Litcius/Paper detail

Neural network assisted symbolic analysis and simulation of nonlinear dynamical equation

Jan Muhammad, Fengping Yao, Usman Younas

2025Modeling Earth Systems and Environment10 citationsDOI

Topics & Concepts

Nonlinear systemWave packetArtificial neural networkRiccati equationDynamical systems theoryEnergy (signal processing)Wave propagationMathematicsRogue waveWave equationApplied mathematicsMathematical analysisHyperbolic functionWork (physics)Acoustic wave equationTrigonometryWaves and shallow waterPhysicsRational functionPartial differential equationTrigonometric functionsComputer scienceAcoustic waveClassical mechanicsDynamical system (definition)Wind waveGravity waveVariety (cybernetics)Geophysical fluid dynamicsMechanical waveMathematical modelBreaking waveStatistical physicsInternal waveNonlinear Waves and SolitonsHydrological Forecasting Using AINeural Networks and Reservoir Computing