Electric Field-moderated Filament Control for Cryogenic RRAM Synapse

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초록

To implement in-cryostat neural processing in next-generation computing platforms, analog synaptic devices based on resistive random-access memories (RRAMs) should be operated at cryogenic temperatures (< 123 K). We propose a cryogenic RRAM synapse based on an HfO<inf>y</inf>/HfO<inf>x</inf> stack. The RRAM exhibited gradual switching with a highly linear and symmetric update at room temperature. However, at 90 K, electric field (E-field)-driven ion migration was dominant during the set operation. This abruptly formed a conductive filament (CF), causing a nonlinear update. To control the CF evolution, we investigated the link between the reset operation and the following set dynamics via real-time transient current analysis. Two distinct reset modes were observed depending on the reset voltage step: (i) fully disconnected and (ii) partially ruptured CF. Particularly, when the CF remained connected in the high-resistance state, the local E-field across the RRAM stack was moderated. Therefore, cryo-RRAM at 90 K yielded a linearly updated current under identical 50 ns pulses and reliable multilevel retention. © 1980-2012 IEEE.

키워드

cryogenic temperature; neural network; Quantum computing; RRAM; synaptic device
제목
Electric Field-moderated Filament Control for Cryogenic RRAM Synapse
저자
Kim, Yunsur; Woo, Jiyong
DOI
10.1109/LED.2025.3632969
발행일
2026-01
유형
Article
저널명
IEEE Electron Device Letters
권
47
호
1
페이지
61 ~ 64