In-Materio Reservoir Computing in a Sulfonated Polyaniline Network.
Sign Up to like & getrecommendations! Published in 2021 at "Advanced materials"
DOI: 10.1002/adma.202102688
Abstract: A sulfonated polyaniline (SPAN) organic electrochemical network device (OEND) is fabricated using a simple drop-casting method on multiple Au electrodes for use in reservoir computing (RC). The SPAN network has humidity-dependent electrical properties. Under high… read more here.
Keywords: materio reservoir; network; sulfonated polyaniline; computing sulfonated ... See more keywords
Multilayer Reservoir Computing Based on Ferroelectric α‐In2Se3 for Hierarchical Information Processing
Sign Up to like & getrecommendations! Published in 2022 at "Advanced Materials"
DOI: 10.1002/adma.202108826
Abstract: Dynamic physical systems such as reservoir computing (RC) architectures show a great prospect in temporal information processing, whereas hierarchical information processing capability is still lacking due to the absence of advanced multilayer reservoir elements. Here,… read more here.
Keywords: information processing; hierarchical information; reservoir computing; reservoir ... See more keywords
A Multitasking Flexible Sensor via Reservoir Computing
Sign Up to like & getrecommendations! Published in 2022 at "Advanced Materials"
DOI: 10.1002/adma.202201663
Abstract: Natural disasters are reported globally, and one source of severe damage to cities is flooding caused by locally heavy rain. Sharing of local weather information can save lives. However, it is difficult to collect local… read more here.
Keywords: flexible sensor; sensor via; sensor; reservoir computing ... See more keywords
Reservoir Computing with Charge-trap Memory Based on a MoS2 Channel for Neuromorphic Engineering.
Sign Up to like & getrecommendations! Published in 2022 at "Advanced materials"
DOI: 10.1002/adma.202205381
Abstract: Novel memory devices are essential for developing low power, fast and accurate in-memory computing and neuromorphic engineering concepts that can compete with the conventional CMOS digital processors. 2D semiconductors provide a novel platform for advanced… read more here.
Keywords: mos2 channel; neuromorphic engineering; trap memory; charge trap ... See more keywords
Physical Implementation of Reservoir Computing through Electrochemical Reaction
Sign Up to like & getrecommendations! Published in 2021 at "Advanced Science"
DOI: 10.1002/advs.202104076
Abstract: Nonlinear dynamical systems serving reservoir computing enrich the physical implementation of computing systems. A method for building physical reservoirs from electrochemical reactions is provided, and the potential of chemical dynamics as computing resources is shown.… read more here.
Keywords: implementation reservoir; physical implementation; reservoir computing; computing electrochemical ... See more keywords
Electroformed, Self‐Connected Tin Oxide Nanoparticle Networks for Electronic Reservoir Computing
Sign Up to like & getrecommendations! Published in 2020 at "Advanced electronic materials"
DOI: 10.1002/aelm.202000081
Abstract: Interconnected SnOx nanoparticle (NP) networks are electroformed within a semi‐insulating SnOx thin‐film and between lateral electrodes. During this top‐down process, Joule heating, disproportionation, and de‐wetting of the SnOx thin‐film precede the formation of the NP… read more here.
Keywords: self connected; electroformed self; nanoparticle networks; reservoir computing ... See more keywords
Time series change detection using reservoir computing networks for remote sensing data
Sign Up to like & getrecommendations! Published in 2022 at "International Journal of Intelligent Systems"
DOI: 10.1002/int.22984
Abstract: In this study, a multivariate time series forecasting model applicable to high‐dimensional short‐term forecasting is proposed. The Reservoir Computing Network (RCN) state reduction method is investigated to address the dimensionality arising from high‐dimensional data. To… read more here.
Keywords: time; time series; series; high dimensional ... See more keywords
Enhanced memory capacity of a neuromorphic reservoir computing system based on a VCSEL with double optical feedbacks
Sign Up to like & getrecommendations! Published in 2020 at "Science China Information Sciences"
DOI: 10.1007/s11432-020-2862-7
Abstract: In this paper, a neuromorphic reservoir computing (RC) system with enhanced memory capacity (MC) based on a vertical-cavity surface-emitting laser (VCSEL) subject to double optical feedbacks (DOF) is proposed and investigated numerically. The aim of… read more here.
Keywords: based system; computing system; system; vcsel based ... See more keywords
Reservoir Computing with an Ensemble of Time-Delay Reservoirs
Sign Up to like & getrecommendations! Published in 2017 at "Cognitive Computation"
DOI: 10.1007/s12559-017-9463-7
Abstract: Reservoir computing (RC) has attracted a lot of attention in the field of machine learning because of its promising performance in a broad range of applications. However, it is difficult to implement standard RC in… read more here.
Keywords: neuron; delay; time delay; reservoir computing ... See more keywords
Populations of spiking neurons for reservoir computing: Closed loop control of a compliant quadruped
Sign Up to like & getrecommendations! Published in 2019 at "Cognitive Systems Research"
DOI: 10.1016/j.cogsys.2019.08.002
Abstract: Compliant robots can be more versatile than traditional robots, but their control is more complex. The dynamics of compliant bodies can however be turned into an advantage using the physical reservoir computing frame-work. By feeding… read more here.
Keywords: control; compliant; populations spiking; closed loop ... See more keywords
Reservoir computing dissection and visualization based on directed network embedding
Sign Up to like & getrecommendations! Published in 2021 at "Neurocomputing"
DOI: 10.1016/j.neucom.2021.02.029
Abstract: Abstract The reservoir computing (RC) has recently gained considerable attention in practice and many methods have been developed to study its internal mechanism. However, the specific role played by the reservoir nodes of RC in… read more here.
Keywords: reservoir; reservoir computing; network embedding; prediction ... See more keywords