Gravity-based heuristic for set covering problems and its application in fault diagnosis
Gravity-based heuristic for set covering problems and its application in fault diagnosis作者机构:Naval University of Engineering Wuhan 430033 E R. China Troops 54645 of the PLA Zhanjiang 524022 P. R. China
出 版 物:《Journal of Systems Engineering and Electronics》 (系统工程与电子技术(英文版))
年 卷 期:2012年第23卷第3期
页 面:391-398页
核心收录:
学科分类:12[管理学] 1201[管理学-管理科学与工程(可授管理学、工学学位)] 07[理学] 081104[工学-模式识别与智能系统] 08[工学] 070105[理学-运筹学与控制论] 0835[工学-软件工程] 0811[工学-控制科学与工程] 0701[理学-数学] 0812[工学-计算机科学与技术(可授工学、理学学位)]
基 金:supported by the National Natural Science Foundation of China (41006058 50909096)
主 题:set covering problem (SCP) gravity force binary search space fault diagnosis.
摘 要:A novel algorithm named randomized binary gravita- tional search (RBGS) algorithm is proposed for the set covering problem (SCP). It differs from previous SCP approaches because it does not work directly on the SCP matrix. In the proposed algo- rithm, the solution of SCP is viewed as multi-dimension position of objects in the binary search space. All objects in the space attract each other by the gravity force, and this force causes a global movement of all objects towards the objects with heavier masses which correspond to good solutions. Computation results show that the proposed algorithm is very competitive. In addition, the proposed aigodthm is extended for SCP to solve the fault diagno- sis problem in graph-based systems.