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Heuristic Algorithms for Capacitated Collection Network Design in Reverse Logistics  

Kim, Ji-Su (Department of Industrial Engineering, Hanyang University)
Lee, Dong-Ho (Department of Industrial Engineering, Hanyang University)
Publication Information
Management Science and Financial Engineering / v.14, no.2, 2008 , pp. 45-66 More about this Journal
Abstract
Refuse collection, one of important elements in reverse logistics, is an activity rendering recyclables or wastes and moving them to some points where further treatment is required. Among various decisions in the collection activity, we focus on network design, which is the problem of locating collection points as well as allocating refuses at demand points to collection points while satisfying the capacity restriction at each collection point. Here, the collection point is the place where recyclables or wastes near the point are gathered, and locating the collection points is done by selecting them from a given set of potential sites. The objective is to minimize the sum of fixed costs to open collection points and transportation costs to move refuses from demand points to collection points. An integer programming model is developed to represent the problem mathematically and due to the complexity of the problem, two types of heuristics, one with simultaneous and the others with separate location and allocation, are suggested. Computational experiments were done on test problems up to 500 potential sites, and the results are reported. In particular, some heuristics gave near optimal solutions for small-size test problems, i.e., 2% gaps in average from the optimal solution values.
Keywords
Reverse Logistics; Refuse Collection; Network Design; Heuristics;
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Times Cited By KSCI : 1  (Citation Analysis)
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1 Barros, A. I., R. Dekker, and V. Scholten, "A two‐level network for recycling sand: a case study," European Journal of Operational Research 110 (1998), 199‐214
2 Bloemhof‐Ruwaard, J. M., M. Fleschmann, and J. A. E. E. van Nunen, "Reviewing distribution issues in reverse logistics," Lecture Notes in Economics and Mathematical System 480 (1999), 23‐44
3 Dowlatshahi, S., "Developing a theory of reverse logistics," Interfaces 30 (2000), 143‐155
4 Fleischmann, M., J. M. Bloemhof-.Ruwaard, R. Dekker, E. van der Laan, J. A. E. E. van Nunen, and L. N. van Wassenhove, "Quantitative models for reverse logistics: a review," European Journal of Operational Research 103 (1997), 1-17   DOI   ScienceOn
5 Fleischmann, M., H. R. Krikke, R. Dekker, and S. D. P. Flapper, "A characterization of logistics networks for product recovery," Omega 28 (2000), 653-666   DOI   ScienceOn
6 Jayaraman, V., Jr. V. D. R. Guide, and R. Srivastava, "A closed-.loop logistics model for remanufacturing," Journal of the Operational Research Society 50 (1999), 497-508   DOI
7 Krikke, H. R., A. van Harten, and P. C. Schuur, "Business case océ: reverse logistics network re-design for copiers," OR Spectrum 21 (1999), 381-409   DOI
8 Revelle, C. S. and H. A. Eiselt, "Location analysis: a synthesis and survey," European Journal of Operational Research 165 (2005), 1-19   DOI   ScienceOn
9 Jayaraman, V., Patterson, R. A., and Rolland, E. "The design of reverse distribution networks: models and solution procedures," European Journal of Operational Research 150 (2003), 128-149   DOI   ScienceOn
10 Min, H., H. J. Ko, and C. S. Ko, "A genetic algorithm approach to developing the multi-echelon reverse logistics network for product returns," Omega 34 (2006), 56-69   DOI   ScienceOn
11 Kroon, L. and G. Vrijens, "Returnable containers: an example of reverse logistics," International Journal of Physical Distribution and Logistics Management 25 (1995), 56-68   DOI   ScienceOn
