NeTS: Small: Collaborative Research: Lightweight Adaptive Algorithms for Network Optimization at Scale towards Emerging Services
NeTS: Small: Collaborative Research: Lightweight Adaptive Algorithms for Network Optimization at Scale towards Emerging Services
批准号:
1814614
负责人:
My Thai
金额:
$27.2万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2018
资助国家:
美国
项目状态:
已结题
起止时间:
2018-10-01 至 2023-09-30
中文摘要
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英文摘要
The past decade has witnessed enormous transformations of information technologies. The era of cloud computing transformed how information is delivered. With more and more devices becoming ``smarter'' and ``plugged'' into the Internet (through embedded microprocessors and communication chipsets), we are entering into a new era of ``Internet of Things'' (IoT) and cyber-physical systems where the cyber world and physical world are increasingly integrated through a variety of sensors and actuators that are planted into the physical world but controlled through the cyber world. Both today's cloud services and emerging IoT applications alter the point-to-point communication paradigm of the existing IP Internet architecture, and require increasingly demanding quality-of-service (QoS) requirements. These requirements call for scalable and intelligent network algorithms for controlling and coordinating various network components and managing and optimizing resource allocations, with capabilities 1) to meet ever stringent availability, reliability and QoS requirements demanded by emerging services; 2) to cope with the enormous complexity of networked systems; 3) to effectively exploit the rich diversity and redundancy inherent in such complex systems as well as the new capabilities offered by new networking architectures and technologies. This project puts forth a three-plane view of networking as a conceptual framework to structure network functions and guide us in the network algorithmic designs for timely, resilient and resource-efficient information delivery: 1) an information plane capturing application semantics and requirements; 2) a (logically) centralized control plane; and 3) a distributed (programmable) communication (data) plane. This project postulates two design principles and challenges in network algorithms: a) the need for co-design of centralized and distributed network algorithms that can take advantage of a centralized control plane with a global view of the network state, while also enabling the distributed (programmable) network elements to make fast and intelligent decisions to adapt to the changes in the network conditions (e.g., failures); and b) the need for just-in-time (near) optimality as a key metric to gauge and guide the design of network algorithms for timely, resilient and resource-efficient information delivery. The goal of the proposed project is to develop scalable, lightweight, and adaptive algorithms for scalable and intelligent network control and optimization. The research on new network algorithms will contribute to the development of new networking technologies. The project will actively involve undergraduate students - especially female students and underrepresented minorities in the research project, e.g., via NSF REU grants as well as senior design courses and the Undergraduate Research Opportunity Programs at the PIs' institutions.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(20)
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DOI:
10.1109/globecom38437.2019.9014195
发表时间:
2019-12
期刊:
2019 IEEE Global Communications Conference (GLOBECOM)
影响因子:
--
作者:
[Lan N. Nguyen;J. D. Smith;M. Thai]
通讯作者:
Lan N. Nguyen;J. D. Smith;M. Thai
Efficient Algorithms for Monotone Non-Submodular Maximization with Partition Matroid Constraint
具有划分拟阵约束的单调非子模最大化的高效算法
DOI:
10.24963/ijcai.2022/666
发表时间:
2022
期刊:
Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence (IJCAI-22
影响因子:
--
作者:
[Nguyen, L, Thai, MT]
通讯作者:
Thai, MT
SaPHyRa: A Learning Theory Approach to Ranking Nodes in Large Networks
SaPHyRa:大型网络中节点排名的学习理论方法
DOI:
10.1109/icde53745.2022.00009
发表时间:
2022
期刊:
2022 IEEE 38th International Conference on Data Engineering (ICDE
影响因子:
--
作者:
[Thai, P, Thai, MT, Dinh, T]
通讯作者:
Dinh, T
DOI:
10.1109/tnse.2020.3015935
发表时间:
2020-10
期刊:
IEEE Transactions on Network Science and Engineering
影响因子:
6.6
作者:
[Tianyi Pan;Xiang Li;Alan Kuhnle;M. Thai]
通讯作者:
Tianyi Pan;Xiang Li;Alan Kuhnle;M. Thai
Network Resilience Assessment via QoS Degradation Metrics: An Algorithmic Approach
通过 QoS 降级指标进行网络弹性评估:一种算法方法
DOI:
10.1145/3311072
发表时间:
2019
期刊:
ACM SIGMETRICS performance evaluation review
影响因子:
--
作者:
[Nguyen, Lan, Thai, My T]
通讯作者:
Thai, My T
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