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段沛博 副教授
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硕士生导师
教师拼音名称:duanpeibo
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入职时间:2020-09-30
所在单位:软件学院
学历:博士研究生毕业
性别:男
职称:副教授
在职信息:在职
毕业院校:东北大学、悉尼科技大学
学科:
计算机应用技术
智能科学与技术
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Research Progress in Distributed Constraint Optimization Method
发布时间:2022-04-08点击次数:
第一作者: 段沛博
合写作者: 张斌,张长胜
发表刊物: Journal of Software
期号: 2016, 27(2)
卷号: 27
摘要: Multi agent system, one of important branches of distributed artificial intelligence, has been widely applied to modeling a serious of complex systems in diverse research fields. Significant research effort has sought to solve constraint programming with distributed constraint optimization which is a popular framework for multi agent system. The contributions of this research proceed from previous work in the following ways. First, based on the existing research, the applicability of distributed constraint optimization is analyzed, and general process of distributed constraint optimization algorithms is extracted. Second, a relatively complete classification of algorithms is provided from the perspective of quality assurance and solving strategies. Next, considering execution mechanism, a thorough analysis of a large number of classic algorithms proposed in recent years is carried out. Moreover, the experimental analysis of some typical algorithms with the metrics of communication, solution quality and efficiency is provided. Finally, combining the advantage of distributed constraint optimization technology, the application characteristics of distributed constraint optimization problem are proposed, and future work is discussed.
页面范围: 264-279
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