JOURNAL ARTICLE

Organic Optoelectronic Synaptic Devices for Energy-Efficient Neuromorphic Computing

Qingxuan LiTianyu WangXuemeng HuXiaohan WuHao ZhuJi LiQingqing SunDavid Wei ZhangLin Chen

Year: 2022 Journal:   IEEE Electron Device Letters Vol: 43 (7)Pages: 1089-1092   Publisher: Institute of Electrical and Electronics Engineers

Abstract

Organic materials with good biocompatibility and mechanical flexibility have great application potential in photonic neuromorphic computing. Here, the organic optoelectronic synapse for neuromorphic computing is fabricated on a flexible substrate. The excellent ferroelectricity of poly(vinylidene fluoride-trifluoroethylene) P(VDF-TrFE) endows the device with a memory window larger than 18 V and stable conductance modulation. The excellent photosensitive properties of 2,7-dioctyl[1] benzothieno[3,2-b][1]benzothiophene (C8-BTBT) enable the device to operate at an extremely low voltage of 0.25uV and achieve an ultralow energy consumption of 0.35fJ per event. In addition, under photoelectric dual modulation, the proposed synaptic devices can realize the simulation of biological synaptic behaviors, such as excitatory post-synaptic current (EPSC), long-term potentiation /depression (LTP/LTD). The neuromorphic computing function was verified using pattern recognition, with a recognition rate of up to 90.6% for handwritten digits. This research provides an effective way for the development of multifunctional artificial synaptic devices and artificial neural network systems.

Keywords:
Neuromorphic engineering Materials science Memristor Optoelectronics Synaptic weight Computer science Excitatory postsynaptic potential Synapse Electronic engineering Artificial neural network Neuroscience Artificial intelligence Inhibitory postsynaptic potential Engineering

Metrics

34
Cited By
3.55
FWCI (Field Weighted Citation Impact)
33
Refs
0.92
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Memory and Neural Computing
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Photoreceptor and optogenetics research
Life Sciences →  Neuroscience →  Cellular and Molecular Neuroscience
Neural Networks and Reservoir Computing
Physical Sciences →  Computer Science →  Artificial Intelligence
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