A Survey of Stream of Variation in Multistage Manufacturing Process

Abstract

Abstract:

Major achievements in stream of variation(SoV)

methodology research and implementation in multistage manufacturing process

were summarized.The research initiation of SoV methodology was presented.The methodology development can be divided into two phases:initial learning and technologies development;an unified SoV methodology formation and perfection.The SoV methodology based on state space model was a mathematical model that linked the product quality characteristics with process parameters, and the variation propagation of quality features in each stage was described.The SoV model was applied to address the quality control issues such as the sensor placement and distribution, diagnose of manufacturing quality, optimization of manufacturing process and so on.Furthermore,the state-of-the-art of SoV

methodology was investigated.Finally, the developing trend of the methodology was discussed and some challenges were proposed.

Key words:

multistage manufacturing process, stream of variation, quality control, state space model

摘要：

总结多工步制造过程中变异流理论相关研究的成果。阐述变异流理论研究的起源,并将该理论的发展过程划分为两个阶段：多种技术的探索和发展阶段;统一理论的形成和完善阶段。基于状态空间模型的变异流理论利用状态空间法,把产品的质量特征和过程参数联系起来,以描述质量特征变异在各个工步中的传递过程,该理论能有效解决复杂多工步制造过程的传感器布局、制造质量诊断、制造过程优化等系统设计和制造监控中的质量控制问题。最后,结合变异流研究发展趋势,指出变异流理论有待解决的四个重要问题。

关键词:

多工步制造过程, 变异流, 质量控制, 状态空间模型

CLC Number:

TH161.7

ZHANG Zhi-Qing, HE Bo-Xia, SHI Jin-Fei, LIU Guo-Liang, ZHANG Jia-Yang, LIU Yang.

A Survey of Stream of Variation in Multistage Manufacturing Process

[J]. China Mechanical Engineering, 2010, 21(06): 733-741.

张志胜, 何博侠, 史金飞, 刘国良, 张佳阳, 刘飏.

多工步制造过程的变异流研究进展

[J]. 中国机械工程, 2010, 21(06): 733-741.

