Hierarchical game joint optimization for product family-driven modular design

Product family design takes advantage of modularity to enable product variety while maintaining mass production efficiency. Focusing on a set of similar product variants, product family modularity (PFM) is achieved by reusing common components and minimizing fulfillment costs throughout the product realization process. On the other hand, traditional modular design emphasizes technical system modularity (TSM) that focuses on a single product and is geared towards product decomposition in light of technical feasibility. While it is appealing to incorporate product family considerations into the prevailing modularization theories and methods, the key challenge lies in that TSM and PFM are essentially associated with different goals and decision criteria. This leads to a dilemma that TSM and PFM are competing in decision making for identification of modules by grouping similar components. Realizing the importance of game-theoretic decision making underlying product family-driven modular design, this paper proposes to leverage TSM and PFM within a coherent framework of joint optimization. A hierarchical game joint optimization model is developed in line with bilevel programming. A two-dimension evaluation criteria taxonomy is presented for TSM and PFM criteria measure. A bilevel nested genetic algorithm is put forward for efficient solution of the non-linear hierarchical joint optimization model. A case study of robotic vacuum cleaner modular design is reported to gain insight into joint optimization of TSM and PFM. Results and analyses demonstrate that the proposed hierarchical joint optimization model is robust and can empower modular design in cohesion with product family concerns.

[1]  Kikuo Fujita,et al.  Product Variety Optimization Simultaneously Designing Module Combination and Module Attributes , 2004, Concurr. Eng. Res. Appl..

[2]  Panlop Zeephongsekul,et al.  A game theory approach in seller-buyer supply chain , 2009, Eur. J. Oper. Res..

[3]  Masatoshi Sakawa,et al.  Interactive fuzzy random two-level linear programming through fractile criterion optimization , 2011, Math. Comput. Model..

[4]  D. White,et al.  A solution method for the linear static Stackelberg problem using penalty functions , 1990 .

[5]  Andrew Kusiak,et al.  Modularity in design of products and systems , 1998, IEEE Trans. Syst. Man Cybern. Part A.

[6]  Gunnar Erixon,et al.  Controlling Design Variants: Modular Product Platforms , 1999 .

[7]  Sukhan Lee Subassembly identification and evaluation for assembly planning , 1994, IEEE Trans. Syst. Man Cybern..

[8]  Victor B. Kreng,et al.  Modular product design with grouping genetic algorithm - a case study , 2004, Comput. Ind. Eng..

[9]  Y. Zhang,et al.  An Initial Study of Direct Relationships between Life-Cycle Modularity and Life-Cycle Cost , 2003, Concurr. Eng. Res. Appl..

[10]  José Fortuny-Amat,et al.  A Representation and Economic Interpretation of a Two-Level Programming Problem , 1981 .

[11]  Kosuke Ishii,et al.  Design for variety: developing standardized and modularized product platform architectures , 2002 .

[12]  Elias Olivares-Benitez,et al.  A metaheuristic approach for selecting a common platform for modular products based on product performance and manufacturing cost , 2008 .

[13]  John K. Gershenson,et al.  Product modularity: measures and design methods , 2004 .

[14]  Qingyan Yang,et al.  A modular eco-design method for life cycle engineering based on redesign risk control , 2011 .

[15]  Timothy W. Simpson,et al.  A market-driven approach to product family design , 2009 .

[16]  Andrew Kusiak,et al.  Integrated product and process design: A modularity perspective , 2002 .

[17]  Jerome Bracken,et al.  Technical Note - The Equivalence of Two Mathematical Programs with Optimization Problems in the Constraints , 1973, Oper. Res..

[18]  Roger Jianxin Jiao,et al.  Product family design and platform-based product development: a state-of-the-art review , 2007, J. Intell. Manuf..

[19]  José Luis González Velarde,et al.  A metaheuristic approach for selecting a common platform for modular products based on product performance and manufacturing cost , 2008, J. Intell. Manuf..

[20]  Jerome Bracken,et al.  Mathematical Programs with Optimization Problems in the Constraints , 1973, Oper. Res..

[21]  Roger Jianxin Jiao,et al.  A methodology of developing product family architecture for mass customization , 1999, J. Intell. Manuf..

