Fully CMOS‐Compatible 3‐T Embedded NOR Flash Memory Achieving 28 ns Long‐Term Potentiation/Long‐Term Depression for High‐Speed Online Training Accelerators

For the first time, a fully complementary metal–oxide–semiconductor process‐compatible novel three‐transistor (3‐T) embedded NOR flash is demonstrated on a 28 nm fully depleted silicon‐on‐insulator platform. By introducing the band‐band hot hole (BBHH) and channel hot electron (CHE) injection enabled by NMOS/PMOS pair coupling transistors, the proposed memory achieves record‐fast 28‐ns long‐term potentiation (LTP) and depression (LTD), offering high‐speed and highly reliable synaptic behavior for online training in neuromorphic hardware applications. The proposed 3‐T embedded NOR flash demonstrates highly reliable operations: only 1.36% memory window degradation and 4.7% subthreshold swing degradation after 10 7 program/erase (P/E) cycles. Moreover, its near‐zero linearity LTP/LTD operations deliver a high classification accuracy of 92% on the Modified National Institute of Standards and Technology (MNIST) datasets. Finally, the proposed device shows an exceptionally short training latency of 2.68 s for 1M MNIST images, which confirms its suitability for high‐performance training accelerators.

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Publication Details

Journal
Advanced Intelligent Systems
Published
2025-08-15
DOI
https://doi.org/10.1002/aisy.202500547
Primary Topic
Advanced Memory and Neural Computing
Type
article
Field-Weighted Citation Impact
0.00

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article

Fully CMOS‐Compatible 3‐T Embedded NOR Flash Memory Achieving 28 ns Long‐Term Potentiation/Long‐Term Depression for High‐Speed Online Training Accelerators

Woo Young Choi, Jae Seung Woo, Geun Tae Park, Kyoung Min Choi et al.
Advanced Intelligent Systems
Advanced Memory and Neural Computing
article

Fully CMOS‐Compatible 3‐T Embedded NOR Flash Memory Achieving 28 ns Long‐Term Potentiation/Long‐Term Depression for High‐Speed Online Training Accelerators

Woo Young Choi, Jae Seung Woo, Geun Tae Park, Kyoung Min Choi, Jin Ho Chang
article en

Abstract

For the first time, a fully complementary metal–oxide–semiconductor process‐compatible novel three‐transistor (3‐T) embedded NOR flash is demonstrated on a 28 nm fully depleted silicon‐on‐insulator platform. By introducing the band‐band hot hole (BBHH) and channel hot electron (CHE) injection enabled by NMOS/PMOS pair coupling transistors, the proposed memory achieves record‐fast 28‐ns long‐term potentiation (LTP) and depression (LTD), offering high‐speed and highly reliable synaptic behavior for online training in neuromorphic hardware applications. The proposed 3‐T embedded NOR flash demonstrates highly reliable operations: only 1.36% memory window degradation and 4.7% subthreshold swing degradation after 10 7 program/erase (P/E) cycles. Moreover, its near‐zero linearity LTP/LTD operations deliver a high classification accuracy of 92% on the Modified National Institute of Standards and Technology (MNIST) datasets. Finally, the proposed device shows an exceptionally short training latency of 2.68 s for 1M MNIST images, which confirms its suitability for high‐performance training accelerators.

Advanced Intelligent SystemsVol. 8(2)
Seoul National University (KR), Samsung (South Korea) (KR)
IC Design Education Center, Ministry of Science and ICT, South Korea
Openalex Percentile: Top 72%
Advanced Memory and Neural Computing
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