Analogue and Physical Reservoir Computing Using Water Waves

15 June 2023

Papers citing "Analogue and Physical Reservoir Computing Using Water Waves"

15 / 15 papers shown

Title
Musical creativity enabled by nonlinear oscillations of a bubble in water I. Maksymov 54 1 0 03 Apr 2023
Reservoir computing based on solitary-like waves dynamics of film flows: a proof of concept I. Maksymov A. Pototsky 24 13 0 03 Mar 2023
A perspective on physical reservoir computing with nanomagnetic devices D. Allwood Matthew O. A. Ellis David Griffin T. Hayward Luca Manneschi ... Martin A. Trefzer Eleni Vasilaki G. Venkat Ian T. Vidamour Chester Wringe 29 42 0 09 Dec 2022
Neural Echo State Network using oscillations of gas bubbles in water I. Maksymov A. Pototsky S. Suslov 26 12 0 22 Dec 2021
Next Generation Reservoir Computing D. Gauthier Erik Bollt Aaron Griffith W. A. S. Barbosa 48 405 0 14 Jun 2021
Physics-Informed Echo State Networks N. Doan W. Polifke Luca Magri 18 48 0 31 Oct 2020
Efficient implementations of echo state network cross-validation M. Lukoševičius Arnas Uselis 18 22 0 19 Jun 2020
Surrogate gradients for analog neuromorphic computing Benjamin Cramer Sebastian Billaudelle Simeon Kanya Aron Leibfried Andreas Grubl ... Korbinian Schreiber Yannik Stradmann Johannes Weis Johannes Schemmel Friedemann Zenke 68 107 0 12 Jun 2020
Physical reservoir computing -- An introductory perspective Kohei Nakajima 69 311 0 03 May 2020
Theory of neuromorphic computing by waves: machine learning by rogue waves, dispersive shocks, and solitons G. Marcucci D. Pierangeli Claudio Conti 99 114 0 15 Dec 2019
Model-free prediction of spatiotemporal dynamical systems with recurrent neural networks: Role of network spectral radius Junjie Jiang Y. Lai 32 105 0 10 Oct 2019
A Unifying Framework for Information Processing in Stochastically Driven Dynamical Systems T. Kubota Hirokazu Takahashi Kohei Nakajima 33 43 0 11 Jun 2019
Wave Physics as an Analog Recurrent Neural Network Tyler W. Hughes Ian A. D. Williamson M. Minkov S. Fan 38 284 0 29 Apr 2019
Efficient Design of Hardware-Enabled Reservoir Computing in FPGAs Bogdan Penkovsky L. Larger Daniel Brunner TPM 30 28 0 04 May 2018
Harnessing disordered quantum dynamics for machine learning Keisuke Fujii Kohei Nakajima AI4CE 38 74 0 26 Feb 2016