Modeling of Manufacturing Complexity in Mixed-Model Assembly Lines

Mixed-model assembly lines have been recognized as a major enabler to handle product variety. However, the assembly process becomes very complex when the number of product variants is high, which, in turn, may impact the system performance in terms of quality and productivity. This paper considers the variety induced manufacturing complexity in manual mixed-model assembly lines where operators have to make choices for various assembly activities. A complexity measure called “operator choice complexity” (OCC) is proposed to quantify human performance in making choices. The OCC takes an analytical form as an information-theoretic entropy measure of the average randomness in a choice process. Meanwhile, empirical evidences are provided to support the proposed complexity measure. Based on the OCC, models are developed to evaluate the complexity at each station and for the entire assembly line. Consequently, complexity can be minimized by making system design and operation decisions, such as error-proof strategies and assembly sequence planning.

[1]  Susanne M. Gatchell The Effect of Part Proliferation on Assembly Line Operators' Decision Making Capabilities , 1979 .

[2]  Jeonghan Ko,et al.  Balancing of manufacturing systems with complex configurations for delayed product differentiation , 2008 .

[3]  Marshall L. Fisher,et al.  The Impact of Product Variety on Automobile Assembly Operations: Empirical Evidence and Simulation Analysis , 1999 .

[4]  Marshall L. Fisher,et al.  Strategies for Product Variety: Lessons From the Auto Industry , 1995 .

[5]  Sang Joon Kim,et al.  A Mathematical Theory of Communication , 2006 .

[6]  Hideo Fujimoto,et al.  Assembly Process Design for Managing Manufacturing Complexities Because of Product Varieties , 2003 .

[7]  W. D. Ray Informed Assessments: An Introduction to Information, Entropy and Statistics , 1996 .

[8]  Steve Caplin,et al.  Principles Of Design , 2011 .

[9]  Y Liu,et al.  Queueing network modeling of elementary mental processes. , 1996, Psychological review.

[10]  Moshe M. Barash,et al.  Complexity in manufacturing systems, Part 1: Analysis of static complexity , 1998 .

[11]  Yoram Koren,et al.  Impact of Manufacturing System Configuration on Performance , 1998 .

[12]  R. Hyman Stimulus information as a determinant of reaction time. , 1953, Journal of experimental psychology.

[13]  W. E. Hick Quarterly Journal of Experimental Psychology , 1948, Nature.

[14]  S. Kotha Mass Customization: The New Frontier in Business Competition , 1992 .

[15]  A. T. Welford,et al.  The fundamentals of skill , 1968 .

[16]  H. Fujimoto,et al.  Entropic evaluation of assemblability in concurrent approach to assembly planning , 2001, Proceedings of the 2001 IEEE International Symposium on Assembly and Task Planning (ISATP2001). Assembly and Disassembly in the Twenty-first Century. (Cat. No.01TH8560).

[17]  Hiromu Nakazawa,et al.  Process planning based on information concept , 1984 .

[18]  John Paul Macduffie,et al.  Product variety and manufacturing performance: evidence from the international automotive assembly plant study , 1996 .

[19]  C G Drury,et al.  Information processing in assembly tasks--a case study. , 1988, Applied ergonomics.

[20]  A. Niimi,et al.  Development of a new Vehicle Assembly Line at Toyota: Worker-oriented, Autonomous,new Assembly System , 1997 .

[21]  Allen Newell,et al.  The psychology of human-computer interaction , 1983 .

[22]  Brahim Rekiek,et al.  Designing mixed-product assembly lines , 2000, IEEE Trans. Robotics Autom..

[23]  Susanne M. Gatchell The Effect of Part Proliferation on Assembly Line Operators' Decision Making Capabilities , 1979 .

[24]  Christopher S. Tang,et al.  Modelling the Costs and Benefits of Delayed Product Differentiation , 1997 .

[25]  Yoram Koren,et al.  The Global Manufacturing Revolution: Product-Process-Business Integration and Reconfigurable Systems , 2010 .

[26]  Mitchell M. Tseng,et al.  Design for mass customization , 1996 .

[27]  Jos Benders,et al.  Changes in Toyota Motors’ operations management , 2004 .

[28]  下川 浩一,et al.  Transforming automobile assembly : experience in automation and work organization , 1997 .