3 papers
cs.LG2026
Physics-guided Convolutional Neural Network for Domain Growth Prediction in Systems with Conserved Kinetics
Vijay Yadav, Madhu Priya, Manish Dev Shrimali +1
The spatiotemporal evolution of many physical, chemical, and biological systems is described by nonlinear partial differential equations (PDEs). Recently, deep neural network-based…
nlin.AO2025
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…
nlin.CD2024
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…