SOLUTION SPACE EXPLORATION IN MODEL-BASED REALIZATION OF ENGINEERED SYSTEMS

被引:0
|
作者
Sabeghi, Maryam [1 ]
Smith, Warren [2 ]
Allen, Janet K. [1 ]
Mistree, Farrokh [1 ]
机构
[1] Univ Oklahoma, Syst Realizat Lab OU, Norman, OK 73019 USA
[2] Univ NSW Canberra, Sch Engn & IT, Canberra, NSW, Australia
关键词
Solution Space Exploration; Sensitivity Analysis; Robust Design; Solution Flexibility; Compromise Decision Support Problem; Shell and Tube Heat Exchanger;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
George Box a British mathematician and professor of statistics wrote that "essentially, all models are wrong, but some are useful." In keeping with George Box's observation we suggest that in the model-based realization of complex systems, the decision maker must be able to work constructively with decision models of varying fidelity, completeness and accuracy in order to make defendable decisions under uncertainty. The models, and the search algorithms that use these models, will never be perfect and the inherent inaccuracy and incompleteness of analysis models and solvers manifest as uncertainties in the projected outcomes. Therefore, a significant and desirable step in any model-based application is to find stable and robust solutions in which variation of the (input) variables and parameters within manageable tolerances has the minimum effect on delivering favorable, system performance. In this paper we present a method for visualizing and exploring the solution space using the compromise Decision Support Problem (cDSP) as a decision model to aid a decision maker in finding these stable and robust solutions. The efficacy of the method is illustrated using the design of a shell and tube heat exchanger as an example. The method is generalizable to other decision constructs. Our emphasis is on the method rather than the results per se.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] Model-based autonomous systems for robotic space exploration
    Williams, B
    [J]. HYBRID SYSTEMS: COMPUTATION AND CONTROL, 2000, 1790 : 4 - 4
  • [2] Design Space Exploration for Model-based Communication Systems
    Richthammer, Valentina
    Riess, Marcel
    Bestler, Julian
    Slomka, Frank
    Glass, Michael
    [J]. PROCEEDINGS OF THE 2020 DESIGN, AUTOMATION & TEST IN EUROPE CONFERENCE & EXHIBITION (DATE 2020), 2020, : 556 - 561
  • [3] Model-based exploration of the design space for heterogeneous Systems on Chip
    Blume, H
    Feldkaemper, HT
    Noll, TG
    [J]. JOURNAL OF VLSI SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2005, 40 (01): : 19 - 34
  • [4] Opportunities for model-based learning systems in the human exploration of space
    Clancey, B
    [J]. INTELLIGENT TUTORING SYSTEMS, PROCEEDINGS, 2004, 3220 : 901 - 901
  • [5] Model-Based Exploration of the Design Space for Heterogeneous Systems on Chip
    H. Blume
    H. T. Feldkaemper
    T. G. Noll
    [J]. Journal of VLSI signal processing systems for signal, image and video technology, 2005, 40 : 19 - 34
  • [6] Model-based exploration of the design space for heterogeneous systems on chip
    Blume, H
    Hübert, H
    Feldkämper, HT
    Noll, TG
    [J]. IEEE INTERNATIONAL CONFERENCE ON APPLICATION-SPECIFIC SYSTEMS, ARCHITECTURES, AND PROCESSORS, PROCEEDINGS, 2002, : 29 - 40
  • [7] Model-Based Design Space Exploration for Fail-Operational Mechatronic Systems
    Ebner, Christian
    Gorelik, Kirill
    Zimmermann, Armin
    [J]. 7TH IEEE INTERNATIONAL SYMPOSIUM ON SYSTEMS ENGINEERING (IEEE ISSE 2021), 2021,
  • [8] Integrated renewable energy systems for Germany - A model-based exploration of the decision space
    Nacken, Lukas
    Krebs, Friedrich
    Timo, Fischer
    Hoffmann, Clemens
    [J]. 2019 16TH INTERNATIONAL CONFERENCE ON THE EUROPEAN ENERGY MARKET (EEM), 2019,
  • [9] A Model-Based Systems Engineering Approach to Trade Space Exploration of Implanted Wireless Biotelemetry Communication Systems
    Duncan, Kerron R.
    Etienne-Cummings, Ralph
    [J]. IEEE SYSTEMS JOURNAL, 2019, 13 (02): : 1669 - 1677
  • [10] Model-Based Systems Engineering Cybersecurity for Space Systems
    Kirshner, Mitchell
    [J]. AEROSPACE, 2023, 10 (02)