MetaModeling and Optimizing a Reverse Logistics System

10.6186/IJIMS.2012.23.1.3

Janice K. Winch；Christian N. Madu；Chu-Hua Kuei

Reverse logistics ； simulation ； regression metamodel ； goal programming ； optimization

International Journal of Information and Management Sciences

23:1（2012 / 03 / 01）

41 - 58

英文

This paper shows how reverse logistics problems can be addressed using a hybrid approach that combines simulation-based metamodels and optimization approaches. Our proposed framework (1) identifies the critical reverse logistics input and output variables, (2) proceduralizes joint qualitative and quantitative analyses into a coherent model, and (3) integrates computer simulation and optimization. This integration enables academics and practicing managers to explore the problem context and enhance the effectiveness of decision making. This approach is illustrated on a reverse logistics system where regression metamodels from simulation are used in a goal programming model to minimize operational cost and waste while meeting throughput requirements.

1. Kuei, C.,Madu, C. N.(2009).Sustainable operations management.International Journal of Commerce and Strategy,1(1),2-18.
   連結：
2. Acar, W.,Anonkhin, S.,Troutt, M. D.(2010).Using decision sciences to enhance entrepreneurial foresight: the comprehensive situation mapping approach.International Journal of Strategic Decision Sciences,1(1),81-100.
3. Ayag, Z.(2005).A fuzzy AHP-based simulation approach to concept evaluation in a NPD environment.IIE Transactions,37,827-842.
4. Azadeh, S. F.,Ghaderi, S. F.,Dehghanbaghi, M.,Dabbaghi, A.(2010).Integration of simulation, design of experiment and goal programming for minimization of makespan and tardiness.International journal of Advanced Manufacturing Technology,46(5-8),431-444.
5. Banks, J.(Ed.)(1998).Handbook of Simulation.New York:Wiley.
6. Dengiz, B.,Akbay, K.(2000).Computer simulation of a PCB production line: metamodeling approach.International Journal of Production Economics,63(2),195-205.
7. Dowlatshahi, S.(2005).A strategic framework for the design and implementation of remanufacturing operations in reverse logistics.International Journal of Production Research,43,3455-3480.
8. Durieux, S.,Pierreval, H.(2004).Regression metamodeling for the design of automated manufacturing system composed of parallel machines sharing a material handling resource.Int. J. Production Economics,89,21-30.
9. Eden, C.,Ackermann, F.(2004).Making Strategy: The Journey of Strategic Management.Thousand Oaks, CA:Sage.
10. Friedman, L. W.,Pressman, I.(1988).The metamodel in simulation analysis: Can it be trusted?.Journal of Operations Research Society,39(10),939-948.
11. Haas, D. A.,Murphy, F. H.,Lancioni, R. A.(2003).Managing reverse logistics channels with data envelopment analysis.Transportation Journal,42(3),59-69.
12. Kannan, G. P.,Sasikumar, P.,Devika, K.(2010).A genetic algorithm approach for solving a closed loop supply chain model: A case of battery recycling.Applied Mathematical Modelling,34(3),655-670.
13. Kara, S.,Rugrungruang, F.,Kaebernick, H.(2007).Simulation modeling of reverse logistics networks.International Journal of Production Economics,106(1),61-69.
14. Kleijnen, J. P. C.(2008).Design and Analysis of Simulation Experiments.New York:Springer.
15. Kuei, C.,Madu, C. N.,Lin, C.(2011).Developing global supply chain quality management systems.International Journal of Production Research
16. Kuei, C.,Madu, C. N.,Winch, J. K.(2008).Supply chain quality management: A simulation study.International Journal of Information and Management Sciences,19(1),131-151.
17. Li, S.,Li, J. Z.(2009).Hybridising human judgment, AHP, simulation and a fuzzy expert system for strategy formulation under uncertainty.Expert Systems with Applications,36,5557-5564.
18. Madu, C. N.,Kuei, C.(1993).Experimental Statistical Designs and Analysis in Simulation Modeling.Westport, CT:Quorum.
19. Madu, C. N.,Kuei, C.,Madu, A. N.(1991).Setting priorities for the IT industry in Taiwan. A Delphi study.Long Range Planning,24(5),105-118.
20. McHaney, R. W.,Douglas, D. E.(1997).Multivariate regression metamodel: A DSS application in industry.Decision Support Systems,19(1),43-52.
21. Rabelo, L.,Eskandari, H.,Shaalan, T.,Helal, M.(2007).Value chain analysis using hybrid simulation and AHP.International Journal of Production Economics,105,536-547.
22. Ragsdale, C.(2008).Spreadsheet Modeling and Decision Analysis.Stamford, CT:Cengage Learning.
23. Ravi, V.,Shankar, R.,Tiwari, M. K.(2008).Selection of a reverse logistics project for end-of-life computers: ANP and goal programming approach.International Journal of Production Research,46(17),4849-4870.
24. Sarkis, J.(2003).A strategic decision framework for green supply chain management.Journal of Cleaner Production,11,397-409.
25. Srivastava, S.K.(2008).Network design for reverse logistics.Omega. International Journal of Management Science,36,535-548.
26. Taguchi, C.,Wu, Y.(1980).Introduction to Off-line Quality Control.Nogoya, Japan:Central Japan Quality Control Association.

1. Chou, Yon-Chun,Chen, Yao-Hung(2013).Courier Collaboration in Pickup and Delivery Services by Hub Transshipment across Flexible Time Periods.International Journal of Information and Management Sciences,24(4),363-380.