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A taxonomy of global optimization methods based on response surfaces
被引：1484
作者：
Jones, DR
[1
]
机构：
[1] GM Corp, Warren, MI 48090 USA
关键词：
global optimization;
response surface;
kriging;
splines;
D O I：
10.1023/A:1012771025575
中图分类号：
C93 [管理学];
O22 [运筹学];
学科分类号：
070105 ;
12 ;
1201 ;
1202 ;
120202 ;
摘要：
This paper presents a taxonomy of existing approaches for using response surfaces for global optimization. Each method is illustrated with a simple numerical example that brings out its advantages and disadvantages. The central theme is that methods that seem quite reasonable often have non-obvious failure modes. Understanding these failure modes is essential for the development of practical algorithms that fulfill the intuitive promise of the response surface approach.
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页码：345 / 383
页数：39
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