Multi-objective optimization of laminated composite beam structures using NSGA-II algorithm

被引:113
作者
Vo-Duy, T. [1 ,2 ]
Duong-Gia, D. [1 ,2 ]
Ho-Huu, V. [3 ]
Vu-Do, H. C. [4 ]
Nguyen-Thoi, T. [1 ,2 ]
机构
[1] Ton Duc Thang Univ, Inst Computat Sci, Div Computat Math & Engn, Ho Chi Minh City, Vietnam
[2] Ton Duc Thang Univ, Fac Civil Engn, Ho Chi Minh City, Vietnam
[3] Delft Univ Technol, Fac Aerosp Engn, Delft, Netherlands
[4] VNUHCM Univ Sci, Fac Math & Comp Sci, Dept Mech, Ho Chi Minh, Vietnam
关键词
Multi-objective optimization; Laminated composite beam; Nondominated sorting genetic algorithm II (NSGA-II); Fiber volume fraction; Frequency constraint; MAXIMUM FUNDAMENTAL-FREQUENCY; STACKING-SEQUENCE OPTIMIZATION; FIBER-REINFORCED COMPOSITE; BUCKLING LOAD; LIGHTWEIGHT DESIGN; DIFFERENTIAL EVOLUTION; LAYERWISE OPTIMIZATION; TOPOLOGY OPTIMIZATION; SENSITIVITY-ANALYSIS; GENETIC ALGORITHM;
D O I
10.1016/j.compstruct.2017.02.038
中图分类号
O3 [力学];
学科分类号
08 ; 0801 ;
摘要
The paper deals with the multi-objective optimization problems of laminated composite beam structures. The objective function is to minimize the weight of the whole laminated composite beam and maximize the natural frequency. In particular, the simultaneous use of all the design variables such as fiber volume fractions, thickness and fiber orientation angles of layers is conducted, in which the fiber volume fractions are taken as continuous design variables with the constraint on manufacturing process while the thickness and fiber orientation angles are considered as discrete variables. The beam structure is subjected to the constraint in the natural frequency which must be greater than or equal to a predetermined frequency. For free vibration analysis of the structure, the finite element method is used with the two node Bernoulli-Euler beam element. For solving the multi-objective optimization problem, the nondominated sorting genetic algorithm II (NSGA-II) is employed. The reliability and effectiveness of the proposed approach are demonstrated through three numerical examples by comparing the current results with those of previous studies in the literature. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:498 / 509
页数:12
相关论文
共 46 条
[1]   OPTIMAL-DESIGN OF HYBRID LAMINATES WITH DISCRETE PLY ANGLES FOR MAXIMUM BUCKLING LOAD AND MINIMUM-COST [J].
ADALI, S ;
RICHTER, A ;
VERIJENKO, VE ;
SUMMERS, EB .
COMPOSITE STRUCTURES, 1995, 32 (1-4) :409-415
[2]  
Altenbach H., 2004, MECH COMPOSITE STRUC
[3]   The Artificial Bee Colony algorithm in layer optimization for the maximum fundamental frequency of symmetrical laminated composite plates [J].
Apalak, M. Kemal ;
Karaboga, Dervis ;
Akay, Bahriye .
ENGINEERING OPTIMIZATION, 2014, 46 (03) :420-437
[4]   Layer Optimization for Maximum Fundamental Frequency of Rigid Point-Supported Laminated Composite Plates [J].
Apalak, Z. Gul ;
Apalak, M. Kemal ;
Ekici, R. ;
Yildirim, M. .
POLYMER COMPOSITES, 2011, 32 (12) :1988-2000
[5]   Optimization of laminate stacking sequence for maximum buckling load using the ant colony optimization (ACO) metaheuristic [J].
Aymerich, F. ;
Serra, M. . .
COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING, 2008, 39 (02) :262-272
[6]   Stacking sequence optimization of composite plates for maximum fundamental frequency using particle swarm optimization algorithm [J].
Bargh, H. Ghashochi ;
Sadr, M. H. .
MECCANICA, 2012, 47 (03) :719-730
[7]   Design Optimization of Laminated Composite Plates with Static and Dynamic Considerations in Hygrothermal Environments [J].
Cho, Hee-Keun .
INTERNATIONAL JOURNAL OF PRECISION ENGINEERING AND MANUFACTURING, 2013, 14 (08) :1387-1394
[8]   A fast and elitist multiobjective genetic algorithm: NSGA-II [J].
Deb, K ;
Pratap, A ;
Agarwal, S ;
Meyarivan, T .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (02) :182-197
[9]   Application of modified NSGA-II algorithm to Combined Economic and Emission Dispatch problem [J].
Dhanalakshmi, S. ;
Kannan, S. ;
Mahadevan, K. ;
Baskar, S. .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2011, 33 (04) :992-1002
[10]   An optimization method for composite structures with ply-drops [J].
Fan, Hai-Tao ;
Wang, Hai ;
Chen, Xiu-Hua .
COMPOSITE STRUCTURES, 2016, 136 :650-661