Fuzzy multiple-goal programming for analysing outsourcing cost-effectiveness in hi-tech manufacturing

Given high-tech industry trends such as limited production, diverse model range, short product life cycle, and high customer responsiveness, issues related to recognitive core vs. non-core operations in internal vs. external environments are crucial in hi-tech production systems planning. This work elucidates the relationship between capacity planning and suppliers with a focus on quantity allocation, manufacturing quantity, capacity limit, warehouse space, and time period for hi-tech production planning. A fuzzy multiple-goal programming approach is adopted to model total cost, holding cost, and rework cost in order to analyse the relative cost-effectiveness of different factors. The proposed model was examined via the fuzzy analysis of its application to an actual building-integrated photovoltaic (BIPV) manufacturer with variable characteristics. The proposed model of cost-effectiveness accommodates variables such as multiple components, quality, and responsiveness, it integrates multi-stage functions, and a specific implementation is demonstrated. Various scenarios are designed to analyse the transaction options for outsourcing under combined schemes. The analytical results in this study can help decision makers to systematically analyse the cost effectiveness of outsourcing during capacity planning in practical applications.

[1]  Samuel H. Huang,et al.  Comprehensive and configurable metrics for supplier selection , 2007 .

[2]  Gwo-Hshiung Tzeng,et al.  FUZZY MULTICRITERIA RANKING OF URBAN TRANSPORTATION INVESTMENT ALTERNATIVES. , 1996 .

[3]  C. Drury,et al.  Moving from Make/Buy to Strategic Sourcing: The Outsource Decision Process , 2001 .

[4]  Nils Brunsson My own book review : The Irrational Organization , 2014 .

[5]  Emiko Hirose Horton Review of Beyond language: Cross-cultural Communication: 2nd ed by D.Levine & M.Adelman. 1993. Englewood Cliff, N.J.:Regent/Prentice Hall , 1994 .

[6]  R. P. Mohanty,et al.  Use of Analytic Hierarchic Process for Evaluating Sources of Supply , 1993 .

[7]  Ian Towers Outsourcing for Radical Change: A Bold Approach to Enterprise Transformation , 2005 .

[8]  Wen-Hsien Tsai,et al.  Outsourcing or capacity expansions: Application of activity-based costing model on joint products decisions , 2007, Comput. Oper. Res..

[9]  Lei-Yu Wu,et al.  Entrepreneurial resources, dynamic capabilities and start-up performance of Taiwan's high-tech firms , 2007 .

[10]  J. Current,et al.  A MULTIOBJECTIVE APPROACH TO VENDOR SELECTION , 1993 .

[11]  Najla Aissaoui,et al.  Supplier selection and order lot sizing modeling: A review , 2007, Comput. Oper. Res..

[12]  R. Słowiński A multicriteria fuzzy linear programming method for water supply system development planning , 1986 .

[13]  Jayashankar M. Swaminathan,et al.  The antecedents of process integration in business process outsourcing and its effect on firm performance , 2015 .

[14]  Riccardo Dulmin,et al.  Supplier selection using a multi-criteria decision aid method , 2003 .

[15]  James L. Zydiak,et al.  Vendor selection with price breaks , 1993 .

[16]  Ram Narasimhan,et al.  Explicating the mediating role of integrative supply management practices in strategic outsourcing: a case study analysis , 2010 .

[17]  Robert M. Monczka,et al.  Cost-Based Supplier Performance Evaluation , 1988 .

[18]  S. H. Ghodsypour,et al.  The total cost of logistics in supplier selection, under conditions of multiple sourcing, multiple criteria and capacity constraint , 2001 .

[19]  Bowon Kim,et al.  Dynamic outsourcing to contract manufacturers with different capabilities of reducing the supply cost , 2003 .

[20]  Robert E. Spekman,et al.  Towards more effective sourcing and supplier management , 1999 .

[21]  Samit Soni,et al.  A Framework for Facilitating Sourcing and Allocation Decisions for Make-to-Order Items , 2004, Decis. Sci..

[22]  E. Hannan Linear programming with multiple fuzzy goals , 1981 .

[23]  Andrew C. Pan Allocation of Order Quantity among Suppliers , 1989 .

