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cs.LG2024
SLIDE: A machine-learning based method for forced dynamic response estimation of multibody systems
Peter Manzl, Alexander Humer, Qasim Khadim +1
In computational engineering, enhancing the simulation speed and efficiency is a perpetual goal. To fully take advantage of neural network techniques and hardware, we present the S…
math.NA2024★ 11 cited
Partial-differential-algebraic equations of nonlinear dynamics by Physics-Informed Neural-Network: (I) Operator splitting and framework assessment
Loc Vu-Quoc, Alexander Humer
Several forms for constructing novel physics-informed neural-networks (PINN) for the solution of partial-differential-algebraic equations based on derivative operator splitting are…