EPSCoR Research Fellows:NSF:Memristor Based Computing-in-Memory for Neuromorphic System:Design,Optimization,and Fabrication

项目来源

美国国家科学基金(NSF)

项目主持人

Jinhui Wang

项目受资助机构

GEORGIA INSTITUTE OF TECHNOLOGY

项目编号

2428981

财政年度

2025,2024

立项时间

未公开

研究期限

未知 / 未知

项目级别

国家级

受资助金额

600000.00美元

学科

未公开

学科代码

未公开

基金类别

Standard Grant

关键词

EPSCoR RII:EPSCoR Research Fe ; EXP PROG TO STIM COMP RES

参与者

未公开

参与机构

UNIVERSITY OF SOUTH ALABAMA

项目标书摘要:Generative AI,such as ChatGPT,along with AI image and video generation platforms,have recently taken the world by storm.However,recent studies have revealed that running AI engines consumes a staggering amount of energy.Neuromorphic systems,which utilize memristors and crossbar arrays,leverage Computing-in-Memory(CIM)technology for AI computation,demonstrating significant improvements in energy efficiency.The goal of this project is to investigate memristor-based CIM for neuromorphic systems from the perspectives of design,optimization,and fabrication.This project offers a unique opportunity for the principal investigator(PI)from the Department of Electrical and Computer Engineering(ECE)at the University of South Alabama(USA)to establish a long-term collaboration with the School of ECE at the Georgia Institute of Technology(Georgia Tech),thereby enhancing the PI’s research capabilities.This collaboration will not only broaden the PI’s research scope but also greatly benefit his career trajectory,ultimately contributing significantly to his home institution and jurisdiction during and beyond the two-year award period.This fellowship provides the PI with an excellent opportunity to explore novel AI computing systems from a hardware perspective,thus steering his research toward transformative new directions.It will also significantly contribute to the economic and technological development of this EPSCoR-eligible jurisdiction.The PI will share the knowledge and resources obtained from Georgia Tech with his colleagues and the broader community,thereby raising the overall research and educational capacity and competitiveness of his institution and jurisdiction.Based on the knowledge acquired at Georgia Tech,the PI will also organize workshops and seminars at his home institution and jurisdiction to foster broad collaborations and maximize the benefits of this fellowship.The enhanced knowledge gained through this fellowship will serve as a crucial link,connecting scientific research with practical applications in AI hardware design,and facilitating the development of future novel computing systems.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.

人员信息

Jinhui Wang(Principal Investigator):jwang231@ua.edu;

机构信息

【Georgia Institute of Technology(Performance Institution)】StreetAddress:225 North Avenue,Atlanta,Georgia,United States/ZipCode:303320315;【UNIVERSITY OF SOUTH ALABAMA】StreetAddress:307 UNIVERSITY BLVD,MOBILE,Alabama,United States/PhoneNumber:2514606333/ZipCode:36688;

项目主管部门

Office Of The Director(O/D)-OIA-Office of Integrative Activities(OIA)

项目官员

Jose Colom(Email:jcolom@nsf.gov;Phone:7032927088)

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