Characterization of a 10 × 10 Amorphous-InGaZnO Memristor Crossbar Array and Its Binary-Neural-Network Performance for 1T1M Integration

  • Myoung, Seung Joo
  • Shin, Dong Hyeop
  • Yang, Tae Jun
  • Lee, Jae Woo
  • Eo, Soohong
  • ... Song, Ickhyun
  • 외 6명
Citations

WEB OF SCIENCE

1
Citations

SCOPUS

1

초록

This study reports the fabrication and characterization of a 10 & times; 10 passive amorphous-InGaZnO (a-IGZO) memristor crossbar array together with a-IGZO thin-film transistors (TFTs), aiming at selector-assisted one transistor and one memristor (1T1M) integration for neuromorphic hardware. Mo/Al2O3/IGZO/Pd memristors exhibit stable bipolar switching governed by Schottky barrier modulation via electric-field-driven oxygen-vacancy redistribution, achieving an ON/OFF ratio above 10(2) at a 1-V read condition and endurance over 500 cycles. Retention is evaluated over a similar to 3600-s time window at 1 V after ensuring a fully programmed low-resistance state (LRS) using a 10-V SET pulse, and the relaxation behavior is quantified using a stretched-exponential fit with a characteristic time constant on the order of 10(3) s. As a proof-of-concept, a 4 & times; 4 binary character classification is demonstrated using the passive array and a winner-takes-all readout with a differential multibottom electrode scheme to quantify sensing margins. In addition, SPICE simulations based on the measured TFT and memristor characteristics are performed for an assumed 1T1M active-matrix configuration, showing enlarged readout margins compared with the passive-array measurements. These results highlight the feasibility of a-IGZO as a unified material platform for both selector and memristive elements and its potential for scalable, energy-efficient neuromorphic arrays.

키워드

Binary neural networkcrossbar arrayInGaZnO (IGZO)memristorpattern classificationSchottky barrier modulationswitching mechanismwinner-takes-allDEVICE
제목
Characterization of a 10 × 10 Amorphous-InGaZnO Memristor Crossbar Array and Its Binary-Neural-Network Performance for 1T1M Integration
저자
Myoung, Seung JooShin, Dong HyeopYang, Tae JunLee, Jae WooEo, SoohongKim, WonjungKim, ChangwookLee, Yoon JungChoi, Sung-JinKim, Dong MyongSong, IckhyunKim, Dae Hwan
DOI
10.1109/TED.2026.3671238
발행일
2026-05
유형
Article in press
저널명
IEEE Transactions on Electron Devices
73
5
페이지
3050 ~ 3057