Investigation of Coupling Effect on Capacitor-based Neural Network

  • Yu, Junsu
  • Hwang, Sungmin
  • Kim, Hyungjin
  • Park, Byung-Gook
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초록

In this paper, we investigate the coupling effect on flash cell capacitor-based neural network. Since the readout scheme is implemented to float unselected wordline (WL), it is coupled to the across bitline (BL) and the neighbor WL voltage. Consequently, unselected cell causes the displacement current and affects the BL charge accumulation. We examine how the coupling effect affects Vector-Matrix Multiplication (VMM) and the neural network inference on the scaled device, using TCAD and system-level simulation.

제목
Investigation of Coupling Effect on Capacitor-based Neural Network
저자
Yu, JunsuHwang, SungminKim, HyungjinPark, Byung-Gook
DOI
10.1109/SNW56633.2022.9889047
발행일
2022
유형
Proceedings Paper
저널명
2022 IEEE SILICON NANOELECTRONICS WORKSHOP (SNW)