DocumentCode :
3517307
Title :
Simulation-Based Vehicle Scheduling with Time Windows
Author :
Merkuryeva, Galina ; Bolshakovs, Vitalijs
Author_Institution :
Dept. of Modelling & Simulation, Riga Tech. Univ., Riga, Latvia
fYear :
2010
fDate :
27-29 Jan. 2010
Firstpage :
134
Lastpage :
139
Abstract :
Optimisation of vehicle schedule with time windows is discussed in this paper. The problem is based on the description and data of a real-life problem. Simulation-based optimisation is used in the search of an optimal solution in this paper. A simulation model is developed for the reviewed vehicles scheduling problem. Two scenarios of optimisation are described. The first scenario involves the use of OptQuest software for the optimisation. In the second scenario, the optimisation uses an evolutionary algorithm and preliminary analysis of the problem complexity. Fitness landscape analysis methods are proposed to enhance vehicle schedule optimisation. The fitness landscape analysis is performed for the vehicle scheduling problem with time windows. The procedure of simulation-based fitness landscape analysis is described.
Keywords :
computational complexity; evolutionary computation; scheduling; vehicles; OptQuest software; evolutionary algorithm; fitness landscape analysis methods; problem complexity; simulation-based vehicle scheduling; time windows; vehicle schedule optimisation; Algorithm design and analysis; Analytical models; Application software; Evolutionary computation; Intelligent systems; Intelligent vehicles; Job shop scheduling; Optimal scheduling; Optimization methods; Performance analysis; fitness landscape; simulation; simulation optimisation; time windows; vehicle scheduling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Systems, Modelling and Simulation (ISMS), 2010 International Conference on
Conference_Location :
Liverpool
Print_ISBN :
978-1-4244-5984-1
Type :
conf
DOI :
10.1109/ISMS.2010.35
Filename :
5416107
Link To Document :
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