2 papers
physics.app-ph2026
Dynamical Diversity for Reservoir Computing in Reconfigurable Nanomechanics
Humayun Ahmed, Inês S. Garcia, Filipa C. Mota +7
Physical reservoir computing uses nonlinear dynamics and a trained linear readout to process information. Nanoelectromechanical (NEMS) resonators combine geometric Duffing nonlinea…
physics.app-ph2024
Ultrafast Reservoir Computing based on Nonlinear Nanomechanical Resonators at Ambient Conditions
Enise Kartal, Yunus Selcuk, Batuhan E. Kaynak +3
Reservoir computing offers an energy-efficient alternative to deep neural networks (DNNs) by replacing complex hidden layers with a fixed nonlinear system and training only the fin…