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