[24]  Robert M. Fuhrer,et al.  Coordinating Investment, Production, and Subcontracting , 1999 .

[25]  A. Amida,et al.  Fuzzy multiobjective linear model for supplier selection in a supply chain , 2015 .

[26]  Tien-Fu Liang,et al.  Application of fuzzy multi-objective linear programming to aggregate production planning , 2004, Comput. Ind. Eng..

[27]  Eric Sucky,et al.  A model for dynamic strategic vendor selection , 2007, Comput. Oper. Res..

[28]  Vilém Novák,et al.  Fuzzy Set , 2009, Encyclopedia of Database Systems.

[29]  Qiong Wang,et al.  Optimizing vendor selection in a two-stage outsourcing process , 2007, Comput. Oper. Res..

[30]  H. Zimmermann Fuzzy programming and linear programming with several objective functions , 1978 .

[31]  Ge Wang,et al.  Product-driven supply chain selection using integrated multi-criteria decision-making methodology , 2004 .

[32]  Jeremy F. Shapiro,et al.  Improving Purchasing Productivity at IBM with a Normative Decision Support System , 1985 .

[33]  C. Hwang,et al.  A new approach to some possibilistic linear programming problems , 1992 .

[34]  Fang-Mei Tseng,et al.  Measuring business performance in the high-tech manufacturing industry: A case study of Taiwan's large-sized TFT-LCD panel companies , 2009 .

[35]  Hui-Chieh Li,et al.  An integrated plant capacity and production planning model for high-tech manufacturing firms with economies of scale , 2009 .

[36]  Earl Juei Wang,et al.  Analysis of outsourcing cost-effectiveness using a linear programming model with fuzzy multiple goals , 2010 .

[37]  Robert E. Gregory,et al.  Source Selection: A Matrix Approach , 1986 .

[38]  A. Ravi Ravindran,et al.  Vendor selection in outsourcing , 2007, Comput. Oper. Res..

[39]  H. Pirkul,et al.  Capacitated Multiple Item Ordering Problem with Quantity Discounts , 1985 .

[40]  Paul M. Frank Fuzzy control in Duisburg , 1996, Fuzzy Sets Syst..

[41]  H. V. D. Water,et al.  A decision support model based on the analytic hierarchy process for the make or buy decision in manufacturing , 2006 .

[42]  Marc Goetschalckx,et al.  A stochastic programming approach for supply chain network design under uncertainty , 2004, Eur. J. Oper. Res..

[43]  J. Barney Firm Resources and Sustained Competitive Advantage , 1991 .

[44]  T. Johnsen,et al.  Purchasing and Supply Chain Management , 2014 .

[45]  Selim Zaim,et al.  An application of data envelopment analytic hierarchy process for supplier selection: a case study of BEKO in Turkey , 2007 .

[46]  Bopaya Bidanda,et al.  Minimising total cost with regular and emergency outsourcing sources: a neuro-dynamic programming approach , 2009 .

[47]  Richard Bellman,et al.  Decision-making in fuzzy environment , 2012 .

[48]  Chiung Moon,et al.  Advanced planning and scheduling with outsourcing in manufacturing supply chain , 2002 .

[49]  Jennifer Blackhurst,et al.  Supplier evaluation and selection: an augmented DEA approach , 2009 .

[50]  Brian G. Kingsman,et al.  Vendor rating for an entrepreneur development programme: a case study using the analytic hierarchy process method , 1999, J. Oper. Res. Soc..

[51]  Thomas Y. Choi,et al.  An exploration of supplier selection practices across the supply chain , 1996 .

[52]  Ngo Van Long,et al.  Outsourcing and technology spillovers , 2005 .

[53]  Filip Roodhooft,et al.  VENDOR SELECTION AND EVALUATION AN ACTIVITY BASED COSTING APPROACH , 1997 .

[54]  Khalid Hafeez,et al.  Outsourcing non-core assets and competences of a firm using analytic hierarchy process , 2007, Comput. Oper. Res..

[55]  Jan Juretzka,et al.  Decision Support System , 2001 .

