Author

Swati Chauhan

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Preprint Sep 2026

Predicting Phase Ordering in Chaotic Maps and Coupled Map Lattices

Coupled logistic maps exhibit collective ordering of their directional phases. As the system parameter varies, the directional phases can undergo a transition from an in-phase state to an anti-phase state, while the individual map trajectories remain chaotic. In this work, we propose a data-driven machine learning (ML)...

S. Dixit, Swati Chauhan, M. Shrimali · 0 citations

#machine learning Preprint Sep 2026

Prediction of Nonlinear Oscillations in a Jumping Quarter-Car Model Using Reservoir Computing

Reliable prediction of vehicle dynamics is essential for smart driving applications such as autonomous control and advanced driver-assistance systems. Off-road vehicles used in agricultural and construction settings are particularly prone to nonlinear behavior, including bifurcations and chaotic motion arising from int...

Masahisa Watanabe, S. Dixit, Nirmal Punetha et al. · 0 citations