Back to Search
Start Over
Time-window relaxations in vehicle routing heuristics
- Source :
- Journal of Heuristics, Journal of Heuristics, 2015, 21 (3), pp.329-358. ⟨10.1007/s10732-014-9273-y⟩, Journal of Heuristics, Springer Verlag, 2015, 21 (3), pp.329-358. ⟨10.1007/s10732-014-9273-y⟩
- Publication Year :
- 2015
- Publisher :
- HAL CCSD, 2015.
-
Abstract
- International audience; The contribution of infeasible solutions in heuristic searches for vehicle routing problems (VRP) is not a subject of consensus in the metaheuristics community. Infeasible solutions may allow transitioning between structurally different feasible solutions, thus enhancing the search, but they also lead to more complex move-evaluation procedures and wider search spaces. This paper introduces an experimental assessment of the impact of infeasible solutions on heuristic searches, through various empirical studies on local improvement procedures, iterated local searches, and hybrid genetic algorithms for the VRP with time windows and other related variants with fleet mix, backhauls, and multiple periods. Four relaxation schemes are considered, allowing penalized late arrivals to customers, early and late arrivals, returns in time, or a flexible travel time relaxation. For all considered problems and methods, our experiments demonstrate the significant positive impact of penalized infeasible solution. Differences can also be observed between individual relaxation schemes. The “returns in time” and “flexible travel time” relaxations appear as the best options in terms of solution quality, CPU time, and scalability.
- Subjects :
- Mathematical optimization
Control and Optimization
Computer Networks and Communications
Heuristic
Computer science
CPU time
[INFO.INFO-RO]Computer Science [cs]/Operations Research [cs.RO]
Management Science and Operations Research
Vehicle routing
Constraint relaxations
Artificial Intelligence
Vehicle routing problem
Scalability
Relaxation (approximation)
Routing (electronic design automation)
Heuristics
Metaheuristic
Time windows
Software
Information Systems
Neighborhood search
Subjects
Details
- Language :
- English
- ISSN :
- 13811231 and 15729397
- Database :
- OpenAIRE
- Journal :
- Journal of Heuristics, Journal of Heuristics, 2015, 21 (3), pp.329-358. ⟨10.1007/s10732-014-9273-y⟩, Journal of Heuristics, Springer Verlag, 2015, 21 (3), pp.329-358. ⟨10.1007/s10732-014-9273-y⟩
- Accession number :
- edsair.doi.dedup.....8574ac0920605e3cb07b01083dc71b48