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基于变系数非参数回归的稳健性参数设计

Robust Parameter Design Based on Varying Coefficient Non-Parametric Regression Model
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摘要 利用变系数的非参数回归理论讨论多因子试验过程中因子间相互性对质量特性的影响,通过调节系数变量改变其他因子对过程的影响,找到最优的因子水平组合,进行稳健试验.提出了在稳健性参数设计中应用变系数的非参数回归模型理论,建立质量特性的均值和方差模型,得到最优的因子水平组合进行试验分析.最后,通过油墨打印机的实例说明此理论的可行性. Varying coefficient Regression theory is applied to the discussion on quality characteristic influenced by factors' mutuality during the process of multifactor test. In order to find the optimal combination of factor levels,the effect of other factors is changed by adjusting the coefficient variable. The paper studies varying coefficient regression theory in robust design, builds quality characteristic mean model and variance model and gets an optimal combination of factor levels. The feasibility of the theory is illustrated by the ink printing.
出处 《吉首大学学报(自然科学版)》 CAS 2014年第5期22-25,共4页 Journal of Jishou University(Natural Sciences Edition)
基金 中央高校基本科研业务费专项基金项目(2682013CX037)
关键词 变系数模型 非参数回归 稳健性设计 交叉验证 variable coefficient model nonparametric regression robust design cross validation
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参考文献6

  • 1VINING G G,MYERS R H.Combining Taguchi and Response Surface Philosophies..A Dual Response Approach[J].Quality Technol.,1990,22:38-45.
  • 2VINING G G,BOHN L L.Response Surfaces for the Mean and Variance Using a Nonparametric Approach[J].Quality Technol.,1998,30:282-291.
  • 3梅长林,王 宁.近代回归分析方法[M].北京:科学出版社,2010:104-105.
  • 4FAN Jiangqing,ZHANG Wenyang.Statistical Methods with Varying Coefficient Models[J].Statistics and Its Interface,2008(1):179-195.
  • 5ZHANG W,LEE S Y.Variable Bandwidth Selection in Varying-Coefficient Models[J].Journal of Multivariate Analysis,2000,74:116-134.
  • 6STEPHANIE M,JEFFREY B BIRCH.A Semi-Parametric Approach to Robust Parameter Design[J].Journal of Statistical Planning and Inference,2008,138:114-123.

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