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Hyper-Radial Visualization (HRV) method with range-based preferences for multi-objective decision making

delete2009-04-01
delete22
PRE
AI
P
Po-Wen Chiu
C
Christina Bloebaum *
DOI:10.1007/s00158-009-0361-9delete
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摘要

摘要

En 中文
A visualization-based methodology is developed in which a Hyperspace Pareto Frontier (HPF) can be represented for design concept selection. The new approach is termed the Hyper-Radial Visualization (HRV) method. The HRV method enables designers to investigate trade-off decisions between Pareto solutions by their relative position in an HRV-based visualization. Three a posteri range-based preference incorporation approaches are proposed in this paper that can be combined with HRV-based visualizations to enable designers to quickly identify better regions in high dimensional performance space for Multi-objective Optimization Problems (MOPs). The paper first explains the details of the HRV method, which can generate a meaningful representation of an HPF. Second, three color-coding preference schemes are proposed in this work to enable intuitive trade-off studies using the HRV-based HPF visualizations. Finally, several MOPs are used to investigate the performance of the HRV-based preference approaches that have been proposed. The viability and desirability of using the HRV for decision making support is also explored.
Keyword:
Multi-objective optimization problem (MOP)
Multi-attribute design (MAD)
Multidisciplinary design optimization (MDO)
Visualization
Preference incorporation
Trade-off analysis

期刊

Structural and Multidisciplinary Optimization 封面图
Structural and Multidisciplinary Optimization
IF:
4
论文数:
4.9K
被引数:
1.7W

机构

S
state university of new york (suny) system
学者数:
6.5W
论文数: 5.8W
被引数: 65
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