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Physics-guided online adaptive vehicle dynamics modeling via decoupled residual learning

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Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering

Published online on

Abstract

Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering, Ahead of Print.
Accurate prediction of vehicle dynamics is critical for reliable motion planning and control of autonomous vehicles. However, physics-based models often struggle to represent the strong nonlinearity and coupling inherent in vehicle dynamics, while purely ...