TY - GEN
T1 - First Demonstration of AFeFET-Based Capacitor-Less eDRAM Computing-in-Memory Featuring 4.84 Mb/mm2High Memory Density, 105s Long Retention Time, and >1010High Endurance
AU - Zhong, Hongtao
AU - Zheng, Zijie
AU - Jiao, Leming
AU - Zhou, Zuopu
AU - Sun, Chen
AU - Tang, Wenjun
AU - Chen, Zhonghao
AU - Kang, Yuye
AU - Han, Kaizhen
AU - Narayanan, Vijaykrishnan
AU - Yang, Huazhong
AU - Kampfe, Thomas
AU - Ni, Kai
AU - Gong, Xiao
AU - Li, Xueqing
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - This paper, for the first time, reports the Anti-Ferroelectric FET (AFeFET)-based capacitor-less eDRAM Computing-in-Memory (CiM) with high memory density, long retention time, and high robustness and accuracy. The highlights include: (i) First fabricated AFeFET-based CiM cell, i.e., 1T1AF eDRAM cell, with Amorphous- Indium-Gallium-Zinc-Oxide (a-IGZO) channel length (LCH) of 25 nm; (ii) Proposed Almost-Refresh-Free (ARF) operation using the positive hysteresis window of AFeFETs with much longer retention time than conventional refresh operation; (iii) Proposed custom cluster design with locally shared computing units, achieving high memory density, reduced variation impact, and further high accuracy; (iv) High measured endurance over 1010 cycles for AFeFETs. Measurements and evaluation results show that the proposed 1T1AF eDRAM CiM achieves a record-high memory density of 4.84 Mb/mm2, ultra-long retention time of 105 s, a high compute density of 6.35 TOPS/mm2, and a high Cifar-10 accuracy of 91.9%, showing great potential for dense and robust eDRAM CiM designs.
AB - This paper, for the first time, reports the Anti-Ferroelectric FET (AFeFET)-based capacitor-less eDRAM Computing-in-Memory (CiM) with high memory density, long retention time, and high robustness and accuracy. The highlights include: (i) First fabricated AFeFET-based CiM cell, i.e., 1T1AF eDRAM cell, with Amorphous- Indium-Gallium-Zinc-Oxide (a-IGZO) channel length (LCH) of 25 nm; (ii) Proposed Almost-Refresh-Free (ARF) operation using the positive hysteresis window of AFeFETs with much longer retention time than conventional refresh operation; (iii) Proposed custom cluster design with locally shared computing units, achieving high memory density, reduced variation impact, and further high accuracy; (iv) High measured endurance over 1010 cycles for AFeFETs. Measurements and evaluation results show that the proposed 1T1AF eDRAM CiM achieves a record-high memory density of 4.84 Mb/mm2, ultra-long retention time of 105 s, a high compute density of 6.35 TOPS/mm2, and a high Cifar-10 accuracy of 91.9%, showing great potential for dense and robust eDRAM CiM designs.
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U2 - 10.1109/IEDM50854.2024.10873490
DO - 10.1109/IEDM50854.2024.10873490
M3 - Conference contribution
AN - SCOPUS:86000016096
T3 - Technical Digest - International Electron Devices Meeting, IEDM
BT - 2024 IEEE International Electron Devices Meeting, IEDM 2024
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2024 IEEE International Electron Devices Meeting, IEDM 2024
Y2 - 7 December 2024 through 11 December 2024
ER -