Required relationship between objective function and Pareto frontier orders: Practical implications

被引:32
作者
Messac, A [1 ]
Ismail-Yahaya, A [1 ]
机构
[1] Rensselaer Polytech Inst, Dept Mech Engn Aeronaut Engn & Mech, Multidisciplinary Design & Optimizat Lab, Troy, NY 12180 USA
关键词
D O I
10.2514/2.1213
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
It is well known that the weighted sum aggregate objective function fails to capture Pareto points that are located on a concave region of the Pareto frontier. Conditions are established for a general aggregate objective function to capture points on a concave Pareto frontier region. Specifically, these conditions are developed in terms of the relative orders of the Pareto frontier and aggregate objective function. These critical conditions can be used in practice to allow an aggregate objective function to capture any potentially desirable Pareto point. Conversely, failure to satisfy these critical conditions can represent a pivotal failure point of the general application of design optimization because we may fail to obtain the design we seek.
引用
收藏
页码:2168 / 2174
页数:7
相关论文
共 23 条
[1]  
[Anonymous], 1996, T OPERATIONAL RES
[2]   A note on weighted criteria methods for compromise solutions in multi-objective optimization [J].
Athan, TW ;
Papalambros, PY .
ENGINEERING OPTIMIZATION, 1996, 27 (02) :155-176
[3]  
BAZARAA MS, 1993, NONLINEAR PROGRAMMIN, P171
[4]  
CHEN W, 1998, DAC5601 ASME
[5]   Normal-boundary intersection: A new method for generating the Pareto surface in nonlinear multicriteria optimization problems [J].
Das, I ;
Dennis, JE .
SIAM JOURNAL ON OPTIMIZATION, 1998, 8 (03) :631-657
[6]   A closer look at drawbacks of minimizing weighted sums of objectives for Pareto set generation in multicriteria optimization problems [J].
Das, I ;
Dennis, JE .
STRUCTURAL OPTIMIZATION, 1997, 14 (01) :63-69
[7]  
FADEL G, IN PRESS STRUCTURAL
[8]   DEFECTIVENESS OF WEIGHTING METHOD IN MULTICRITERION OPTIMIZATION OF STRUCTURES [J].
KOSKI, J .
COMMUNICATIONS IN APPLIED NUMERICAL METHODS, 1985, 1 (06) :333-337
[9]  
Lin J.G., 1975, DIRECTIONS LARGE SCA, P117
[10]   Manufacturability-based optimization of aircraft structures using physical programming [J].
Martinez, MP ;
Messac, A ;
Rais-Rohani, M .
AIAA JOURNAL, 2001, 39 (03) :517-525