CCSS: Collaborative Research: Learn-and-Adapt to Manage Dynamic Cyber-Physical Networks
CCSS: Collaborative Research: Learn-and-Adapt to Manage Dynamic Cyber-Physical Networks
批准号:
1711471
负责人:
Georgios Giannakis
金额:
$32.78万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2017
资助国家:
美国
项目状态:
已结题
起止时间:
2017-07-01 至 2020-06-30
中文摘要
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英文摘要
This project investigates algorithmic innovations targeting the cyber-physical system (CPS) opportunities emerging from cloud, transportation, and power networks. The envisioned advances pertain to models and algorithms for learn-and-adapt approaches to managing CPS; online data-driven workload balancing for sustainable data center networks; real-time traffic management for transportation networks in smart cities; and learning-aided online decentralized energy management for smart power networks.The proposed research has great potential for social, environmental, and economic benefits, as it directly impacts the wireless Internet, scalable cloud networks, intelligent transportation, and microgrids supporting smart homes and cars. Cloud users' experience can be enhanced with markedly low request delay. Smart cars can end up consuming less fuel, and experience less waiting time at road intersections due to efficient signal control and vehicle routing. Finally, power grid operators can benefit from relaxed battery capacity requirements and fast electric vehicle charging at substations. Broader transformative impact will be effected by reaching out to middle-school students and the community, involving undergraduates in research, increasing participation of under-represented minorities, and promoting a scientifically literate public.
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Finite-Sample Analysis of Decentralized Temporal-Difference Learning with Linear Function Approximation
线性函数逼近的分散式时差学习的有限样本分析
DOI:
--
发表时间:
2019-11
期刊:
arXiv
影响因子:
--
作者:
[J Sun, G Wang, GB Giannakis, Q Yang, Z Yang]
通讯作者:
Z Yang
DOI:
--
发表时间:
2020-06
期刊:
影响因子:
--
作者:
[Qin Lu;G. V. Karanikolas;Yanning Shen;G. Giannakis]
通讯作者:
Qin Lu;G. V. Karanikolas;Yanning Shen;G. Giannakis
Real-Time Energy Management in Microgrids With Reduced Battery Capacity Requirements
微电网中的实时能源管理,降低电池容量要求
DOI:
10.1109/tsg.2017.2783894
发表时间:
2019-03
期刊:
IEEE Transactions on Smart Grid
影响因子:
9.6
作者:
[Bingcong Li, Tianyi Chen, Xin Wang, Georgios B. Giannakis]
通讯作者:
Georgios B. Giannakis
Distribution System State Estimation Using Data- and Physics-Driven Deep Neural Networks
使用数据和物理驱动的深度神经网络进行配电系统状态估计
DOI:
--
发表时间:
2019
期刊:
Proc. of IEEE Data Science Workshop
影响因子:
--
作者:
[Zhang, L., Wang, G., Giannakis, G. B.]
通讯作者:
Giannakis, G. B.
