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题名: Adaptive PBIL algorithm and its application to solve scheduling problems
作者: Pang, Hali ; Hu KY(胡琨元) ; Hong, Zongyou
作者部门: 先进制造技术研究室
会议名称: IEEE Conference on Computer-Aided Control Systems Design
会议日期: October 4-6, 2006
会议地点: Munich, GHANA
会议主办者: IEEE
会议录: 2006 IEEE Conference on Computer-Aided Control System Design, Vols 1 and 2
会议录出版者: IEEE
会议录出版地: NEW YORK
出版日期: 2006
页码: 181-186
收录类别: CPCI(ISTP) ; EI
ISBN号: 978-0-7803-9797-2
摘要: An adaptive population-based incremental learning algorithm (APBIL) is presented basing on analyzing the characteristics of traditional PBIL algorithm in this paper. Overcoming disadvantages of traditional PBIL algorithm, the proposed APBIL algorithm can adjust learning rate and mutation probability automatically according to the evolution degree of the algorithm's searching performed. Extensive computational tests with Flow shop and Job shop scheduflng problems are carried out. The results compared with standard PBIL algorithm's and genetic algorithm's show that the proposed algorithm exceed the traditional PBIL algorithm and GA in calculation efficiency and search capability. The proposed algorithm can acquire stable high quality solution.
语种: 英语
产权排序: 2
内容类型: 会议论文
URI标识: http://ir.sia.cn/handle/173321/8208
Appears in Collections:工业信息学研究室_先进制造技术研究室_会议论文

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Recommended Citation:
Pang, Hali; 胡琨元; Hong, Zongyou.Adaptive PBIL algorithm and its application to solve scheduling problems.见:IEEE .2006 IEEE Conference on Computer-Aided Control System Design, Vols 1 and 2,NEW YORK,2006,181-186
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