Functional Morphing in Multistage Manufacturing and Its Applications in High-Definition Metrology-Based Process Control

变形 过程(计算) 计量学 计算机科学 过程控制 机械加工 补偿(心理学) 功能(生物学) 工程制图 控制工程 工程类 机械工程 人工智能 数学 生物 统计 操作系统 进化生物学 心理学 精神分析
作者
Liang Zhou,Wang Hui,Christopher M. Berry,Xin Weng,S. Jack Hu
出处
期刊:IEEE Transactions on Automation Science and Engineering [Institute of Electrical and Electronics Engineers]
被引量:9
标识
DOI:10.1109/tase.2011.2169057
摘要

In multistage manufacturing processes equipped with high-definition metrology (HDM), part surface quality characteristics can be observed to change or “morph” from stage to stage. Such part surface variation propagations are caused by the physical processes, part attributes, and the interaction between stages. Previous research on variation propagation modeling focuses on part dimensional quality using discrete key product characteristics or vectors which have limitations in analyzing complex surface variation patterns contained in the HDM data. This paper proposes a new concept of functional morphing to characterize the surface changes and applies it to process control in high-precision manufacturing. Unlike conventional morphing algorithms that focus on transformations between geometries only, functional morphing integrates process physical insights into the geometric mappings, thus characterizing the complex HDM data patterns in physically meaningful ways. Specifically, a functional free form deformation approach including forward and backward mappings is developed to extract mapping functions between manufacturing stages to enable surface variation propagation analysis. The forward mapping function allows for accurate interstage adjustment that introduces shape deformation upstream to compensate for the end-of-line errors. The backward mapping function can predict surfaces at intermediate stages based on end-of-line measurements, leading to a cost-effective interstage process monitoring scheme. The interstage monitoring can also ensure the repeatability of a process controlled by the interstage compensation algorithm. The developed monitoring and adjustment methods are demonstrated via a case study of a two-stage machining process. Other potential applications of functional morphing such as process tolerance design are also discussed.

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