[22]  Li Pheng Khoo,et al.  Solving the assembly configuration problem for modular products using an immune algorithm approach , 2003 .

[23]  Karl T. Ulrich,et al.  The role of product architecture in the manufacturing firm , 2011 .

[24]  Andrew Kusiak,et al.  Performance analysis of modular products , 1996 .

[25]  Stan P. M. van Hoesel,et al.  An overview of Stackelberg pricing in networks , 2008, Eur. J. Oper. Res..

[26]  Fabrizio Salvador,et al.  Toward a Product System Modularity Construct: Literature Review and Reconceptualization , 2007, IEEE Transactions on Engineering Management.

[27]  Udo Lindemann,et al.  A CLASSIFICATION FRAMEWORK FOR PRODUCT MODULARIZATION METHODS , 2011 .

[28]  Soundar R. T. Kumara,et al.  A methodology for knowledge discovery to support product family design , 2010, Ann. Oper. Res..

[29]  David W. Rosen,et al.  Implications of Modularity on Product Design for the Life Cycle , 1998 .

[30]  Jafar Chaeb,et al.  Cooperative advertising and pricing decisions in a manufacturer-retailer supply chain; a game-theoretic approach , 2016, 2016 12th International Conference on Industrial Engineering (ICIE).

[31]  Roger J. Jiao,et al.  Green modular design for material efficiency: a leader–follower joint optimization model , 2013 .

[32]  Qingyan Yang,et al.  Product modular design incorporating life cycle issues - Group Genetic Algorithm (GGA) based method , 2011 .

[33]  Jianzhong Wang,et al.  Product family hierarchical associated design and its hierarchical optimization , 2009, 2009 IEEE International Conference on Industrial Engineering and Engineering Management.

[34]  Ying Sun,et al.  Implementing coordination contracts in a manufacturer Stackelberg dual-channel supply chain , 2012, Omega.

[35]  Christoffer E Levandowski,et al.  A two-stage model of adaptable product platform for engineering-to-order configuration design , 2015 .

[36]  William L. Berry,et al.  Approaches to mass customization: configurations and empirical validation , 2000 .

[37]  T.-S. Chang,et al.  A connector-based approach to the modular formulation problem for a mechanical product , 2004 .

[38]  Robert G. Jeroslow,et al.  The polynomial hierarchy and a simple model for competitive analysis , 1985, Math. Program..

[39]  Ali A. Yassine,et al.  Optimal platform investment for product family design , 2008, J. Intell. Manuf..

[40]  Heinrich von Stackelberg,et al.  Stackelberg (Heinrich von) - The Theory of the Market Economy, translated from the German and with an introduction by Alan T. PEACOCK. , 1953 .

[41]  M. Patriksson,et al.  Stochastic bilevel programming in structural optimization , 2001 .

[42]  Henri J. Thevenot,et al.  Commonality Indices for Assessing Product Families , 2006 .

[43]  Roger Jianxin Jiao,et al.  Architecture of Product Family: Fundamentals and Methodology , 2001, Concurr. Eng. Res. Appl..

[44]  Sarada Prasad Sarmah,et al.  Modular product development through platform-based design and DFMA , 2012 .

[45]  Jane J. Ye,et al.  New Necessary Optimality Conditions for Bilevel Programs by Combining the MPEC and Value Function Approaches , 2010, SIAM J. Optim..

[46]  Sebastian K. Fixson,et al.  Modularity and Commonality Research: Past Developments and Future Opportunities , 2007, Concurr. Eng. Res. Appl..

[47]  T. C. Edwin Cheng,et al.  Product variety and channel structure strategy for a retailer-Stackelberg supply chain , 2014, Eur. J. Oper. Res..

[48]  Kristin L. Wood,et al.  A heuristic method for identifying modules for product architectures , 2000 .

[49]  Harrison Hyung Min Kim,et al.  Assessing product family design from an end-of-life perspective , 2011 .

[50]  Fang Guo,et al.  A Comparison of Modular Product Design Methods Based on Improvement and Iteration , 2004 .

[51]  Udo Buscher,et al.  Vertical cooperative advertising and pricing decisions in a manufacturer-retailer supply chain: A game-theoretic approach , 2012, Eur. J. Oper. Res..