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BSF: 2014012: Robust Solutions for Distributed Constraint Optimization Problems

BSF: 2014012: Robust Solutions for Distributed Constraint Optimization Problems
BSF:2014012:分布式约束优化问题的鲁棒解决方案
批准号:
1810970
负责人:
William Yeoh
金额:
$2.48万
依托单位:
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:
2017-09-01 至 2020-08-31

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中文摘要
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英文摘要
Distributed constraint optimization problems (DCOPs) have been shown to be useful in modeling various distributed combinatorial optimization problems, including meeting scheduling, sensor network, and power management problems. However, many of these problems are not only distributed in nature but dynamic as well. For example, a disaster rescue scenario can include dynamic events like the collapse of buildings, detection of new survivors, and spread of fires. Previous attempts to cope with dynamism in DCOPs have focused on reactively finding a new solution when an event occurs.In this project, the PI will take a proactive approach by taking possible future events into consideration when searching for solutions. This research will result in (1) a newly designed Robust DCOP (R_DCOP) model that will include a probabilistic scheme representing the likelihood of dynamic events; and (2) R_DCOP algorithms that will address the stochastic elements of the problem. The broader impacts of this research project are two fold: (1) Through this research, the PI will build the foundations for a general robust DCOP model that can be applied in dynamic environments and spur deployment of DCOP algorithms in the real world; and (2) This project will support broadening participation of underrepresented students at NMSU, a minority- and Hispanic-serving institution.
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Collaborative Research: RI: Small: End-to-end Learning of Fair and Explainable Schedules for Court Systems
  • 批准号:
    2232055
  • 项目类别:
    Standard Grant
  • 资助金额:
    $25.0万
  • 财政年份:
    2023
  • 负责人:
    William Yeoh
  • 依托单位:
NRT-AI: AI Advancements and Convergence in Computational, Environmental, and Social Sciences (AI-ACCESS)
  • 批准号:
    2244165
  • 项目类别:
    Standard Grant
  • 资助金额:
    $299.01万
  • 财政年份:
    2023
  • 负责人:
    William Yeoh
  • 依托单位:
Doctoral Consortium at the 2020 International Joint Conference on Artificial Intelligence (IJCAI 2020)
  • 批准号:
    2016182
  • 项目类别:
    Standard Grant
  • 资助金额:
    $2.0万
  • 财政年份:
    2020
  • 负责人:
    William Yeoh
  • 依托单位:
RI: Small: Collaborative Research: Preference Elicitation and Device Scheduling for Smart Homes
  • 批准号:
    1812619
  • 项目类别:
    Standard Grant
  • 资助金额:
    $30.0万
  • 财政年份:
    2018
  • 负责人:
    William Yeoh
  • 依托单位:
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