Multi-objective optimization of layout with functional constraints

被引:0
作者
Xiaoxiao Song
Emilie Poirson
Yannick Ravaut
Fouad Bennis
机构
[1] Laboratoire des sciences du numérique de Nantes (LS2N),
[2] ECN,undefined
[3] UMR 6004,undefined
[4] Thales Communications,undefined
来源
Optimization and Engineering | 2023年 / 24卷
关键词
Layout problem; Multi-objective optimization; Accessibility integration; Constructive placement; Similarity indicator;
D O I
暂无
中图分类号
学科分类号
摘要
The conventional layout problem is concerned with finding the arrangements of components inside the container to optimize objectives under geometrical constraints, i.e., no component overlap and no container protrusion. In this paper, the multi-objective optimization for layout balance and component activity requirements with functional constraints is developed. Integrating the accessibility of components as functional constraints ensures components maintenance or proper operation. However, addressing the functional constraints increase the complexity of the layout optimization. A novel multi-objective optimization algorithm is proposed using the constructive placement and the simulated annealing to search for compromised solutions between the two objectives. Thereafter, a similarity indicator is defined to evaluate how similar optimized layout designs are. The experiments indicate that the proposed optimization approach performs well in ensuring accessibility and efficiently finding high-qualified solutions, where the constructive placement largely contributes to the search for alternatives satisfying constraints.
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页码:1849 / 1882
页数:33
相关论文
共 101 条
  • [1] Allahyari MZ(2018)Mathematical modeling and multi-start search simulated annealing for unequal-area facility layout problem Expert Syst Appl 91 46-62
  • [2] Azab A(2001)A simulated annealing algorithm for dynamic layout problem Comput Oper Res 28 1403-1426
  • [3] Baykasoğlu A(2004)Computing the initial temperature of simulated annealing Comput Optim Appl 29 369-385
  • [4] Gindy NN(1993)Optimally directed shape generation by shape annealing Environ Plan B: Plan Des 20 5-12
  • [5] Ben-Ameur W(1998)A simulated annealing-based algorithm using hierarchical models for general three-dimensional component layout Computer-Aided Des 30 781-790
  • [6] Cagan J(2002)A survey of computational approaches to three-dimensional layout problems Computer-Aided Des 34 597-611
  • [7] Mitchell WJ(2016)A particle swarm algorithm for solving the multi-objective operating theater layout problem IFAC-PapersOnLine 49 1169-1174
  • [8] Cagan J(2011)Multi-objective design optimization of a new space radiator Optim Eng 12 393-406
  • [9] Degentesh D(2014)A multi-objective methodology for spacecraft equipment layouts Optim Eng 134 1-18
  • [10] Yin S(2012)An Extended Pattern Search Approach to Wind Farm Layout Optimization J Mech 42 4697-4708