An improved constrained differential evolution using discrete variables (D-ICDE) for layout optimization of truss structures

被引:79
作者
Ho-Huu, V.
Nguyen-Thoi, T.
Nguyen-Thoi, M. H.
Le-Anh, L.
机构
[1] Ton Duc Thang Univ, Inst Computat Sci INCOS, Div Computat Math & Engn CME, Hochiminh City, Vietnam
[2] Ton Duc Thang Univ, Fac Civil Engn, Hochiminh City, Vietnam
关键词
(mu plus lambda) Improved differential evolution (IDE); Archiving-based adaptive tradeoff model (ArATM); Improved (mu plus lambda) constrainted differential evolution (ICDE); Discrete-ICDE (D-ICDE); Discrete variables; Truss layout optimization; FORCE METHOD; SHAPE; ALGORITHM; DESIGN; SIZE;
D O I
10.1016/j.eswa.2015.04.072
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Recently, an improved (mu + lambda) constrainted differential evolution (ICDE) has been proposed and proven to be robust and effective for solving constrainted optimization problems. However, so far, the ICDE has been developed mainly for continuous design variables, and hence it becomes inappropriate for solving layout truss optimization problems which contain both discrete and continuous variables. This paper hence fills this,gap by proposing a novel discrete variables handling technique and integrating it into original ICDE to give a so-called Discrete-ICDE (D-ICDE) for solving layout truss optimization problems. Objective functions of the optimization problems are minimum weights of the whole truss structures and constraints are stress, displacement and buckling limitations. Numerical examples of five classical truss problems are carried out and compared to other state-of-the-art optimization methods to illustrate the reliability and effectiveness of the proposed method. The D-ICDE's performance shows that it not only successfully handles discrete variables but also significantly improves the convergence of layout truss optimization problem. The D-ICDE is promising to extend for determining the optimal solution of other structural optimization problems which contain both discrete and continuous variables. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:7057 / 7069
页数:13
相关论文
共 31 条
[1]  
[Anonymous], 2009, P 2009 INT C INF ENG, DOI [DOI 10.1109/ICIECS.2009.5365328, 10.1109/ICIECS.2009.5365328]
[2]   Design of space trusses using ant colony optimization [J].
Camp, CV ;
Bichon, BJ .
JOURNAL OF STRUCTURAL ENGINEERING, 2004, 130 (05) :741-751
[3]  
Chen T. Y., 2008, ENG OPTIMIZ, V41, P39
[4]  
Chen T. Y., 2009, ENG OPTIMIZ, V41
[5]   A real-integer-discrete-coded differential evolution [J].
Datta, Dilip ;
Figueira, Jose Rui .
APPLIED SOFT COMPUTING, 2013, 13 (09) :3884-3893
[6]   A real-integer-discrete-coded particle swarm optimization for design problems [J].
Datta, Dilip ;
Figueira, Jose Rui .
APPLIED SOFT COMPUTING, 2011, 11 (04) :3625-3633
[7]   Weight minimization of trusses with genetic algorithm [J].
Dede, Tayfun ;
Bekiroglu, Serkan ;
Ayvaz, Yusuf .
APPLIED SOFT COMPUTING, 2011, 11 (02) :2565-2575
[8]   The particle swarm optimization algorithm in size and shape optimization [J].
Fourie, PC ;
Groenwold, AA .
STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2002, 23 (04) :259-267
[9]   Mixed variable structural optimization using Firefly Algorithm [J].
Gandomi, Amir Hossein ;
Yang, Xin-She ;
Alavi, Amir Hossein .
COMPUTERS & STRUCTURES, 2011, 89 (23-24) :2325-2336