Collaborative Research: CNS Core:Small:IMPERIAL: In-Memory Processing Enhanced Racetrack Inspired by Accessing Laterally
Collaborative Research: CNS Core:Small:IMPERIAL: In-Memory Processing Enhanced Racetrack Inspired by Accessing Laterally
批准号:
2133267
负责人:
Jingtong Hu
金额:
$32.0万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2021
资助国家:
美国
项目状态:
已结题
起止时间:
2021-10-01 至 2024-09-30
中文摘要
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英文摘要
Next generation mobile systems require memory and storage with unprecedented density and access speed that meets strict power/energy and reliability constraints. Moreover, these systems can benefit from application specific acceleration on data intensive workloads. For instance, Internet of Things (IoT) devices are tasked with acquiring, storing, and processing vast amounts of acquired information. Edge systems may slightly relax power/energy constraints, but can benefit from acceleration of machine learning, security, or other application specific tasks while maintaining quality of service on tasks from simultaneous disparate users. This project explores applying a new and understudied emerging memory technology called domain-wall memory (DWM) and its application to the needs of mobile and edge devices. DWM has properties that can be exploited to increase storage density, access speed, and to relieve the memory access bottleneck that exists in modern systems. The PIs will leverage their expertise to create a cross-layer design approach spanning the device/circuit- through system-level to develop a novel cross-DWM (XDWM) memory architecture with lateral read and write access capabilities. These innovations will revolutionize storage and processing for next generation mobile and edge devices by providing synergistic data storage and efficient processing-in-memory (PIM) with hooks for reliability. A cross-layer evaluation methodology will be adopted to cover prototype fabrication, device-level characterization, architecture-level simulation, and full system integration and emulation to explore the PIM. The transformative nature of this research is a disruptive new memory system that is dense, reliable, energy-efficient, ultra low latency with compute capability that can revolutionize the storage and processing capabilities of next generation computing systems. Such systems particularly include IoT, mobile and secure shared use edge systems but also apply to high performance computing and cloud systems. Further impacts of the proposed research include the integration of various education and advocacy activities based on the resources available to the two PIs such as (i) outreach for local K-12 students through Pitt's “Investing Now” summer school and USF's “Engineering Day” and Expo, where Engineering solutions are showcased to approximately 10,000 K-12 students/parents/teachers. (ii) inclusivity: Both PIs have a track record of including Under-represented Minority (URM) students.. They will continue to focus on URM representation in their team. (iii) curriculum: course integration of the research at both sites.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.
期刊论文(3)
专著(0)
科研奖励(0)
会议论文
Sustainable AI Processing at the Edge
边缘的可持续人工智能处理
DOI:
10.1109/mm.2022.3220399
发表时间:
2023
期刊:
IEEE Micro
影响因子:
3.6
作者:
[Ollivier, Sebastien, Li, Sheng, Tang, Yue, Cahoon, Stephen, Caginalp, Ryan, Chaudhuri, Chayanika, Zhou, Peipei, Tang, Xulong, Hu, Jingtong, Jones, Alex K.]
通讯作者:
Jones, Alex K.
DOI:
10.1109/mm.2022.3195761
发表时间:
2022-11
期刊:
IEEE Micro
影响因子:
3.6
作者:
[S. Ollivier;Xinyi Zhang;Yue Tang;C. Choudhuri;Jingtong Hu;A.K. Jones]
通讯作者:
S. Ollivier;Xinyi Zhang;Yue Tang;C. Choudhuri;Jingtong Hu;A.K. Jones
Toward Comprehensive Shifting Fault Tolerance for Domain-Wall Memories with PIETT
利用 PIETT 实现域壁存储器的全面移位容错
DOI:
10.1109/tc.2022.3188206
发表时间:
2022
期刊:
IEEE Transactions on Computers
影响因子:
3.7
作者:
[Ollivier, Sebastien, Longofono, Stephen, Dutta, Prayash, Hu, Jingtong, Bhanja, Sanjukta, Jones, Alex K.]
通讯作者:
Jones, Alex K.
Collaborative Research: FuSe: R3AP: Retunable, Reconfigurable, Racetrack-Memory Acceleration Platform
-
批准号:2328972
-
项目类别:Continuing Grant
-
资助金额:$59.36万
-
财政年份:2024
-
负责人:Jingtong Hu
-
依托单位:
Collaborative Research: DESC: Type I: FLEX: Building Future-proof Learning-Enabled Cyber-Physical Systems with Cross-Layer Extensible and Adaptive Design
-
批准号:2324937
-
项目类别:Standard Grant
-
资助金额:$30.0万
-
财政年份:2024
-
负责人:Jingtong Hu
-
依托单位:
Collaborative Research: CNS Core: Small: Towards Unsupervised Learning on Resource Constrained Edge Devices with Novel Statistical Contrastive Learning Scheme
-
批准号:2122320
-
项目类别:Standard Grant
-
资助金额:$25.0万
-
财政年份:2021
-
负责人:Jingtong Hu
-
依托单位:
Collaborative Research:CNS Core: Small: Intermittent and Incremental Inference with Statistical Neural Network for Energy-Harvesting Powered Devices
-
批准号:2007274
-
项目类别:Standard Grant
-
资助金额:$25.0万
-
财政年份:2020
-
负责人:Jingtong Hu
-
依托单位:
RAPID:Collaborative:Independent Component Analysis Inspired Statistical Neural Networks for 3D CT Scan Based Edge Screening of COVID-19
-
批准号:2027546
-
项目类别:Standard Grant
-
资助金额:$7.5万
-
财政年份:2020
-
负责人:Jingtong Hu
-
依托单位:
IRES Track I: International Research Experience for Students on Non-Volatile Processor Based Self-Powered Embedded Systems
-
批准号:1827009
-
项目类别:Standard Grant
-
资助金额:$30.0万
-
财政年份:2018
-
负责人:Jingtong Hu
-
依托单位:
SHF: Small: Collaborative Research: Multi-level Non-volatile FPGA Synthesis to Empower Efficient Self-adaptive System Implementations
-
批准号:1820537
-
项目类别:Standard Grant
-
资助金额:$12.2万
-
财政年份:2017
-
负责人:Jingtong Hu
-
依托单位:
CRII: CSR: Enabling Efficient Non-Volatile Processors on Energy Harvesting Powered Embedded Systems
-
批准号:1830891
-
项目类别:Standard Grant
-
资助金额:$8.96万
-
财政年份:2017
-
负责人:Jingtong Hu
-
依托单位:
SHF: Small: Collaborative Research: Multi-level Non-volatile FPGA Synthesis to Empower Efficient Self-adaptive System Implementations
-
批准号:1527506
-
项目类别:Standard Grant
-
资助金额:$25.0万
-
财政年份:2015
-
负责人:Jingtong Hu
-
依托单位:
CRII: CSR: Enabling Efficient Non-Volatile Processors on Energy Harvesting Powered Embedded Systems
-
批准号:1464429
-
项目类别:Standard Grant
-
资助金额:$17.48万
-
财政年份:2015
-
负责人:Jingtong Hu
-
依托单位:
国内基金
海外基金
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