References

[1]Long B. A Systems Solution to a Quality Problem in Auto Body Manufacturing[J]. NIST Special Pub. , 1999,3:950-952.
[2]Ceglarek D, Shi J. Dimensional Variation Reduction for Automotive Body Assembly[J]. Journal of Manufacturing Review, 1995,8 : 139-154.
[3]Douglas M. Introduction to Statistical Quality Control[M]. 4ed. New York:John Wiley & Sons Inc. , 2001.
[4]Early J. Variation Simulation Modeling--variation Analysis Using Monte Carlo Simulation[J]. Failure Prevention and Reliability, 1989,16 : 139-144.
[5]Hu S,Wu S. Identifying Sources of Variation in Automobile Body Assembly Using Principal Component Analysis[J]. Transactions of NAMRI, 1992, 20:311-316.
[6]Ceglarek D,Shi J ,Wu S. A Knowledge--based Diagnostic Approach for the Launch of the Auto--body Assembly Process[J]. ASME Transactions, Journal of Engineering for Industry, 1994,116:491-499.
[7]Ceglarek D,Shi J. Fixture Failure Diagnosis for Auto Body Assembly Using Pattern Recognition[J]. ASME Transactions,Journal of Engineering for In dustry, 1996,118 : 55-65.
[8]Apley D,Shi J. Diagnosis of Multiple Fixture Faults in Panel Assembly[J]. ASME Transactions,Journal of Manufacture Science and Engineering, 1998,120: 793-810.
[9]Liu S, Hu S. Variation Simulation for Deformable Sheet Metal Assembly Using Finite Element Methods[J]. Journal of Manufacturing Science and Engineering, 1997,119 : 368-374.
[10]Hu S J. Stream of Variation Theory for Automotive Body Assembly[J]. Annals of the CIRP,1997, 46(1) :1-6.
[11]Shi J, Jin J. Modeling and Diagnosis for Automotive Body Assembly Process Using State Space Models[C]//Proceedings of International Intelligent Manufacturing Sysem' 97. Seoul, 1997: 189- 196.
[12]Jin J, Shi J. State Space Modeling of Sheet Metal Assembly for Dimensional Control [J]. ASME Transactions ,Journal of Manufacturing Science and Engineering, 1999,121 : 756-762.
[13]Zhou S, Huang Q,Shi J. State Space Modeling for Dimensional Monitoring of Multistage Machining Process Using Differential Motion Vector [J]. IEEE Transactions on Robotics and Automation, 2003,19(2) : 296-309.
[14]Ding Y,Jin J, Ceglarek D, et al. Process-- oriented Tolerance Synthesis for Multi-station Manufacturing Systems[C]//Proceedings of the 2000 International Mechanical Engineering Congress and Expositions. Orland, FL, 2000 : 15-22.
[15]Huang W,Lin J,Bezdecny M,et al. Stream--of-- variation Modeling I:a Generic 3D Variation Model for Rigid Body Assembly in Single Station Assembly Processes[J]. ASME Transactions,Journal of Manufacturing Science and Engineering, 2007,129 (4) :821-831.
[16]Liu J,Jin J,Shi I. State Space Modeling for 3--dimensional Variation Propagation in Rigid- body Multistage Assembly Processes [ J/OL ]. IEEE Transactions on Automation Science and Engineering, 2009 [ 2009 - 05 - 15 ]. http ://ieeexptore. ieee. org/stamp/stamp. jsp? tp =arnumber=4926132&isnumber=4358066.
[17]Huang W,LinJ,Kong Z,et al. Stream-of--variation(SOVA) Modeling Ⅱ : a Generic 3D Variation Model for Rigid Body Assembly in Multi Station Assembly Processes [J]. ASME Transactions, Journal of Manufacturing Science and Engineering, 2007,129(4) : 832-842.
[18]Xie K,Wells L,Camelio J ,et al. Variation Propagation Analysis on Compliant Assemblies Considering Contact Interaction[J]. ASME Transactions, Journal of Manufacturing Science and Engineering, 2007,129 ( 1 ) : 934-942.
[19]Camelio J, Hu S, Ceglarek D. Modeling Variation Propagation of Multi--station Assembly Systems with Compliant Parts [J]. ASME Transactions, Journal of Mechanical Design,2003,125:673-681.
[20]Zhou S, Huang Q, Shi J. State Space Modeling of Dimensional Variation Propagation in Multistage Machining Process Using Differential Motion Vectors[J]. IEEE Transactions on Robotics and Automation,2003,19(2) :296-309.
