and Reservoir Computing
Prediction of optical solitons using an improved physics-informed neural network method with the conservation law constraint | Litcius