DOI:
10.1109/jproc.2018.2804318
发表时间:
2018-05-01
期刊:
PROCEEDINGS OF THE IEEE
影响因子:
20.6
作者:
[Giannakis, Georgios B., Shen, Yanning, Karanikolas, Georgios Vasileios]
通讯作者:
Karanikolas, Georgios Vasileios
共 74 条
Collaborative Research: ECCS-CCSS Core: Resonant-Beam based Optical-Wireless Communication
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批准号:2332173
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项目类别:Standard Grant
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资助金额:$20.0万
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财政年份:2024
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负责人:Georgios Giannakis
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依托单位:
Collaborative Research: CIF: Medium: Robust Learning over Graphs
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批准号:2312547
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项目类别:Continuing Grant
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资助金额:$35.67万
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财政年份:2023
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负责人:Georgios Giannakis
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依托单位:
IMR: MM-1C: Learning-driven Models for 5G Internet Measurements
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批准号:2220292
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项目类别:Standard Grant
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资助金额:$60.0万
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财政年份:2022
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负责人:Georgios Giannakis
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依托单位:
Collaborative Research: SWIFT: Cognitive-IoV with Simultaneous Sensing and Communications via Dynamic RF Front End
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批准号:2128593
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项目类别:Standard Grant
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资助金额:$42.0万
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财政年份:2021
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负责人:Georgios Giannakis
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依托单位:
CCSS: Online Learning for IoT Monitoring and Management
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批准号:2126052
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项目类别:Standard Grant
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资助金额:$41.5万
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财政年份:2021
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负责人:Georgios Giannakis
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依托单位:
Hybrid mmWave mMIMO Transceiver Design for Doubly-Selective Channels
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批准号:2102312
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项目类别:Standard Grant
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资助金额:$34.45万
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财政年份:2020
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负责人:Georgios Giannakis
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依托单位:
CPS: Medium: Collaborative Research: Collective Intelligence for Proactive Autonomous Driving (CI-PAD)
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批准号:2103256
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项目类别:Standard Grant
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资助金额:$95.83万
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财政年份:2020
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负责人:Georgios Giannakis
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依托单位:
CIF: Medium: Adaptive Diffusions for Scalable and Robust Learning over Graphs
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批准号:1901134
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项目类别:Standard Grant
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资助金额:$70.22万
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财政年份:2019
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负责人:Georgios Giannakis
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依托单位:
CCSS: Collaborative Research: Smart-Grid Powered Green Communications in Heterogeneous Networks
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批准号:1508993
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项目类别:Standard Grant
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资助金额:$20.4万
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财政年份:2015
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负责人:Georgios Giannakis
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依托单位:
EAGER-DynamicData: Judicious Censoring, Random Sketching, and Efficient Validate for Learning Patterns from Dynamically-Changing and Large-Scale Data Sets
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批准号:1500713
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项目类别:Standard Grant
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资助金额:$30.0万
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财政年份:2015
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负责人:Georgios Giannakis
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依托单位:
CIF: Collaborative Research: Parallel Online Algorithms for Large-Scale MRI
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批准号:1514056
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项目类别:Standard Grant
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资助金额:$16.49万
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财政年份:2015
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负责人:Georgios Giannakis
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依托单位:
ECCS-EPCN: Stochastic Power Control and Learning for Energy Grids
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批准号:1509040
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项目类别:Standard Grant
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资助金额:$30.0万
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财政年份:2015
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负责人:Georgios Giannakis
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依托单位:
CyberSEES: Type 2: Collaborative Research: Tenable Power Distribution Networks
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批准号:1442686
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项目类别:Standard Grant
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资助金额:$62.02万
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财政年份:2014
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负责人:Georgios Giannakis
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依托单位:
CIF: Small: Collaborative Research: From Communication to Power Networks: Adaptive Energy Management for Power Systems with Renewables
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批准号:1423316
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项目类别:Standard Grant
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资助金额:$25.48万
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财政年份:2014
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负责人:Georgios Giannakis
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依托单位:
EARS: Collaborative: Comprehensive Network State Inference for Robust and Policy-Cognizant Spectrum Access
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批准号:1343248
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项目类别:Standard Grant
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资助金额:$77.5万
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财政年份:2013
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负责人:Georgios Giannakis
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依托单位:
Modeling, Monitoring, and Optimization of Cognitive Networks
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批准号:1202135
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项目类别:Standard Grant
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资助金额:$37.06万
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财政年份:2012
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负责人:Georgios Giannakis
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依托单位:
Sparsity-Aware RF Cartography for Cognitive Networks
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批准号:1002180
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项目类别:Standard Grant
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资助金额:$39.17万
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财政年份:2010
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负责人:Georgios Giannakis
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依托单位:
CIF: Small: Exploiting Sparsity for Dimensionality Reduction
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批准号:1016605
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项目类别:Standard Grant
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资助金额:$10.0万
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财政年份:2010
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负责人:Georgios Giannakis
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依托单位:
Theoretical Foundations for Wireless Communication Networks
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批准号:0830480
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项目类别:Standard Grant
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资助金额:$30.0万
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财政年份:2008
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负责人:Georgios Giannakis
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依托单位:
IHCS: A Stochastic Framework for Robust Wireless Networking
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批准号:0824007
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项目类别:Standard Grant
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资助金额:$30.0万
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财政年份:2008
-
负责人:Georgios Giannakis
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依托单位:
海外基金