[56]  Manoj Kumar,et al.  A fuzzy goal programming approach for vendor selection problem in a supply chain , 2004, Comput. Ind. Eng..

[57]  Jung Lyu,et al.  The performance evaluation of SCOR sourcing process--The case study of Taiwan's TFT-LCD industry , 2008 .

[58]  Seongcheol Kim,et al.  Developing a decision model for business process outsourcing , 2007, Comput. Oper. Res..

[59]  Daniel R. Krause,et al.  Toward a measure of competitive priorities for purchasing , 2001 .

[60]  J. Linder Outsourcing for Radical Change: A Bold Approach to Enterprise Transformation , 2004 .

[61]  Ted F. Anthony,et al.  Strategic Purchase Scheduling , 1977 .

[62]  De-Li Yang,et al.  Using a hybrid multi-criteria decision aid method for information systems outsourcing , 2007, Comput. Oper. Res..

[63]  Hui-Ming Wee,et al.  Modelling of outsourcing decisions in global supply chains. An empirical study on supplier management performance with different outsourcing strategies , 2010 .

[64]  Ton G. de Kok,et al.  Capacity allocation and outsourcing in a process industry , 2000 .

[65]  Deborah L. Swenson Entry costs and outsourcing decisions: evidence from the U.S. overseas assembly provision , 2004 .

[66]  Jayashankar M. Swaminathan,et al.  The antecedents of process integration in business process outsourcing and its effect on firm performance , 2015, IEEE Engineering Management Review.

[67]  David L. Deeds,et al.  DYNAMIC CAPABILITIES AND NEW PRODUCT DEVELOPMENT IN HIGH TECHNOLOGY VENTURES: AN EMPIRICAL ANALYSIS OF NEW BIOTECHNOLOGY FIRMS , 2000 .

[68]  Maurizio Repetto,et al.  Fuzzy approach for multiobjective optimization in magnetics , 1996 .

[69]  Liang-Hsuan Chen,et al.  An integrated fuzzy approach for the selection of outsourcing manufacturing partners in pharmaceutical R&D , 2010 .

[70]  Yoram Wind,et al.  The Determinants of Vendor Selection: The Evaluation Function Approach , 1968 .

[71]  Layek Abdel-Malek,et al.  A framework for comparing outsourcing strategies in multi-layered supply chains , 2005 .

[72]  N.-E. Dahel Vendor selection and order quantity allocation in volume discount environments , 2003 .

[73]  Keith Ord,et al.  Delivery performance in vendor selection decisions , 2007, Eur. J. Oper. Res..

[74]  Morris A. Cohen,et al.  An integrated plant loading model with economies of scale and scope , 1991 .

[75]  Sameer Kumar,et al.  A closed loop outsourcing decision model for developing effective manufacturing strategy , 2010 .

[76]  Khurrum S. Bhutta,et al.  Supplier selection problem: a comparison of the total cost of ownership and analytic hierarchy process approaches , 2002 .

[77]  Thomas F. Burgess,et al.  Manufacturing technology and the supply chain: Linking buyer-supplier relationships and advanced manufacturing technology , 1996 .

[78]  Irem Ozkarahan,et al.  An integrated multicriteria decision-making methodology for outsourcing management , 2007, Comput. Oper. Res..

[79]  Jesper Momme,et al.  Framework for outsourcing manufacturing: strategic and operational implications , 2002, Comput. Ind..

[80]  Alex Coman,et al.  Production outsourcing: A linear programming model for the Theory-Of-Constraints , 2000 .

[81]  Mary J. Meixell,et al.  Global supply chain design: A literature review and critique , 2005 .

[82]  J. Belohlav,et al.  Outsourcing impact on manufacturing firms’ value: Evidence from Japan , 2007 .

[83]  David L. Deeds,et al.  Strategic alliances and the rate of new product development: An empirical study of entrepreneurial biotechnology firms , 1996 .

[84]  J. Current,et al.  An optimization approach to determining the number of vendors to employ , 2000 .

[85]  Mohan V. Tatikonda,et al.  Technology novelty, project complexity, and product development project execution success: a deeper look at task uncertainty in product innovation , 2000, IEEE Trans. Engineering Management.