12 Kim, J. D., H. S. Choi, and D. H. Lee, "A case study on the stochastic vehicle routing in a refuse collection system," Journal of the Korean Society of Supply Chain Management 7 (2007), 57-65
13 Realff, M. J., J. C. Ammons, and D. Newton, "Carpet recycling: determining the reverse logistics system design," The Journal of Polymer-Plastics Technology and Engineering 38 (1999), 547-567   DOI
14 Louwers, D., B. J. Kip, E. Peters, F. Souren, and S. D. P. Flapper, "A facility location allocation model for reusing carpet materials," Computers and Industrial Engineering 36 (1999), 855-869   DOI   ScienceOn
15 Campbell, J. F. A., "survey of network hub location," Studies in Locational Analysis 6 (1994), 31‐47
16 Mansini, R. and M. G. Speranza, "A linear programming model for the separate refuse collection service," Computers and Operations Research 25 (1998), 659-673   DOI   ScienceOn
17 Fleischmann, M., P. Beullens, J. M. Bloemhof-.Ruwaard, and L. N. Van Wassenhove, "The impact of product recovery on logistics network design," Production and Operations Management 10 (2001), 156-173   DOI   ScienceOn
18 Ferguson, N. and J. Browne, "Issues in end-.of-.life product recovery and reverse logistics," Production Planning and Control 12 (2001), 534-547   DOI
19 Ko, H. J. and G. W. Evans, "A genetic algorithm-.based heuristic for the dynamic integrated forward/reverse logistics network for 3PLs," Computers and Operations Research 34 (2007), 346-366   DOI   ScienceOn
20 Ebery, J., M. Krishnamoorthy, A. Ernst, and B. Boland, "The capacitated multiple allocation hub location problem: Formulations and algorithms," European Journal of Operational Research 120 (2000), 614‐631
21 Salema, M. I. G., A. P. Barbosa-Povoa, and A. Q. Novais, "An optimization model for the design of a capacitated multi-product reverse logistics network with uncertainty," European Journal of Operational Research 179 (2007), 1063-1077   DOI   ScienceOn
22 Daskin, M. S., GENRAND2: A random network generator, Department of Industrial Engineering and Management Sciences, Northwestern University, Evanston, IL, USA 1993
23 Caruso, C., A. Colorni, and M. Paruccini, "The regional urban solid waste management system: a modeling approach," European Journal of Operational Research 70 (1993), 16‐30
24 Klose, A. and A. Drexl, "Facility location models for the distribution system design," European Journal of Operational Research 162 (2005), 4-29   DOI   ScienceOn
25 Lee, D. H. and M. Dong, "A heuristic approach to logistics network design for end-of-lease computer products recovery," Transportation Research Part E: Logistics and Transportation Review 44 (2008), 455-474   DOI   ScienceOn
26 Guide, Jr. V. D. R., V. Jayaraman, R. Srivastava, and W. C. Benton, "Supplychain management for recoverable manufacturing systems," Interfaces 30 (2000), 125-142   DOI   ScienceOn
27 Lee, D.-H., H.-J. Kim, and J.-S. Kim, "Reverse logistics: research issues and literature review," Journal of the Korean Institute of Industrial Engineers 34 (2008), 270-288
28 Martello, S. and P. Toth, Knapsack Problems: Algorithms and Computer Implementations. John Wiley and Sons, Chichester 1990
29 Kariv, O. and S. L. Hakimi, "An algorithmic approach to network location problem: part 2 the p-.medians," SIAM Journal on Applied Mathematics 37 (1969), 539-.560   DOI   ScienceOn
30 Mladenović, N., J. Brimberg, P. Hansen, and J. A. Moreno-Perez, "The pmedian problem: a survey of metaheuristic approaches," European Journal of Operational Research 179 (2007), 927-939   DOI   ScienceOn
31 Spengler, Th., H. Püchert, and P. O. Rentz, "Environmental integrated production and recycling management," European Journal of Operational Research 97 (1997), 308-326   DOI   ScienceOn
32 Krikke, H. R., E. J. Kooi, and P. C. Schuur, "Network design in reverse logistics:a quantitative model," Lecture Notes in Economics and Mathematical Systems 480 (1999), 45-62