Multi-objective optimization for safety and reliability trade-off: Optimization and results processing

被引:3
作者
Johansson, Cristina [1 ,2 ]
Olvander, Johan [1 ]
Derelov, Micael [1 ]
机构
[1] Linkoping Univ, Div Machine Design, S-58183 Linkoping, Sweden
[2] Saab Dynam, Linkoping, Sweden
关键词
System reliability; system safety; aircraft design; genetic algorithm; parallel coordinates; trade-off; DESIGN;
D O I
10.1177/1748006X18757075
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In early design phases, it is vital to be able to screen the design space for a set of promising design alternatives for further study. This article presents a method able to balance several objectives of different mathematical natures, with high impact on the design choices. The method (MOSART) handles multi-objective optimization for safety and reliability trade-offs. The article focuses on optimization problem approach and processing of results as a base for decision-making. The output of the optimization step is the selection of specific system elements obtaining the best balance between the targets. However, what is a good base for decision can easily transform into too much information and overloading of the decision-maker. To solve this potential issue, from a set of Pareto optimal solutions, a smaller sub-set of selected solutions are visualized and filtered out using preference levels of the objectives, yielding a solid base for decision-making and valuable information on potential solutions. Trends were observed regarding each system element and discussed while processing the results of the analysis, supporting the decision of one final best solution.
引用
收藏
页码:661 / 676
页数:16
相关论文
共 22 条
  • [1] [Anonymous], 2005, SPRING SER RELIAB EN
  • [2] [Anonymous], ARP47611996 SAE
  • [3] [Anonymous], 2013, THESIS
  • [4] Bandyopadhyay S., 2013, UNSUPERVISED CLASSIF, P75
  • [5] Farkas L, 2010, P ISMA2010 INCL USD2
  • [6] Gudemann Matthias, 2011, Computer Safety, Reliability, and Security. Proceedings 30th International Conference, SAFECOMP 2011, P423, DOI 10.1007/978-3-642-24270-0_31
  • [7] Johansson C, 2014, P PSAM 12 HON HI 22
  • [8] Johansson C, 2013, P ESREL 2013 29 SEP
  • [9] Kazeminia A, 2010, OPTIMIZATION SYSTEM
  • [10] Multi-objective optimization of generalized reliability design problems using feature models - A concept for early design stages
    Limbourg, Philipp
    Kochs, Hans-Dieter
    [J]. RELIABILITY ENGINEERING & SYSTEM SAFETY, 2008, 93 (06) : 815 - 828