An Opto-Electronic HfO } -Based Transparent Memristive Synapse for Neuromorphic Computing System

In this study, a transparent bilayer memristor showing both electrical and optical synapses along with good electrical properties after annealing is presented. In addition to 85% transparency, the device shows excellent electrical characteristics for 1000 cycles of stable LRS/HRS and more than 10 ^{...

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Veröffentlicht in:IEEE transactions on electron devices 2023-01, p.1-8
Hauptverfasser: Saleem, Aftab, Kumar, Dayanand, Wu, Facai, Keong, Lai Boon, Tseng, Tseung-Yuen
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Sprache:eng
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Zusammenfassung:In this study, a transparent bilayer memristor showing both electrical and optical synapses along with good electrical properties after annealing is presented. In addition to 85% transparency, the device shows excellent electrical characteristics for 1000 cycles of stable LRS/HRS and more than 10 ^{{\text{4}}} s retention at high temperatures. The annealed device also exhibits stable potentiation and depression cycles for more than 10 000 ac pulses with a low coefficient of nonlinearity. By applying consecutive ac pulses, synaptic properties of paired-pulse facilitation (PPF) and spike time-dependent plasticity (STDP) are calculated. The memristor is illuminated by a 405 nm light source in which different light intensities ranging from 20 to 40 mW/cm ^{{\text{2}}} are used for achieving multilevel cell (MLC) characteristics. Learning/Forgetting curve (PSC) and optical PPF are measured to mimic optical synaptic function. An image recognition comparison of optical and electrical synaptic properties with a normalized loss rate of
ISSN:0018-9383
DOI:10.1109/TED.2022.3233547