TY - JOUR
T1 - A review of SRAM-based compute-in-memory circuits
AU - Yoshioka, Kentaro
AU - Ando, Shimpei
AU - Miyagi, Satomi
AU - Chen, Yung Chin
AU - Zhang, Wenlun
N1 - Publisher Copyright:
© 2024 The Author(s). Published on behalf of The Japan Society of Applied Physics by IOP Publishing Ltd.
PY - 2024/12/2
Y1 - 2024/12/2
N2 - This paper presents a tutorial and review of Static Random Access Memory-based compute-in-memory (CIM) circuits, with a focus on both digital CIM (DCIM) and analog CIM (ACIM) implementations. We explore the fundamental concepts, architectures, and operational principles of CIM technology. The review compares DCIM and ACIM approaches, examining their respective advantages and challenges. DCIM offers high computational precision and process scaling benefits, while ACIM provides superior power and area efficiency, particularly for medium-precision applications. We analyze various ACIM implementations, including current-based, time-based, and charge-based approaches, with a detailed look at charge-based ACIMs. The paper also discusses emerging hybrid CIM architectures that combine DCIM and ACIM to leverage the strengths of both approaches.
AB - This paper presents a tutorial and review of Static Random Access Memory-based compute-in-memory (CIM) circuits, with a focus on both digital CIM (DCIM) and analog CIM (ACIM) implementations. We explore the fundamental concepts, architectures, and operational principles of CIM technology. The review compares DCIM and ACIM approaches, examining their respective advantages and challenges. DCIM offers high computational precision and process scaling benefits, while ACIM provides superior power and area efficiency, particularly for medium-precision applications. We analyze various ACIM implementations, including current-based, time-based, and charge-based approaches, with a detailed look at charge-based ACIMs. The paper also discusses emerging hybrid CIM architectures that combine DCIM and ACIM to leverage the strengths of both approaches.
KW - analog compute in memory
KW - compute in memory
KW - digital compute in memory
UR - https://www.scopus.com/pages/publications/85212223121
UR - https://www.scopus.com/inward/citedby.url?scp=85212223121&partnerID=8YFLogxK
U2 - 10.35848/1347-4065/ad93e0
DO - 10.35848/1347-4065/ad93e0
M3 - Review article
AN - SCOPUS:85212223121
SN - 0021-4922
VL - 63
JO - Japanese Journal of Applied Physics, Part 1: Regular Papers and Short Notes and Review Papers
JF - Japanese Journal of Applied Physics, Part 1: Regular Papers and Short Notes and Review Papers
IS - 12
M1 - 120802
ER -