TY - JOUR
T1 - RRAM-Based Single Device for Vector Multiplication and Multibit Storage with Ultrahigh Area Efficiency
AU - Shen, Yang
AU - Pan, Zhoujie
AU - Jin, Mengge
AU - Gao, Jintian
AU - Sun, Yabin
AU - Tian, He
AU - Ren, Tian Ling
N1 - Publisher Copyright:
© 1963-2012 IEEE.
PY - 2025
Y1 - 2025
N2 - Considering that Von Neumann architecture has bottlenecks in both speed and power consumption, in-memory computation is a promising solution. The in-memory computation needs to be carried out in an array composed of storage units, which can be resistive random access memory (RRAM). When using RRAMs, the data storage density can be increased by taking advantage of their multiresistive state characteristics. However, the lack of reliability is a common problem of RRAM, and it is difficult to realize high long range cyclic characteristics purely from the principle. In this work, a new 3-D device based on RRAM is proposed, which is able to realize 2-bit vector multiplication and multibit storage. Analysis and SPICE simulation are conducted to validate the feasibility. The proposed device does not need to join the write-checking process and can greatly promote the improvement of area, storage density, and operation speed, providing a new route for the future in-memory computing. Compared to traditional CMOS circuits used for vector multiplication, our proposed device can achieve 93.75% reduction in terms of number of devices.
AB - Considering that Von Neumann architecture has bottlenecks in both speed and power consumption, in-memory computation is a promising solution. The in-memory computation needs to be carried out in an array composed of storage units, which can be resistive random access memory (RRAM). When using RRAMs, the data storage density can be increased by taking advantage of their multiresistive state characteristics. However, the lack of reliability is a common problem of RRAM, and it is difficult to realize high long range cyclic characteristics purely from the principle. In this work, a new 3-D device based on RRAM is proposed, which is able to realize 2-bit vector multiplication and multibit storage. Analysis and SPICE simulation are conducted to validate the feasibility. The proposed device does not need to join the write-checking process and can greatly promote the improvement of area, storage density, and operation speed, providing a new route for the future in-memory computing. Compared to traditional CMOS circuits used for vector multiplication, our proposed device can achieve 93.75% reduction in terms of number of devices.
KW - Multibit storage
KW - SPICE simulation
KW - resistive random access memory (RRAM)
KW - single device vector multiplication
UR - https://www.scopus.com/pages/publications/85211331885
U2 - 10.1109/TED.2024.3508666
DO - 10.1109/TED.2024.3508666
M3 - 文章
AN - SCOPUS:85211331885
SN - 0018-9383
VL - 72
SP - 266
EP - 270
JO - IEEE Transactions on Electron Devices
JF - IEEE Transactions on Electron Devices
IS - 1
ER -