0000000000179531

AUTHOR

Pasi P. Porkka

showing 2 related works from this author

A well-scalable metaheuristic for the fleet size and mix vehicle routing problem with time windows

2009

This paper presents an efficient and well-scalable metaheuristic for fleet size and mix vehicle routing with time windows. The suggested solution method combines the strengths of well-known threshold accepting and guided local search metaheuristics to guide a set of four local search heuristics. The computational tests were done using the benchmarks of [Liu, F.-H., & Shen, S.-Y. (1999). The fleet size and mix vehicle routing problem with time windows. Journal of the Operational Research Society, 50(7), 721-732] and 600 new benchmark problems suggested in this paper. The results indicate that the suggested method is competitive and scales almost linearly up to instances with 1000 custome…

Computer. AutomationMathematical optimizationbusiness.industryComputer scienceGeneral EngineeringMetaheuristicsVehicle routingComputer Science ApplicationsSet (abstract data type)Artificial IntelligenceScalabilityVehicle routing problemBenchmark (computing)Local search (optimization)Guided Local SearchHeuristicsbusinessMetaheuristicHeterogeneous vehicles
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A Simple Metaheuristic for the FleetSize and Mix Problem with TimeWindows

2017

This paper presents a powerful new single-parameter metaheuristic to solve the Fleet Size and Mix Vehicle Routing Problem with Time Windows. The key idea of the new metaheuristic is to perform a random number of random-sized jumps in random order through four well-known local search operators. Computational testing on the 600 large-scale benchmarks of Bräysy et al. (Expert Syst Appl 36(4):8460–8475, 2009) show that the new metaheuristic outperforms previous best approaches, finding 533 new best-known solutions. Despite the significant number of random components, it is demonstrated that the variance of the results is rather low. Moreover, the suggested metaheuristic is shown to scale almost…

Mathematical optimizationComputer scienceSimple (abstract algebra)business.industryVehicle routing problemKey (cryptography)Scale (descriptive set theory)Local search (optimization)Variance (accounting)businessMetaheuristicParallel metaheuristic
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