Dynamic vehicle routing using genetic algorithms

Applied Intelligence

Volumn 27, Issue 1, 2007, Pages 89-99

  Hanshar, Franklin T ^a   Ombuki Berman, Beatrice M ^a  

^a BROCK UNIVERSITY   (Canada)

Author keywords

Dynamic vehicle routing; Genetic algorithms; Tabu search

Indexed keywords

COST REDUCTION; GENETIC ALGORITHMS; PROBLEM SOLVING; ROUTING ALGORITHMS; TABU SEARCH;

ANT COLONY SYSTEM; DYNAMIC VEHICLE ROUTING; STATIC PROBLEMS; TRAVEL COSTS;

GROUND VEHICLES;

EID: 34250695892     PISSN: 0924669X     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10489-006-0033-z     Document Type: Article

References (39)

1. Montemanni R, Gambardella LM, Rizzoli AE, Donati AV (2005) A new algorithm for a dynamic vehicle routing problem based on Ant colony system. J Comb Optim 10:327-343
2. Fleischmann B, Gnutzmann S, Sandvob E (2004) Dynamic vehicle routing based on online traffic information. Trans Sci 38(4):420-433
3. Bianchi L (2000) Notes on dynamic vehicle routing - the state of the art. Technical Report IDSIA-05-01 Istituto Dalle Molle di Studi sull'Intelligenza Artificiale
4. Gendreau M, Potvin J-Y (1998) Dynamic vehicle routing and dispatching. In: Crainic TG, Lapoorte G (eds) Fleet management and logistics, pp 115-226
5. Gendreau M, Guertin F, Potvin J-Y, Seguin R (2006) Neighborhood search heuristics for a dynamic vehicle dispatching problem with pick-ups and deliveries. Trans Res, Part C 14(3):157-174
6. Bent R, Hentenryck P (2003) Van dynamic vehicle routing with stochastic requests. In: Proceedings of the eighteenth international joint conference on artificial intelligence (IJCAI-2003). Acapulco, Mexico, pp 1362-1363
7. Kilby P, Prosser P, Shaw P (1998) Dynamic VRPs: a study of scenarios. Technical Report APES-0-1998, University of Strathclyde
8. Gendreau M, Geurtin F, Potvin JY, Taillard E (1999) Parallel tabu search for real-time vehicle routing and dispatching. Trans Sci 33(4):381-390
9. Ichoua S, Gendreau M, Potvin J-Y (2000) Diversion issues in real-time vehicle dispatching. Trans Sci 34(4):426-438
10. Ichoua S, Gendreau M, Potvin JY (2005) Exploiting knowledge about future demands for real-time vehicle dispatching. Forthcoming in Trans Sci
11. Zhu K, Ong K (2000) A reactive method for real time dynamic vehicle routing problems. In: 12th ICTAI 2000. Vancouver, Canada
12. Coslovich L, Pesenti R, Ukovich W (2006) A two-phase insertion technique of unexpected customers for a dynamic dial-a-ride problem. Eur J Oper Res 175(3):1605-1615
13. Caramia M, Italiano GF, Oriolo G, Pacifici A, Perugia A (2001) Routing a fleet of vehicles for dynamic combined pick-up and deliveries services. In: Symposium on operations research, Duisburg, Germany, 3-5 Sept. 2001. Springer-Verlag, Berlin, pp 3-8
14. Krumke SO, Rambau J, Torres LM (2002) Real-time dispatching of guided and unguided automobile service units with soft time windows. In: Möhring R et al. (eds) Appeared in: Algorithms - ESA 2002. Proceedings of the 10th european symposium on algorithms, Rome, Italy, September 17-21, 2002. Springer, Berlin 2002. LNCS 2461, pp 637-648
15. Savelsbergh MWP, Sol M (1998) DRIVE: dynamic routing of independent vehicles georgia institute of technology. Oper Res 46:474-490
16. Larsen A (2003) The a-priori dynamic traveling salesman problem with time windows. In: ODYSEUS 2003 - second international workshop on freight transportation and logistics. Palermo, Italien, pp 27-30
17. Guntsch M, Middendorf M (2002) Applying population based ACO to dynamic optimization problems. In: Dorigo et al (eds), ANTS 2002, Lecture Notes in Computer Science 2463, pp 111-122
18. Psaraftis H (1988) Dynamic vehicle routing problems. In: Golden BL, Assad AA (eds) Vehicle routing: methods and studies, pp 223-248
19. Psaraftis H (1995) Dynamic vehicle routing: status and prospects. Ann Oper Res 61:143-164
20. Golden BL, Wasil EA, Kelly JP, Chao IM (1998) The impact of metaheuristics on the solving the vehicle routing problem: algorithms, problem sets, and computational results. In: Fleet management and logisitics, Kluwer, Dordrecht pp 33-56
21. Toth P, Vigo D (2003) The granular Tabu search and its application to the VRP. Research Report OR-98-9, DEIS, University of Bologna, 1998, to appear in INFORMS Journal of Computing. ACM
22. Garey MR, Johnson DS (1979) Computers and intractability, a guide to the theory of NP-completeness. W. H. Freeman and Company
23. Holland JH (1992) Adaptation in natural and artificial systems university of michigan press Second Edition. MIT Press
24. Branke J (2002) Evolutionary optimization in dynamic environments. Kluwer Academic Publishers
25. Ombuki B, Ross BJ, Hanshar F (2006) Multi-objective genetic algorithms for vehicle routing problem with time windows. Appl Intell 24(1):17-30
26. Thangiah SR, Salhi S (2001) Genetic clustering: an adaptive heuristic for the multi-depot vehicle routing problem. Appl Artif Intell 15:361-383
27. Ombuki B, Nakamura M, Maeda O (2002) A hybrid search based on genetic algorithms and Tabu search for vehicle routing. In: Banff AB, Leung H (eds) 6th IASTED intl. conf. on artificial intelligence and soft computing (ASC 2002). ACTA Press, pp 176-181
28. Whitley D, Starkweather T, Shaner D (1989) Scheduling problems and traveling salesman: the genetic edge recombination. In: Proceedings of the 3rd international conference on genetic algorithms, pp 133-140
29. Ombuki B, Hanshar F (2004) An effective genetic algorithm for the multi-depot vehicle routing problem, submitted, Preliminary version at Brock COSC TR CS-04-10
30. Mitchell M (1996) An introduction to genetic algorithms. MIT Press
31. Taillard ÉD (1994) Parallel iterative search methods for vehicle routing problems. Networks 23(8):661-673
32. Christophides N, Beasley J (1984) The period routing problem. Networks 14:237-256
33. Fisher ML (1995) Vehicle routing. Handbooks Oper Res Manage Sci 8
34. Glover F (1990)Tabu search-part II. ORSA J Comput 2(1), Winter 4-32
35. Rochat Y, Taillard ED (1995) Probabilistic diversification and intensification in local search for vehicle routing. J Heuristics 1:147-167
36. Nanry W, Barnes J (2000) Solving the pickup and delivery problem with time windows using Tabu search. Trans Res Part B 34:107-121
37. Attanassio A, Cordeau JF, Ghiani G, Laporte G (2004) Parallel Tabu search heuristics for the dynamic multi-vehicle dial-a-ride problem. Parallel Comput 30(3):377-387
38. Ibrahim OH (1993) Metastrategy simulated annealing and tabu search algorithms for the vehicle routing problems. Ann Opera Res 41:421-451
39. Larsen A (2000) The dynamic vehicle routing problem. Ph.D. Thesis, Technical University of Denmark