[21]Huang Q,Zhou N,Shi J. Stream of Variation Modeling and Diagnosis of Multi- station Machining Processes[C]//Proceedings of the 2000 ASME International Mechanical Engineering Congress and Exposition. Orlando, 2000 : 81-88.
[22]Loose J,Zhou S,Ceglarek D. Kinematic Analysis of Dimensional Variation Propagation Formultistage Machining Processes with General Fixture Layouts [J]. IEEE Transactions on Automation Science and Engineering, 2007,4(2) : 141-152.
[23]Djurdjanovic D, Ni J. Linear State Space Modeling of Dimensional Machining Errors[J]. Transactions of NAMRI/SME, 2001,29 : 541-548.
[24]Suri R, Otto K. Variation Modeling for a Sheet Stretch Forming Manufacturing System[J]. Annals of the CIRP,1999,48:397-400.
[25]Loose J, Zhou Q, Zhou S, et al. Integrating GD&T into Dimensional Variation Models for Multistage Machining Processes[J/OL]. International Journal of Production Research,2009[2009-4-27]. http:// www. informaworld. com/smpp/452991829 - 1283609/content - db = all - content =a910737630.
[26]Chen Y, Jin J, Shi Quality and Locator J. Integration of Dimensional Reliability in Design and Evaluation of Multi--station Body--in--white Assem bly Processes[J]. IIE Transactions, 2004,36 (9): 827-839.
[27]H uang W,Ceglarek D, Zhou Z. Tolerance Analysis for Design of Multistage Manufacturing Processes Using Number- theoretical Net Method (NT- net) [J]. International Journal of Flexible Manufacturing Systems, 2004,16 ( 1 ) : 65-90.
[28]Zeng L,Zhou S. Inferring the Interactions in Complex Manufacturing Processes Using Graphical Models[J]. Technometrics, 2007,49 (4) : 373-381.
[29]Apley D,Shi J. A Factor--analysis Method for Diagnosing Variability in Multivariate Manufacturing Processes[J]. Technometrics, 2001,43 : 84-95.
[30]Mandroli S S,Shrivastava A, Ding Y. A Survey of Inspection Strategy and Sensor Distribution Studies in Discrete--part Manufacturing Processes[J]. IIE Transactions, 2007,38 (4) : 309-328.
[31]Li J, Shi J. Knowledge Discovery from Observational Data for Process Control through Causal Bayesian Networks[J]. IIE Transactions, 2007,39 (6) :681-690.
[32]Chen Y, Ding Y, Jin J, et al. Integration of Process --oriented Tolerancing and Maintenance Planning in Design of Multistation Manufacturing Processes[J]. IEEE Transactions on Automation Science and Engineering, 2006,3 (4) : 440-453.
[33]Huang W, Phoomboplab T, Ceglarek D. Process Capability Surrogate Model--based Tolerance Synthesis for Multistation Manufacturing Systems[J]. IIE Transactions ,2009,41(4) :309-322.
[34]Ding Y, Ceglarek D, Shi J. Design Evaluation of Multi--station Assembly Processes by Using State Space Approach[J]. ASME Transactions, Journal of Mechanical Design, 2002,124 (2) : 408-418.
[35]Ding Y, Jin J, Ceglarek D, et al. Process-- oriented Tolerancing for Multi--station Assembly Systems [J]. IIE Transactions,2005,37(6) :493-508.
[36]Kim P, Ding Y. Optimal Engineering System Guided by Datamining Methods [J]. Technometrics, 2005,47 (3) :336-348.
[37]Phoomboplab T, Ceglarek D. Process Yield Improvement through Optimal Design of Fixture Layout in 3D Multi- station Assembly Systems [J]. ASME Transactions,Journal of Manufacturing Science and Engineering,2008,130(6):061005- 1-16.
[38]Phoomboplab T,Ceglarek D. Design Synthesis Framework for Dimensional Management in Muhistation Assembly Systems[J]. Annals of the CIRP, 2007,56 (1) :153-158.
[39]Kim P,Ding Y. Optimal Design of Fixture Layout in Multi -- station Assembly Processes[J]. IEEE Transactions on Automation Science and Engineering, 2004,1 (2): 133-145.
[40]Chen Y,Jin J. Quality--oriented--maintenance for Multiple Interactive Tooling Components in Discrete Manufacturing Processes[J]. IEEE Transactions on Reliability,2006,55(1) : 123-134.
