Enabling Normally-Off in Situ Computing with a Magneto-Electric FET-Based SRAM Design
Document Type
Article
Publication Date
4-1-2024
Abstract
As an emerging post-CMOS Field Effect Transistor, magneto-electric field-effect transistors (MEFETs) offer compelling design characteristics for logic and memory applications, such as high-speed switching, low power consumption, and nonvolatility. In this article, for the first time, a nonvolatile MEFET-based SRAM design named ME-SRAM is proposed for edge applications which can remarkably save the SRAM static power consumption in the idle state through a fast backup-restore process. To enable normally- OFF in situ computing, the ME-SRAM cell is integrated into a novel processing-in-SRAM architecture that exploits a hardware-optimized bitline computing approach for the execution of Boolean logic operations between operands housed in a memory sub-array within a single clock cycle. Our device-to-architecture evaluation results on Binary convolutional neural network acceleration show the robust performance of ME-SRAM while reducing energy consumption on average by a factor of compared to the best in-SRAM designs.
Identifier
85186068403 (Scopus)
Publication Title
IEEE Transactions on Electron Devices
External Full Text Location
https://doi.org/10.1109/TED.2024.3366172
e-ISSN
15579646
ISSN
00189383
First Page
2742
Last Page
2748
Issue
4
Volume
71
Recommended Citation
Najafi, Deniz; Morsali, Mehrdad; Zhou, Ranyang; Roohi, Arman; Marshall, Andrew; Misra, Durga; and Angizi, Shaahin, "Enabling Normally-Off in Situ Computing with a Magneto-Electric FET-Based SRAM Design" (2024). Faculty Publications. 527.
https://digitalcommons.njit.edu/fac_pubs/527