14 citations · 14 across the 4 of their papers we have counts for
4 papers
Prediction of Nonlinear Oscillations in a Jumping Quarter-Car Model Using Reservoir Computing
Masahisa Watanabe, Shiva Dixit, Nirmal Punetha +2
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 agr…
Predicting Phase Ordering in Chaotic Maps and Coupled Map Lattices
Shiva Dixit, Swati Chauhan, Manish Dev Shrimali
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 stat…
Adaptive control in dynamical systems using reservoir computing
Swarnendu Mandal, Swati Chauhan, Umesh Kumar Verma +2
We demonstrate a data-driven technique for adaptive control in dynamical systems that exploits the reservoir computing method. We show that a reservoir computer can be trained to p…
Predicting multi-parametric dynamics of externally forced oscillator using reservoir computing and minimal data
Manish Yadav, Swati Chauhan, Manish Dev Shrimali +1
Mechanical systems exhibit complex dynamical behavior from harmonic oscillations to chaotic motion. The dynamics undergo qualitative changes due to changes to internal system param…