A cascade evolutionary algorithm for the bodyguard allocation problem

被引:1
|
作者
Zatarain-Aceves, Hector [1 ]
Alberto Fernandez-Zepeda, Jose [1 ]
Brizuela, Carlos A. [1 ]
Fajardo-Delgado, Daniel [2 ]
机构
[1] CICESE, Dept Comp Sci, Ensenada 22860, Baja California, Mexico
[2] ITCG, Dept Syst & Computat, Guzman 49100, JAL, Mexico
关键词
Bodyguard allocation problem; Evolutionary algorithm; Cascade evolutionary algorithm; DANDELION CODE; SPANNING-TREES;
D O I
10.1016/j.asoc.2015.08.056
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The bodyguard allocation problem (BAP) is an optimization problem that illustrates the behavior of processes with contradictory individual goals in some distributed systems. The objective function of this problem is the maximization of a parameter called the social welfare. Although the main method proposed to solve this problem, known as CBAP, is simple and time efficient, it lacks the ability to generate a diverse set of solutions, which is one of the most important feature to improve the chances to reach the global optimum. To overcome this drawback, we address the BAP with an evolutionary algorithm, the EBAP. Later, we take advantage of the best properties of both algorithms, EBAP and CBAP, to generate a two-stage cascade evolutionary algorithm called FFC-BAP. Extensive experimental results show that the algorithm FFC-BAP outperforms both the EBAP and the CBAP, in terms of quality of solutions. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:643 / 651
页数:9
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