Enhanced ant colony optimization for multiscale problems

被引:8
|
作者
Hu, Nan [1 ]
Fish, Jacob [1 ]
机构
[1] Columbia Univ, Dept Civil Engn & Engn Mech, New York, NY 10027 USA
关键词
Optimization; Multiscale; Ant colony optimization; STACKING-SEQUENCE OPTIMIZATION; REDUCED-ORDER HOMOGENIZATION; HYBRID GENETIC ALGORITHM; SHOP SCHEDULING PROBLEMS; COMPOSITE-MATERIALS; TOPOLOGY OPTIMIZATION; HETEROGENEOUS MATERIALS; GLOBAL OPTIMIZATION; LOAD MAXIMIZATION; LAMINATED PLATES;
D O I
10.1007/s00466-015-1245-z
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The present manuscript addresses the issue of computational complexity of optimizing nonlinear composite materials and structures at multiple scales. Several solutions are detailed to meet the enormous computational challenge of optimizing nonlinear structures at multiple scales including: (i) enhanced sampling procedure that provides superior performance of the well-known ant colony optimization algorithm, (ii) a mapping-based meshing of a representative volume element that unlike unstructured meshing permits sensitivity analysis on coarse meshes, and (iii) a multilevel optimization procedure that takes advantage of possible weak coupling of certain scales. We demonstrate the proposed optimization procedure on elastic and inelastic laminated plates involving three scales.
引用
收藏
页码:447 / 463
页数:17
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