组合元建模及其在RPD中应用的研究综述

Review on ensemble-metamodeling and its applications in Robust Parameter Design

稳健参数设计(robust parameter design,RPD)是提高产品质量的有效方法。在指出稳健参数设计中元建模存在不确定性的基础上,系统地分析了单个元模型的劣势及组合元模型的优势,并据此总结了各种组合元模型的构建方法,综述了基于元模型的RPD的相关进展。在此基础上提出了将组合元建模的思想应用于RPD的研究策略,并指出将基于组合元模型的稳健参数设计的方法应用于供应链管理及工业配方设计是今后值得进一步探索的研究方向。

Robust Parameter Design （RPD） is an effective method to improve the quality of the product. After the uncertainty of metamodeling in RPD being analyzed, the disadvantages of the single metamodels and advantages of the ensemble-metamodels are analyzed systematically, and based on those, the strategies to construct the ensem- bles are summarized, and then a comprehensive review on RPD based on metamodels are presented. Moreover, the strategy of applying the ensemble of metamodels into RPD is suggested, and it is pointed out that applying RPD based on ensemble of metamodels into supply chain management and industry formulation design will be a hot topic for further exploration in the future.