上海交通大学学报

上海交通大学学报（自然版）

• 机械工程 • 上一篇    下一篇

基于逻辑回归的计数型质量特性健壮参数谨慎控制策略

潘尔顺，金垚，叶亮
  

  1. （上海交通大学 机械与动力工程学院，上海 200240）
  • 收稿日期:2009-09-25 修回日期:1900-01-01 出版日期:2010-12-31 发布日期:2010-12-31

Robust Parameter Control Approach with Cautious Control Strategy for Attributes Quality Characteristics Based on Logistic Regression Model

PAN Ershun,JIN Yao,YE Liang
  

  1. (School of Mechanical Engineering, Shanghai Jiaotong University, Shanghai 200240, China)
  • Received:2009-09-25 Revised:1900-01-01 Online:2010-12-31 Published:2010-12-31

摘要： 针对制造过程中存在的计数型质量特性，研究了相关基于统计回归模型的健壮参数控制（RMRPC）方法的建模和优化求解.引入谨慎控制的概念，与提出的一种逻辑回归方法整合后对过程进行建模，以提高RMRPC方法在不确定性环境中的健壮性，并在此基础上给出运用逻辑回归方法进行优化求解的流程.以表面贴装制造过程为例进行了应用分析.结果表明，所提出的研究方法在提高过程质量和稳定性上是有效的.

关键词: 逻辑回归, 健壮参数控制, 谨慎控制, 表面贴装技术

Abstract: Considering attributes quality characteristics existed in manufacturing processes, this article proposed the research on the modeling and optimization problem utilizing regression modelbased robust parameter control (RMRPC) approach. The idea of cautious control strategy was introduced for increasing the robust of RMRPC approach applied in uncertainty conditions. A logistic regression method combined with RMRPC approach was brought to model the problem. A case study of surface mounted technology (SMT) was presented to illustrate the application of this technique. The results show that this method is an effective approach to improve the quality and robust of the manufacturing process.

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