Discrete sizing/layout/topology optimization of truss structures with an advanced Jaya algorithm

被引:72
|
作者
Degertekin, S. O. [1 ]
Lamberti, L. [2 ]
Ugur, I. B. [1 ]
机构
[1] Dicle Univ, Dept Civil Engn, TR-21280 Diyarbakir, Turkey
[2] Politecn Bari, Dipartimento Meccan Matemat & Management, I-70126 Bari, Italy
关键词
Metaheuristic algorithms; Discrete optimization of truss structures; Sizing/layout/topology variables; Descent directions and approximate line search; COLLIDING BODIES OPTIMIZATION; LEARNING-BASED-OPTIMIZATION; IMPROVED GENETIC ALGORITHM; ADAPTIVE STEP-SIZE; DESIGN OPTIMIZATION; BIG-BANG; DIFFERENTIAL EVOLUTION; TOPOLOGY OPTIMIZATION; SEARCH; LAYOUT;
D O I
10.1016/j.asoc.2019.03.058
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Discrete optimization of truss structures is a hard computing problem with many local minima. Metaheuristic algorithms are naturally suited for discrete optimization problems as they do not require gradient information. A recently developed method called Jaya algorithm (JA) has proven itself very efficient in continuous engineering problems. Remarkably, JA has a very simple formulation and does not utilize algorithm-specific parameters. This study presents a novel JA formulation for discrete optimization of truss structures under stress and displacement constraints. The new algorithm, denoted as discrete advanced JA (DAJA), implements efficient search mechanisms for generating new trial designs including discrete sizing, layout and topology optimization variables. Besides the JA's basic concept of moving towards the best design of the population and moving away from the worst design, DAJA tries to form a set of descent directions in the neighborhood of each candidate designs thus generating high quality trial designs that are very likely to improve current population. Results collected in seven benchmark problems clearly demonstrate the superiority of DAJA over other state-of-the-art metaheuristic algorithms and multi-stage continuous-discrete optimization formulations. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页码:363 / 390
页数:28
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