Journal of Semiconductors, Volume. 45, Issue 9, 092402(2024)

InGaZnO-based photoelectric synaptic devices for neuromorphic computing

Jieru Song1, Jialin Meng1、*, Tianyu Wang2,3, Changjin Wan4, Hao Zhu1, Qingqing Sun1, David Wei Zhang1, and Lin Chen1,3,5、**
Author Affiliations
  • 1School of Microelectronics, State Key Laboratory of Integrated Chips and Systems, Fudan University, Shanghai 200433, China
  • 2School of Integrated Circuits, Shandong University, Jinan 250100, China
  • 3National Integrated Circuit Innovation Center, Shanghai 201203, China
  • 4School of Electronic Science and Engineering, Nanjing University, Nanjing 210023, China
  • 5Jiashan Fudan Institute, Jiashan 314102, China
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    Figures & Tables(5)
    (Color online) (a) Schematic illustration of the device structure and fabrication process flow. (b) Schematic diagram of the synaptic information transmission in neurons. (c) The X-ray photoelectron spectroscopy (XPS).
    (Color online) (a) Current−voltage (I−V) characteristics under negative voltage scanning from 0 to −2 V. (b) I−V characteristics under positive voltage scanning from 0 to +2 V. (c) LTP and LTD characteristics, elicited by a series of positive and negative voltage pulses, respectively. (d) LTP response induced by a sequence of light spikes.
    (Color online) (a) Schottky barrier at the Ni−IGZO junction under different voltage biases applied to the nickel electrode. (b) Model illustrating the switching mechanism of the device.
    (Color online) (a) EPSC response to light pulses of various durations: 0.1, 0.3, 0.5, 1, 2, 3 s. (b) PPF response to two consecutive light pulses with a 1-s interval. (c) Transition from STP to LTP as the number of pulses increases from 3 to 30 within 60 s. (d) Simulation of learning-forgetting-relearning mechanism in human brain using light pulses.
    (Color online) (a) Schematic diagram of a three-layer ANN for handwritten digit recognition. (b) Progression of recognition accuracy in correlation with the number of training epochs. (c) Average confusion matrix under 10th, 100th, and 1000th training epoch.
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    Jieru Song, Jialin Meng, Tianyu Wang, Changjin Wan, Hao Zhu, Qingqing Sun, David Wei Zhang, Lin Chen. InGaZnO-based photoelectric synaptic devices for neuromorphic computing[J]. Journal of Semiconductors, 2024, 45(9): 092402

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    Paper Information

    Category: Articles

    Received: Apr. 26, 2024

    Accepted: --

    Published Online: Oct. 11, 2024

    The Author Email: Jialin Meng (JLMeng), Lin Chen (LChen)

    DOI:10.1088/1674-4926/24040038

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