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Design of Ultracompact Content Addressable Memory Exploiting 1T-1MTJ Cell

  • Cheng Zhuo
  • , Zeyu Yang
  • , Kai Ni
  • , Mohsen Imani
  • , Yuxuan Luo
  • , Shaodi Wang
  • , Deming Zhang
  • , Xunzhao Yin*
  • *此作品的通讯作者

科研成果: 期刊稿件文章同行评审

摘要

Content addressable memories (CAMs) are a promising category of computing-in-memory (CiM) elements that can perform highly parallel and efficient search operations for routers, pattern matching, and other data-intensive applications. Various magnetic tunnel junction (MTJ)-based CAM designs have been proposed to realize zero standby power and high-performance search. However, due to the relatively small tunnel magneto-resistance (TMR) ratio, MTJ-based CAMs require extra transistors and differential MTJ branches to distinguish between the parallel and anti-parallel resistance states, resulting in significant area and energy overhead. In this article, we propose a device-circuit co-design approach for an ultracompact CAM design by only exploiting a 1T-1MTJ structure in each cell. We propose a 2-step search scheme to enable the parallel in-memory search operation across the proposed CAM array and demonstrate the sufficient sensing margin of the array in a successful search operation. Evaluation results suggest that our proposed 1T-1MTJ-based CAM design improves 179×/301× area efficiency compared with the state-of-the-art 15T-4MTJ/20T-6MTJ CAM design. Application benchmarking on hyperdimensional computing (HDC) inference shows a 54.6×/12.8× speedup compared with GPU/20T-6MTJ CAM-based approaches.

源语言英语
页(从-至)1450-1462
页数13
期刊IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
42
5
DOI
出版状态已出版 - 1 5月 2023

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