139 citations · 245 across the 15 of their papers we have counts for
17 papers
Free-fermion spectral structure enables strange nonchaotic attractor classification in Aubry-Andre-Harper quantum reservoirs
Suresh Kumarasamy, Dianavinnarasi Joseph, Manish Dev Shrimali +1
An Aubry-André-Harper (AAH) quantum reservoir classifies strange nonchaotic attractors (SNAs) against chaos, substantially outperforming reservoirs built from dense random matrices…
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…
Physics-Constrained Neural Surrogate for Domain Growth Prediction in Systems with Conserved Kinetics
Vijay Yadav, Madhu Priya, Pallvi Pandey +2
The spatiotemporal evolution of many physical, chemical, and biological systems is described by nonlinear partial differential equations (PDEs). Recently, deep neural network-based…
Transitions to synchronization in adaptive multilayer networks with higher-order interactions
Richita Ghosh, Md Sayeed Anwar, Dibakar Ghosh +2
Real-world networks are often characterized by simultaneous interactions between multiple agents that adapt themselves due to feedback from the environment. In this article, we inv…
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…