E2CDA: Type I: Collaborative Research: Nanophotonic Neuromorphic Computing
E2CDA: Type I: Collaborative Research: Nanophotonic Neuromorphic Computing
批准号:
1740235
负责人:
Volker Sorger
金额:
$55.29万
依托单位国家:
美国
项目类别:
Continuing Grant
财政年份:
2017
资助国家:
美国
项目状态:
已结题
起止时间:
2017-09-15 至 2021-08-31
中文摘要
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英文摘要
With this program, the National Science Foundation has challenged the scientific community to help solve the problem of energy efficient computing. Data centers around the world spend almost equal amount of overhead power in cooling and power conversion for every Watt of computation. As society's appetite for information continues to grow, data centers will eventually consume a significant portion of the world's electricity. Today, the entire information technology industry relies on digital electronics, i.e. electrons carrying digital bits, which impose a barrier for how efficient a computational task can be, regardless of how brilliantly software routines can be engineered. This project will explore the physics of lightwaves to craft a "photonic" processor that breaks that efficiency barrier. This interdisciplinary endeavor will attempt to generate foundational science which will support future innovation in the tech industry. To the end of help building the workforce for the future, the investigators will continue their commitments in mentoring graduate and undergraduate students, and support broadening participation of women, minorities and underrepresented groups through STEM outreach, and NSF REU sites.The approach unites neuromorphic (neural network-inspired) architectures, nanophotonic devices, and emerging fabrication platforms. The technical challenge requires vertical integration of new optical devices, logic units, and control software. It utilizes diverse expertise of faculty members in nanophotonic devices, photonic systems and computer engineering. Specifically, the key points of innovation will include: 1) ultra-efficient electro-optic modulators that will act as neurons at the nanoscale; 2) reconfigurable hardware interconnection fabric on-chip that uses light as information carrier; and 3) creation of control software and benchmarks that are required to orient the project within the broader field of efficient computing. A strong experimental thrust to design, build, and demonstrate these proposed systems will serve to reduce the risk of development of this technology and pave the way for other researchers to join the emerging field of nanophotonic neuromorphic computing.
期刊论文(9)
专著(0)
科研奖励(0)
会议论文
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DOI:
10.1063/1.5109689
发表时间:
2019-10-01
期刊:
APL MATERIALS
影响因子:
6.1
作者:
[Miscuglio, Mario, Adam, Gina C., Sorger, Volker J.]
通讯作者:
Sorger, Volker J.
Advances in photonic neuromorphic computing (Conference Presentation)
光子神经形态计算的进展(会议演讲)
DOI:
10.1117/12.2509838
发表时间:
2019
期刊:
Smart Photonic and Optoelectronic Integrated Circuits XXI
影响因子:
--
作者:
[Sorger, Volker J., George, Jonathan K., Mehrabian, Armin, Shastri, Bhavin, El-Ghazawi, Tarek, Prucnal, Paul R., Lee, El-Hang, He, Sailing]
通讯作者:
He, Sailing
Energy-efficient graphene and ITO-based MZI and absorption modulators (Conference Presentation)
节能石墨烯和基于 ITO 的 MZI 和吸收调制器(会议演示)
DOI:
10.1117/12.2509723
发表时间:
2019
期刊:
Optical Components and Materials XVI
影响因子:
--
作者:
[Sorger, Volker J., Amin, Rubab, Ma, Zhizhen, Chen, Ray, Dalir, Hamed, Digonnet, Michel J., Jiang, Shibin]
通讯作者:
Jiang, Shibin
DOI:
10.1364/oe.27.005181
发表时间:
2019-02-18
期刊:
OPTICS EXPRESS
影响因子:
3.8
作者:
[George, Jonathan K., Mehrabian, Armin, Sorger, Volker J.]
通讯作者:
Sorger, Volker J.
A Design Methodology for Post-Moore’s Law Accelerators: The Case of a Photonic Neuromorphic Processor
后摩尔定律加速器的设计方法:光子神经形态处理器的案例
DOI:
10.1109/asap49362.2020.00028
发表时间:
2020
期刊:
Architectures and Processors (ASAP
影响因子:
--
作者:
[Mehrabian, Armin, Sorger, Volker J, El-Ghazawi, Tarek]
通讯作者:
El-Ghazawi, Tarek
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