Challenges and Opportunities: From Near-memory Computing to In-memory Computing

被引：30

作者：

Khoram, Soroosh ^{[1
]}

Zha, Yue ^{[1
]}

Zhang, Jialiang ^{[1
]}

Li, Jing ^{[1
]}

机构：

[1] Univ Wisconsin, Dept Elect & Comp Engn, 1415 Johnson Dr, Madison, WI 53706 USA

来源：

ISPD'17: PROCEEDINGS OF THE 2017 ACM INTERNATIONAL SYMPOSIUM ON PHYSICAL DESIGN | 2017年

关键词：

In-memory processing; Near-memory processing; Nonvolatile Memory; 3D Integration; DEVICE; DRAM; RAM;

D O I：

10.1145/3036669.3038242

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

The confluence of the recent advances in technology and the ever-growing demand for large-scale data analytics created a renewed interest in a decades-old concept, processing-in-memory (PIM). PIM, in general, may cover a very wide spectrum of compute capabilities embedded in close proximity to or even inside the memory array. In this paper, we present an initial taxonomy for dividing PIM into two broad categories: 1) Near-memory processing and 2) In-memory processing. This paper highlights some interesting work in each category and provides insights into the challenges and possible future directions.

引用

页码：43 / 46

页数：4

共 50 条

[41] Benchmarking In-Memory Computing Architectures
Shanbhag, Naresh R.
Roy, Saion K.
IEEE OPEN JOURNAL OF THE SOLID-STATE CIRCUITS SOCIETY, 2022, 2 : 288 - 300
[42] Approximate Memristive In-memory Computing
Yantir, Hasan Erdem
Eltawil, Ahmed M.
Kurdahi, Fadi J.
ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 2017, 16
[43] Automated Synthesis for In-Memory Computing
Rashed, Muhammad Rashedul Haq
Thijssen, Sven
Jha, Sumit Kumar
Ewetz, Rickard
2023 IEEE/ACM INTERNATIONAL CONFERENCE ON COMPUTER AIDED DESIGN, ICCAD, 2023,
[44] Parallel in-memory wireless computing
Wang, Cong
Ruan, Gong-Jie
Yang, Zai-Zheng
Yangdong, Xing-Jian
Li, Yixiang
Wu, Liang
Ge, Yingmeng
Zhao, Yichen
Pan, Chen
Wei, Wei
Wang, Li-Bo
Cheng, Bin
Zhang, Zaichen
Zhang, Chuan
Liang, Shi-Jun
Miao, Feng
NATURE ELECTRONICS, 2023, 6 (05) : 381 - 389
[45] In-memory computing on a photonic platform
Rios, Carlos
Youngblood, Nathan
Cheng, Zengguang
Le Gallo, Manuel
Pernice, Wolfram H. P.
Wright, C. David
Sebastian, Abu
Bhaskaran, Harish
SCIENCE ADVANCES, 2019, 5 (02):
[46] Parallel in-memory wireless computing
Cong Wang
Gong-Jie Ruan
Zai-Zheng Yang
Xing-Jian Yangdong
Yixiang Li
Liang Wu
Yingmeng Ge
Yichen Zhao
Chen Pan
Wei Wei
Li-Bo Wang
Bin Cheng
Zaichen Zhang
Chuan Zhang
Shi-Jun Liang
Feng Miao
Nature Electronics, 2023, 6 : 381 - 389
[47] In-Memory Computing with Memristor Arrays
Li, Can
Belkin, Daniel
Li, Yunning
Yan, Peng
Hu, Miao
Ge, Ning
Jiang, Hao
Montgomery, Eric
Lin, Peng
Wang, Zhongrui
Strachan, John Paul
Barnell, Mark
Wu, Qing
Williams, R. Stanley
Yang, J. Joshua
Xia, Qiangfei
2018 IEEE 10TH INTERNATIONAL MEMORY WORKSHOP (IMW), 2018, : 161 - 164
[48] Special Issue on In-Memory Computing
Das, Reetuparna
IEEE MICRO, 2022, 42 (01) : 87 - 88
[49] HNMC: Hybrid Near-Memory Computing Circuit for Neural Network Acceleration
Liu, Xiyan
Liu, Qiang
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2024, 71 (11) : 4763 - 4767
[50] AI: From Deep Learning to In-Memory Computing
Lung, Hsiang-Lan
METROLOGY, INSPECTION, AND PROCESS CONTROL FOR MICROLITHOGRAPHY XXXIII, 2019, 10959

← 1 2 3 4 5 →