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CMOS-Compatible AlScN Memristor on Silicon Exhibiting Short-Term Memory for Reservoir Computing
- Park, Woohyun;
- Chae, Hyojeong;
- Rasheed, Maria;
- Kim, Sungjun
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We report a CMOS-compatible ferroelectric memristor based on a TiN/AlScN/n+ Si metal ferroelectric semiconductor (MFS) structure, fabricated entirely via low-temperature sputtering processes. The ultrathin AlScN film exhibits robust ferroelectricity with a high remanent polarization (2Pr approximate to 80.91 mu C/cm2) and excellent endurance over 105 cycles, while maintaining uniform switching across cells. Notably, the use of a heavily doped silicon bottom electrode enables full compatibility with conventional back-end-of-line (BEOL) CMOS processes and facilitates integration with silicon-based circuits. Beyond stable memory performance, the device demonstrates volatile short-term memory (STM) behavior originating from depolarization field-induced polarization relaxation, which is essential for neuromorphic dynamics. Leveraging this STM feature, the device was implemented as a physical reservoir in a reservoir computing (RC) framework, achieving 97.64% classification accuracy on the MNIST dataset using temporally coded inputs. These results highlight the potential of AlScN-based ferroelectric memristors as dynamic CMOS-compatible building blocks for in-memory and neuromorphic computing.
키워드
- 제목
- CMOS-Compatible AlScN Memristor on Silicon Exhibiting Short-Term Memory for Reservoir Computing
- 저자
- Park, Woohyun; Chae, Hyojeong; Rasheed, Maria; Kim, Sungjun
- 발행일
- 2026-08
- 유형
- Article
- 저널명
- Biomimetics
- 권
- 11
- 호
- 8
- 페이지
- 1 ~ 11