[41]Zantek P F, Wright G P, Plante R D. Process and Product Improvement in Manufacturing Systems with Correlated Stages [J]. Management Science, 2002,48(5) :591-606.
[42]Liu J, Shi J, Hu S J. Quality Assured Setup Planning Based on the Stream -- of -- Variation Model for Multi- stage Machining Processes [J]. IIE Transactions, 2009,41 (4) : 323-334.
[43]Chen Y,Jin J. Quality--reliability Chain Modeling for System--reliability Analysis of Complex Manufacturing Processes[J]. IEEE Transactions on Reliability, 2005,54:475-488.
[44]Zou C, Tsung F. Directional MEWMA Schemes for Multistage Process Monitoring and Diagnosis[J]. Journal of Quality Technology, 2008,40 (4): 407-427.
[45]Zou C,Tsung F,Liu Y. A Change Point Approach for Phase I Analysis in Multistage Processes[J]. Technometrics, 2008,50 (3) : 344-356.
[46]Zeng L, Zhou S. Impacts of Measurement Errors and Regresson Selection on Regression Adjustment Monitoring of Multistage Manufacturing Processes [J].IIE Transactions, 2008,40(2) : 109-121.
[47]Xiang L,Tsung F. Statistical Monitoring of Multistage Processes Based on Engineering Models[J]. IIE Transactions,2008,40(10) :957-970.
[48]Ding Y, Ceglarek D, Jin J. Optimal Sensor Distribution for Variation Diagnosis in Multistation Assembly Processes[J]. IEEE Transactions on Robotics and Automation,2003,19(4) :543-556.
[49]Khan A,Ceglarek D. Sensor Optimization for Fault Diagnosis in Multi- fixture Assembly Systems with Distributed Sensing[J]. ASME Transactions, Journal of Manufacturing Science and Engineering, 2000,122(1) : 215-226.
[50]Ding Y, Shi J, Ceglarek D. Diagnosability Analysis of Multi- station Manufacturing Processes [J]. ASME Transactions, Journal of Dynamics Systems, Measurement, and Control, 2002,124 : 1-13.
[51]Li Y, Tsung F. False Discovery Rate--adjusted Charting Schemes for Multistage Process Fault Diagnosis and Isolation [J]. Technometrics, 2009,51 (2) :186-205.
[52]Ding Y,Ceglarek D,Shi J. Fault Diagnosis of Multistage Manufacturing Processes by Using State Space Approach [J]. ASME Transactions, Journal of Manufacturing Science and Engineering, 2002, 124(2) : 313-322.
[53]Ding Y,Zhou S,Chen Y. A Comparison of Process Variation Estimators for In--process Dimensional Measurements and Control [J]. ASME Transactions,Journal of Dynamic Systems, Measurement and Control,2005,127(1) :69-79.
[54]Zhou S, Chen Y, Shi J. Root Cause Identification for Quality Improvement of Multistage Machining Processes[J]. IEEE Transactions on Robotics and Automation. 2004,1(1) :73-83.
[55]孙继文[1],奚立峰[1],杜世昌[1].面向多工位制造系统可诊断性的传感器布置优化[J].计算机集成制造系统,2007,13(12):2441-2445.
[56]Izquierdo L E,Shi J, Hu J, et al. Feedforward Control of Multistage Assembly Processes Using Programmable Tooling[J]. Transactions of NAMRI/ SME, 2007,35 : 295-303.
[57]Zeng L,Jin N,Zhou S. Multiple Fault Signature Integration and Enhancing for Variation Source Identification in Manufacturing Processes[J]. IIE Transactions, 2008,40(10) :919-930.
[58]Loose J, Zhou S, Ceglarek D. Variation Source Identification in Manufacturing Processes Based on Relational Measurements of Key Product Characteristics[J]. ASME Transactions,Journal of Manufacturing Science and Engineering, 2008,130 (3) : 031007-1-031007-11.
[59]Li Z, Zhou S, Ding Y. Pattern Matching for Root Cause Identification of Manufacturing Processes with Consideration of General Structured Noise [J]. IIE Transactions on Quality and Reliability Engineering, 2005,39 : 251-263.
[60]Koren Y, Hu S,Weber T. Impact of Manufacturing System Configuration on Performance[J]. Annals of the CIRP,1998,47:369-372.
[61]Hu S, Koren Y. Reconsider Machine Layout to Optimize Production[J]. Manufacturing Engineering,2005,134(2):81-90.
[62]Djurdjanovic D, Ni J. On--line Stochastic Control of Dimensional Quality in Multi--station Manufacturing Systems[J]. Journal of Engineering Manufacture, 2007,221 (B5) : 865-880.