Results 21 to 30 of about 7,602 (241)
Physical reservoir computing—an introductory perspective [PDF]
Japanese Journal of Applied Physics, 2020 Abstract Understanding the fundamental relationships between physics and its information-processing capability has been an active research topic for many years. Physical reservoir computing is a recently introduced framework that allows one to exploit the complex dynamics of physical systems as information-processing devices.
openaire +2 more sources
Audio Classification with Skyrmion Reservoirs
Advanced Intelligent Systems, 2023 Physical reservoir computing is a computational paradigm that enables spatiotemporal pattern recognition to be performed directly in matter. The use of physical matter leads the way toward energy‐efficient devices capable of solving machine learning ...
Robin Msiska +4 more
doaj +1 more source
A perspective on physical reservoir computing with nanomagnetic devices
Applied Physics Letters, 2023 Neural networks have revolutionized the area of artificial intelligence and introduced transformative applications to almost every scientific field and industry. However, this success comes at a great price; the energy requirements for training advanced models are unsustainable.
Allwood, D.A. +13 more
openaire +3 more sources
The van der Pol physical reservoir computer
Neuromorphic Computing and Engineering, 2023 Abstract The van der Pol oscillator has historical and practical significance to spiking neural networks. It was proposed as one of the first models for heart oscillations, and it has been used as the building block for spiking neural networks.
Md Raf E. Ul Shougat, Edmon Perkins
openaire +2 more sources
Reservoir computing with solitons
New Journal of Physics, 2021 Reservoir computing is a promising framework that facilitates the approach to physical neuromorphic hardware by enabling a given nonlinear physical system to act as a computing platform.
Nuno Azevedo Silva +2 more
doaj +1 more source
Active Shape Discrimination with Physical Reservoir Computers [PDF]
Artificial Life 14: Proceedings of the Fourteenth International Conference on the Synthesis and Simulation of Living Systems, 2014 We present the first example of ‘minimally cognitive’ sensorimotor behaviour arising from a body as physical reservoir.\ud By revisiting an experiment introduced by Beer (1996)\ud and replacing the continuous-time recurrent neural network\ud (CTRNN) therein with networks of mass-spring-dampers we\ud demonstrate that bodies may be exploited for more ...
Johnson, Chris +2 more
openaire +2 more sources
Hopf physical reservoir computer for reconfigurable sound recognition
Scientific Reports, 2023 AbstractThe Hopf oscillator is a nonlinear oscillator that exhibits limit cycle motion. This reservoir computer utilizes the vibratory nature of the oscillator, which makes it an ideal candidate for reconfigurable sound recognition tasks. In this paper, the capabilities of the Hopf reservoir computer performing sound recognition are systematically ...
Md Raf E. Ul Shougat +4 more
openaire +4 more sources
Scientific Reports, 2023 Reservoir computing is a brain heuristic computing paradigm that can complete training at a high speed. The learning performance of a reservoir computing system relies on its nonlinearity and short-term memory ability.
Zhiqiang Liao +5 more
doaj +1 more source
Spintronic reservoir computing without driving current or magnetic field
Scientific Reports, 2022 Recent studies have shown that nonlinear magnetization dynamics excited in nanostructured ferromagnets are applicable to brain-inspired computing such as physical reservoir computing.
Tomohiro Taniguchi +3 more
doaj +1 more source
Advanced Intelligent Systems, 2023 Herein, physical reservoir computing with a redox‐based ion‐gating reservoir (redox‐IGR) comprising LixWO3 thin film and lithium‐ion conducting glass ceramic (LICGC) is demonstrated.
Tomoki Wada +5 more
doaj +1 more source