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
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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
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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.
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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
Bionic Olfactory Neuron with In‐Sensor Reservoir Computing for Intelligent Gas Recognition
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DOI: 10.1002/adma.202419159
Abstract: Gas sensing and recognition are closely related to the sustainable development of human society, current electronic noses (e‐noses) typically focus on detecting specific gases, with only a few capable of recognizing complex odor mixtures. Further,… read more here.
Keywords: recognition; sensor; reservoir computing; bionic olfactory ... See more keywords
Spatiotemporal Reservoir Computing with a Reconfigurable Multifunctional Memristor Array.
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DOI: 10.1002/adma.202510635
Abstract: The existing physical implementations of reservoir computing are constrained mainly by time‐delay architectures that lack capabilities for spatial data processing. This study presents a multifunctional memristor‐based reservoir computing system, the memristive echo state network (MESN),… read more here.
Keywords: memristor; spatiotemporal reservoir; reservoir computing; multifunctional memristor ... See more keywords
Physical Implementation of Reservoir Computing through Electrochemical Reaction
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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
Iono–Magnonic Reservoir Computing With Chaotic Spin Wave Interference Manipulated by Ion‐Gating (Adv. Sci. 3/2025)
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DOI: 10.1002/advs.202570015
Abstract: Iono–Magnonic Reservoir Computing In article number 2411777, Wataru Namiki, Takashi Tsuchiya, and colleagues demonstrate an iono–magnonic reservoir computing by combining interfered spin wave multi‐detection and ion‐gating involving protonation‐induced redox reaction. Utilizing the strong nonlinearity of… read more here.
Keywords: spin wave; reservoir; iono magnonic; reservoir computing ... See more keywords
Electroformed, Self‐Connected Tin Oxide Nanoparticle Networks for Electronic Reservoir Computing
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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
Long‐ and Short‐Term Memory Characteristics Controlled by Electrical and Optical Stimulations in InZnO‐Based Synaptic Device for Reservoir Computing
Sign Up to like & getrecommendations! Published in 2024 at "Advanced Electronic Materials"
DOI: 10.1002/aelm.202300911
Abstract: In this study, the resistive switching phenomenon and synaptic mimicry characteristics of an indium tin oxide (ITO)/indium zinc oxide (IZO)/Al2O3/TaN device are characterized. The insertion of a thin Al2O3 layer via atomic layer deposition improves… read more here.
Keywords: memory; long short; device; reservoir computing ... See more keywords
Thermally Stable Ag2Se Nanowire Network as an Effective In‐Materio Physical Reservoir Computing Device
Sign Up to like & getrecommendations! Published in 2024 at "Advanced Electronic Materials"
DOI: 10.1002/aelm.202400443
Abstract: The artificial intelligence (AI) paradigm shifts from software to implementing general‐purpose or application‐specific hardware systems with lower power requirements. This study explored a material physical reservoir consisting of a material random network, called in‐materio physical… read more here.
Keywords: materio physical; reservoir computing; network; physical reservoir ... See more keywords