DOAJ Open Access 2024

A Survey of Computing-in-Memory Processor: From Circuit to Application

Wenyu Sun Jinshan Yue Yifan He Zongle Huang Jingyu Wang +5 lainnya

Abstrak

The computing-in-memory (CIM) technique is emerging with the evolvement of big data and artificial intelligence (AI) application. The manuscript presents a systematic review of existing CIM works in a bottom-up view from circuit to application. Various types of CIM circuits based on different volatile/nonvolatile devices are introduced. The micro CIM architectures are illustrated to support multibit precision computation. After that, several types of processor-level CIM chips are analyzed to reveal the system architecture design considerations. The corresponding CIM tool chains and applications beyond AI applications are also introduced. From circuit to application levels, this manuscript analyzes the design tradeoffs, remained challenges, and possible future design trends at different design hierarchies of CIM processors.

Topik & Kata Kunci

Electric apparatus and materials. Electric circuits. Electric networks

Penulis (10)

Wenyu Sun

Jinshan Yue

Yifan He

Zongle Huang

Jingyu Wang

Wenbin Jia

Yaolei Li

Luchang Lei

Hongyang Jia

Yongpan Liu

Format Sitasi

APA MLA BibTeX

Sun, W., Yue, J., He, Y., Huang, Z., Wang, J., Jia, W. et al. (2024). A Survey of Computing-in-Memory Processor: From Circuit to Application. https://doi.org/10.1109/OJSSCS.2023.3328290

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Informasi Jurnal

Tahun Terbit: 2024
Sumber Database: DOAJ
DOI: 10.1109/OJSSCS.2023.3328290
Akses: Open Access ✓