Variations of Ant Colony Optimization for the solution of the structural damage identification problem

被引:24
作者
Braun, Carlos E. [1 ]
Chiwiacowsky, Leonardo D. [2 ]
Gomez, Arthur T. [2 ]
机构
[1] Univ Vale do Rio dos Sinos, Master Program Civil Engn, Sao Leopoldo, Brazil
[2] Univ Vale do Rio dos Sinos, Master Program Appl Comp, Sao Leopoldo, Brazil
来源
INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, ICCS 2015 COMPUTATIONAL SCIENCE AT THE GATES OF NATURE | 2015年 / 51卷
关键词
Ant Colony Optimization; Damage Identification; Inverse Problem; Metaheuristic; Hybrid Method; ALGORITHMS;
D O I
10.1016/j.procs.2015.05.218
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this work the inverse problem of identification of structural stiffness coefficients of a damped spring-mass system is tackled. The problem is solved by using different versions of Ant Colony Optimization (ACO) metaheuristic solely or coupled with the Hooke-Jeeves (HJ) local search algorithm. The evaluated versions of ACO are based on a discretization procedure to deal with the continuous domain design variables together with different pheromone evaporation and deposit strategies and also on the frequency of calling the local search algorithm. The damage estimation is evaluated using noiseless and noisy synthetic experimental data assuming a damage configuration throughout the structure. The reported results show the hybrid method as the best choice when both rank-based pheromone deposit and a new heuristic information based on the search history are used.
引用
收藏
页码:875 / 884
页数:10
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