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| 在计算机模拟试验中不同试验设计的比较 | |
| 引用本文： | 汪文俊,周永道,方开泰.在计算机模拟试验中不同试验设计的比较[J].数理统计与管理,2011,30(4):686-695. |
| 作者姓名： | 汪文俊 周永道 方开泰 |
| 作者单位： | 1. 海南师范大学数学与统计学院,海南海口510000 北京师范大学香港浸会大学联合国际学院理工科技学部,广东珠海519085 2. 四川大学数学学院,四川成都,610064 3. 北京师范大学香港浸会大学联合国际学院理工科技学部,广东珠海,519085 |
| 基金项目： | 国家自然科学基金青年基金(11001186,北京师范大学-香港浸会大学联合国际学院的资助 |
| 摘 要： | 计算机模拟试验的设计与建模有许多方法,本文选择了四种不同类型的真模型,用四种试验设计方法,考虑了大小不同的试验方案,并选用了四种建模方法进行比较,给出一些经验性结论,相信这些结论在计算机试验中是有参考价值的。 |
| 关 键 词： | 二次多项式 Kriging方法 最近插值方法 神经网络 均匀设计 正交设计 超拉丁方设计 |
Comparisons among Different Design and Modeling Methods for Computer Experiments |
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| WANG Wen-jun ZHOU Yong-dao FANG Kai-tai.Comparisons among Different Design and Modeling Methods for Computer Experiments[J].Application of Statistics and Management,2011,30(4):686-695. | |
| Authors: | WANG Wen-jun ZHOU Yong-dao FANG Kai-tai |
| Institution: | WANG Wen-jun~(1,3) ZHOU Yong-dao~2 FANG Kai-tai~3 (1.Faculty of Mathematics and Statistics,Hainan Normal University,Hainan Haikou 510000,China,2.College of Mathematics,Sichuan University,Sichuan Chengdu 610064,3.Division of Science and Technology,BNU-HKBU United International College,Guangdong Zhuhai 519085,China) |
| Abstract: | There are many methods in design and modeling for computer experiments.For comparing different designs and modeling techniques we choose four true models in this paper that have been used in the literature.Four types of design with four different sizes and four modeling techniques are employed in our comparisons.Based on the comparison,some empirical conclusions are given,We believe that these comparisons can provide reference value in the uses of computer experiments. |
| Keywords: | artificial neural network design of experiment Kriging Latin hypercube design nearest orthogonal design second-order polynomial response surface uniform design |
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