Sigmoid Probabilistic Bits Using SiOx Threshold Switching Devices for Probabilistic Computing

  • Choi, Hyeonsik; 
  • Kim, Jihyun; 
  • Moon, Jaehyun; 
  • Kang, Seung-Youl; 
  • Woo, Jiyong
Citations

WEB OF SCIENCE

5
Citations

SCOPUS

3

초록

We present probabilistic bits(p-bits)implemented using a simple and fabrication-friendly Ti/SiOx/Ti stack for probabilistic computing. Sputter-deposited thin SiOx films (<10 nm) exhibit threshold switching (TS) behavior under dc characterization, producing continuous output voltage (Vout) oscillations in response to a given input voltage (Vin) pulse. Whena chemically reactive Ti scavenging layer is introduced, nonuniform TS properties are observed, resulting in switching voltage (or resistance) variability and unexpected oscillation failures. Consequently, Voutoscillations begin to be detected in the form of random spikes, emulatingthe probability of representing data as "1" (P1). Notably,we demonstrate that when the SiOx layer is sandwiched between Ti scavengers at both interfaces, the value ofP1can be controlled between 0 and 1 in an inverselyproportional relationship toVin. This sigmoidP1curvederived from Ti/SiOx/Ti p-bits plays a crucial role inexecuting simulated annealing (SA) algorithms. Thiscapability is validated through MATLAB simulations, where the approach is applied to solve vehicle routing problems(VRPs) by identifying optimal solutions

키워드

Oscillators; Switches; Probabilistic logic; Temperature measurement; Resistance; Films; Probabilistic computing; Threshold voltage; Sputtering; Magnetic tunneling; Probabilistic bits; probabilistic computing; SiOx; threshold switching (TS); voltage oscillation
제목
Sigmoid Probabilistic Bits Using SiOx Threshold Switching Devices for Probabilistic Computing
저자
Choi, Hyeonsik; Kim, Jihyun; Moon, Jaehyun; Kang, Seung-Youl; Woo, Jiyong
DOI
10.1109/TED.2025.3540029
발행일
2025-04
유형
Article
저널명
IEEE Transactions on Electron Devices
권
72
호
4
페이지
1738 ~ 1744