An efficient combination of multi-objective evolutionary optimization and reliability analysis for reliability-based design optimization of truss structures

被引:32
|
作者
Ho-Huu, V [1 ,2 ]
Duong-Gia, D. [1 ,2 ]
Vo-Duy, T. [1 ,2 ]
Le-Duc, T. [3 ]
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] Vietnamese German Univ, Fac Engn, Binh Duong New City, Vietnam
关键词
Multi-objective evolutionary optimization; Reliability-based design optimization (RBDO); Structural optimization; Non-dominated sorting genetic algorithm II (NSGA-II); First order reliability analysis (FORM); Truss structures; CONSTRAINED DIFFERENTIAL EVOLUTION; IMPROVED GENETIC ALGORITHM; FREQUENCY CONSTRAINTS; OBJECTIVE OPTIMIZATION; DISCRETE VARIABLES; FORCE METHOD; STRATEGY; MUTATION; LAYOUT; MOEA/D;
D O I
10.1016/j.eswa.2018.02.040
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Over the past decades, the reliability-based design optimization of truss structures has been still a major challenge for engineering designers and even for researchers because of its complexities and high computational cost. In this paper, a new approach based on a novel combination of multi-objective evolutionary optimization and reliability analysis is proposed to deal with such kinds of problems. The proposed method consists of two separate steps. First, a multi-objective design optimization problem is formulated and solved by a multi-objective evolutionary optimization algorithm. Secondly, reliability analysis problems are formed by taking into account the uncertainty of input data of the problem, and a reliability analysis method is used to evaluate the reliability of all solutions obtained at the first step. Based on the obtained reliability, the suitable optimal solutions with a certain level of reliability can be readily identified. The proposed approach has some advantages such as: 1) it can give a set of many optimal solutions with different levels of reliability by only one run; 2) it can easily handle the design optimization problems of truss structures with continuous, discrete or mixed continuous-discrete design variables; 3) it is quite simple for engineering designers to understand and implement. To demonstrate the efficiency and applicability of the proposed method, three examples of truss structures are carried out, and the obtained results are compared to those available in the literature. The acquired results reveal that the proposed approach is reliable and more competitive compared to other methods. (C) 2018 Elsevier Ltd. All rights reserved.
引用
收藏
页码:262 / 272
页数:11
相关论文
共 50 条
  • [21] An effective reliability-based improved constrained differential evolution for reliability-based design optimization of truss structures
    Ho-Huu, V.
    Nguyen-Thoi, T.
    Le-Anh, L.
    Nguyen-Trang, T.
    ADVANCES IN ENGINEERING SOFTWARE, 2016, 92 : 48 - 56
  • [22] Multi-objective reliability-based design optimization for the reducer housing of electric vehicles
    Xu, Xiang
    Chen, Xinbo
    Liu, Zhe
    Yang, Junhao
    Xu, Yanan
    Zhang, Yong
    Gao, Yunkai
    ENGINEERING OPTIMIZATION, 2022, 54 (08) : 1324 - 1340
  • [23] Reliability-based topology optimization based on bidirectional evolutionary structural optimization using multi-objective sensitivity numbers
    Cho, K. -H.
    Park, J. -Y.
    Ryu, S. -P.
    Park, J. -Y.
    Han, S. -Y.
    INTERNATIONAL JOURNAL OF AUTOMOTIVE TECHNOLOGY, 2011, 12 (06) : 849 - 856
  • [24] Reliability-based multi-objective optimization methodology for engineering systems
    Sinha, Kaushik
    Proceedings of the 8th Biennial Conference on Engineering Systems Design and Analysis, Vol 2, 2006, : 55 - 65
  • [25] Reliability-based topology optimization based on bidirectional evolutionary structural optimization using multi-objective sensitivity numbers
    K. -H. Cho
    J. -Y. Park
    S. -P. Ryu
    J. -Y. Park
    S. -Y. Han
    International Journal of Automotive Technology, 2011, 12 : 849 - 856
  • [26] Multi-objective reliability-based optimization of prestressed concrete beams
    Barakat, S
    Bani-Hani, K
    Taha, MQ
    STRUCTURAL SAFETY, 2004, 26 (03) : 311 - 342
  • [27] Multi-objective and multi-case reliability-based design optimization for tailor rolled blank (TRB) structures
    Guangyong Sun
    Huile Zhang
    Jianguang Fang
    Guangyao Li
    Qing Li
    Structural and Multidisciplinary Optimization, 2017, 55 : 1899 - 1916
  • [28] Multi-objective and multi-case reliability-based design optimization for tailor rolled blank (TRB) structures
    Sun, Guangyong
    Zhang, Huile
    Fang, Jianguang
    Li, Guangyao
    Li, Qing
    STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2017, 55 (05) : 1899 - 1916
  • [29] Reliability-based design and optimization of structures
    El-Hami, A.
    Mohsine, A.
    STRUCTURAL DYNAMICS - EURODYN 2005, VOLS 1-3, 2005, : 747 - 752
  • [30] Multi-objective reliability-based topology optimization of structures using a fuzzy set model
    Suwin Sleesongsom
    Sujin Bureerat
    Journal of Mechanical Science and Technology, 2020, 34 : 3973 - 3980