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 50 条
  • [1] Trade-off preservation in inverse multi-objective convex optimization
    Chan, Timothy C. Y.
    Lee, Taewoo
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2018, 270 (01) : 25 - 39
  • [2] Compromise point incorporating trade-off ratio in multi-objective optimization
    Kitayama, Satoshi
    Yamazaki, Koetsu
    [J]. APPLIED SOFT COMPUTING, 2012, 12 (08) : 1959 - 1964
  • [3] A Multi-objective optimization for batch chemical reaction Processes: The trade-off between economy and safety
    Wu, Yi
    Ye, Haotian
    Dong, Hong-guang
    [J]. CHEMICAL ENGINEERING SCIENCE, 2023, 265
  • [4] A multi-objective optimization method for industrial park layout design: The trade-off between economy and safety
    Wang, Ruiqi
    Wang, Yufei
    Gundersen, Truls
    Wu, Yan
    Feng, Xiao
    Liu, Mengxi
    [J]. CHEMICAL ENGINEERING SCIENCE, 2021, 235
  • [5] Trade-off analysis in multi-objective optimization using Chebyshev orthogonal polynomials
    Seok-Heum Baek
    Seok-Swoo Cho
    Hyun-Su Kim
    Won-Sik Joo
    [J]. Journal of Mechanical Science and Technology, 2006, 20 : 366 - 375
  • [6] Trade-off analysis in multi-objective optimization using Chebyshev orthogonal polynomials
    Baek, SH
    Cho, SS
    Kim, HS
    Joo, WS
    [J]. JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, 2006, 20 (03) : 366 - 375
  • [7] Simulation of the wear and handling performance trade-off by using multi-objective optimization and tametire
    Anderson J.R.
    McPillan E.
    [J]. Tire Sci Technol, 4 (280-290): : 280 - 290
  • [8] A Multi-objective Genetic Algorithm for Optimization Time-Cost Trade-off Scheduling
    Aghassi, Hadi
    Abadi, Sedigheh Nader
    Roghanian, Emad
    [J]. KNOWLEDGE TECHNOLOGY, 2012, 295 : 356 - +
  • [9] Trade-off in robustness, cost and performance by a multi-objective robust production optimization method
    Parnianifard, Amir
    Azfanizam, A. S.
    Ariffin, M. K. A.
    Ismail, M. I. S.
    [J]. INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING COMPUTATIONS, 2019, 10 (01) : 133 - 148
  • [10] A multi-objective optimization approach for exploring the cost and makespan trade-off in additive manufacturing
    Altekin, F. Tevhide
    Bukchin, Yossi
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2022, 301 (01) : 235 - 253