Synaptic Properties Considering Temperature Effect in HfOx-Based Memristor Demonstration of Homo-thermal Synaptic Behaviors

  • Chen, Jia; 
  • Kim, Sungjun; 
  • Chen, Ying-Chen; 
  • Kim, Min-Hwi; 
  • Li, Yi; 
  • 외 4명
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초록

In this work, we fabricated HfOx-based RRAM-type memristors that are CMOS-compatible and analyzed its synapse characteristics. Ni/HfOrdr-Si filament-type device exhibits abrupt resistive changes in both SET and RESET operations in the same pulse response as the DC sweep, while interface-type Ni/Hfo(x),/in'Si devices show gradual changes. Interface-type devices exhibit more dynamic states as the temperature rises, while the recognition rate of neural network using memristive synapses did not degrade for T < 145 C. Our results suggest that neuromorphic chips fabricated using RRAM-type memristors can operate under wide temperature range.

키워드

HfOx; Memristor; synapse; neural network; and Pattern Recognition
제목
Synaptic Properties Considering Temperature Effect in HfOx-Based Memristor Demonstration of Homo-thermal Synaptic Behaviors
저자
Chen, Jia; Kim, Sungjun; Chen, Ying-Chen; Kim, Min-Hwi; Li, Yi; Miao, Xiang-Shui; Chang, Yao-Feng; Park, Byung-Gook; Lee, Jack C.
발행일
2018
유형
Proceedings Paper
저널명
2018 INTERNATIONAL SYMPOSIUM ON VLSI TECHNOLOGY, SYSTEMS AND APPLICATION (VLSI-TSA)