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Author:

Li, Yujia (Li, Yujia.) | Tang, Jianshi (Tang, Jianshi.) | Gao, Bin (Gao, Bin.) | Li, Xinyi (Li, Xinyi.) | Xi, Yue (Xi, Yue.) | Zhang, Wanrong (Zhang, Wanrong.) | Qian, He (Qian, He.) | Wu, Huaqiang (Wu, Huaqiang.)

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EI Scopus

Abstract:

Low-power and low-variability artificial neuronal devices are highly desired for high-performance neuromorphic computing. In this paper, an oscillation neuron based on a low-variability Ag nanodots (NDs) threshold switching (TS) device with low operation voltage, large on/off ratio and high uniformity is presented. Measurement results indicate that this neuron demonstrates self-oscillation behavior under applied voltages as low as 1 V. The oscillation frequency increases with the applied voltage pulse amplitude and decreases with the load resistance. It can then be used to evaluate the resistive random-access memory (RRAM) synaptic weights accurately when the oscillation neuron is connected to the output of the RRAM crossbar array for neuromorphic computing. Meanwhile, simulation results show that a large RRAM crossbar array (> 128 × 128) can be supported by our oscillation neuron owing to the high on/off ratio (> 108) of Ag NDs TS device. Moreover, the high uniformity of the Ag NDs TS device helps improve the distribution of the output frequency and suppress the degradation of neural network recognition accuracy ( © 2021 Institute of Physics Publishing. All rights reserved.

Keyword:

Neural networks Neurons RRAM Nanodots

Author Community:

  • [ 1 ] [Li, Yujia]Faculty of Information Technology, Beijing University of Technology, Beijing; 100124, China
  • [ 2 ] [Li, Yujia]Institute of Microelectronics, Beijing National Research Center for Information Science and Technology (BNRist), Tsinghua University, Beijing; 100084, China
  • [ 3 ] [Tang, Jianshi]Institute of Microelectronics, Beijing National Research Center for Information Science and Technology (BNRist), Tsinghua University, Beijing; 100084, China
  • [ 4 ] [Tang, Jianshi]Beijing Innovation Center for Future Chips (ICFC), Tsinghua University, Beijing; 100084, China
  • [ 5 ] [Gao, Bin]Institute of Microelectronics, Beijing National Research Center for Information Science and Technology (BNRist), Tsinghua University, Beijing; 100084, China
  • [ 6 ] [Gao, Bin]Beijing Innovation Center for Future Chips (ICFC), Tsinghua University, Beijing; 100084, China
  • [ 7 ] [Li, Xinyi]Institute of Microelectronics, Beijing National Research Center for Information Science and Technology (BNRist), Tsinghua University, Beijing; 100084, China
  • [ 8 ] [Xi, Yue]Institute of Microelectronics, Beijing National Research Center for Information Science and Technology (BNRist), Tsinghua University, Beijing; 100084, China
  • [ 9 ] [Zhang, Wanrong]Faculty of Information Technology, Beijing University of Technology, Beijing; 100124, China
  • [ 10 ] [Qian, He]Institute of Microelectronics, Beijing National Research Center for Information Science and Technology (BNRist), Tsinghua University, Beijing; 100084, China
  • [ 11 ] [Qian, He]Beijing Innovation Center for Future Chips (ICFC), Tsinghua University, Beijing; 100084, China
  • [ 12 ] [Wu, Huaqiang]Institute of Microelectronics, Beijing National Research Center for Information Science and Technology (BNRist), Tsinghua University, Beijing; 100084, China
  • [ 13 ] [Wu, Huaqiang]Beijing Innovation Center for Future Chips (ICFC), Tsinghua University, Beijing; 100084, China

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Source :

Journal of Semiconductors

ISSN: 1674-4926

Year: 2021

Issue: 6

Volume: 42

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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