Physical reservoir computing with emerging electronics

X Liang, J Tang, Y Zhong, B Gao, H Qian, H Wu - Nature Electronics, 2024 - nature.com
Physical reservoir computing is a form of neuromorphic computing that harvests the dynamic
properties of materials for high-efficiency computing. A wide range of physical systems can …

Role of delay-times in delay-based photonic reservoir computing

T Hülser, F Köster, L Jaurigue, K Lüdge - Optical Materials Express, 2022 - opg.optica.org
Delay-based reservoir computing has gained a lot of attention due to the relative simplicity
with which this concept can be implemented in hardware. However, unnecessary constraints …

Memory of recurrent networks: Do we compute it right?

G Ballarin, L Grigoryeva, JP Ortega - Journal of Machine Learning …, 2024 - jmlr.org
Numerical evaluations of the memory capacity (MC) of recurrent neural networks reported in
the literature often contradict well-established theoretical bounds. In this paper, we study the …

Memory and forecasting capacities of nonlinear recurrent networks

L Gonon, L Grigoryeva, JP Ortega - Physica D: Nonlinear Phenomena, 2020 - Elsevier
The notion of memory capacity, originally introduced for echo state and linear networks with
independent inputs, is generalized to nonlinear recurrent networks with stationary but …

Optical phase encoding in a pulsed approach to reservoir computing

J Henaff, M Ansquer, MC Soriano, R Zambrini… - Optics Letters, 2024 - opg.optica.org
The exploitation of the full structure of multimode light fields enables compelling capabilities
in many fields including classical and quantum information science. We exploit data …

Use of a Simple Passive Hardware Mask to Replace the Digital Masking Procedure in Photonic Delay-Based Reservoir Computing

I Bauwens, P Bienstman, G Verschaffelt… - IEEE Journal of …, 2024 - ieeexplore.ieee.org
Delay-based reservoir computing (RC) offers a conceptually simple approach to construct
an RC system, often requiring only few components. Within this framework, one sequentially …

Exploiting transient dynamics of a time-multiplexed reservoir to boost the system performance

M Goldmann, CR Mirasso, I Fischer… - … Joint Conference on …, 2021 - ieeexplore.ieee.org
Delay-based reservoir computing is an unconventional information processing method that
allows the implementation of recurrent neural networks on different kinds of hardware …

Modal approach to the dynamics of optical frequency combs and applications

M Ansquer - 2022 - theses.hal.science
The main focus of this manuscript is the investigation of the dynamics of optical frequency
combs. Based on a spectral modal decomposition of the electric field, a full characterization …

Fundamentals and Applications of AI: An Interdisciplinary Perspective

VM Eguíluz, CR Mirasso, R Vicente - Frontiers in Physics, 2021 - frontiersin.org
Machines, computers, and algorithms appear recurrently in the future imagined in science
fiction pieces. Terminator's Skynet, Space Odyssey's HAL 9000, Psychohistory of Asimov's …

[PDF][PDF] Optimizing photonic reservoir computers from input to output layer

I Bauwens - 2024 - researchportal.vub.be
Optimizing photonic reservoir computers from input to output layer Page 1 Vrije Universiteit
Brussel Optimizing photonic reservoir computers from input to output layer Bauwens, Ian …