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
下载
收藏
页码:661 / 676
页数:16
相关论文
共 50 条
  • [21] Optimization of Spectral and Energy Efficiencies Trade-Off Using Multi-objective Forest Optimization Algorithm in Massive MIMO Systems
    Gul, Burak Kursat
    Taspinar, Necmi
    WIRELESS PERSONAL COMMUNICATIONS, 2024, : 399 - 414
  • [22] An integrated multi-objective optimization model for solving the construction time-cost trade-off problem
    Koo, Choongwan
    Hong, Taehoon
    Kim, Sangbum
    JOURNAL OF CIVIL ENGINEERING AND MANAGEMENT, 2015, 21 (03) : 323 - 333
  • [23] Three-Way Trade-Off in Multi-Objective Learning: Optimization, Generalization and Conflict-Avoidance
    Chen, Lisha
    Fernando, Heshan
    Ying, Yiming
    Chen, Tianyi
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 36 (NEURIPS 2023), 2023,
  • [24] Three-Way Trade-Off in Multi-Objective Learning: Optimization, Generalization and Conflict-Avoidance
    Chen, Lisha
    Fernando, Heshan
    Ying, Yiming
    Chen, Tianyi
    JOURNAL OF MACHINE LEARNING RESEARCH, 2024, 25 : 1 - 53
  • [25] Gait Optimization for Spider Robot with Investigation of Trade-Off Between Stability and Speed Using Jaya Multi-objective Optimization Algorithm
    Dat, Nguyen Tien
    Trong, Ngo Phu
    Hoa, Truong Vy
    Anh, Ho Pham Huy
    Lecture Notes in Networks and Systems, 2024, 1199 LNNS : 48 - 60
  • [26] Multi-objective Optimization of a Regenerative Rotorcraft Powerplant: Trade-off Between Overall Engine Weight and Fuel Economy
    Ali, Fakhre
    Tzanidakis, Konstantinos
    Goulos, Ioannis
    Pachidis, Vassilios
    d'Ippolito, Roberto
    JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME, 2015, 137 (12):
  • [27] A multi-objective resource-constrained optimization of time-cost trade-off problems in scheduling project
    Zareei, Mostafa
    Hassan-Pour, Hossein Ali
    IRANIAN JOURNAL OF MANAGEMENT STUDIES, 2015, 8 (04) : 653 - 685
  • [28] A TRADE-OFF ESTABLISHMENT BETWEEN SOFTWARE COMPLEXITY AND ITS USABILITY USING EVOLUTIONARY MULTI-OBJECTIVE OPTIMIZATION (EMO)
    Yadav, Vandana
    Lavania, Siddharth
    Chaudhary, Arun
    Dhanda, Namrata
    2014 INTERNATIONAL CONFERENCE ON CONTEMPORARY COMPUTING AND INFORMATICS (IC3I), 2014, : 80 - 82
  • [29] Multi-Objective Optimization for Determining Trade-Off between Output Power and Power Fluctuations in Wind Farm System
    Bui, Van-Hai
    Hussain, Akhtar
    Lee, Woon-Gyu
    Kim, Hak-Man
    ENERGIES, 2019, 12 (22)
  • [30] Multi-Objective Auto-Tuning with Insieme: Optimization and Trade-Off Analysis for Time, Energy and Resource Usage
    Gschwandtner, Philipp
    Durillo, Juan J.
    Fahringer, Thomas
    EURO-PAR 2014 PARALLEL PROCESSING, 2014, 8632 : 87 - 98