Solving a large real-world bus driver scheduling problem with a multi-assignment based heuristic algorithm

Constantino, Ademir Aparecido and de Mendonca, Candido F.X. and de Araujo, Silvio Alexandre and Landa-Silva, Dario and Calvi, Rogerio and dos Santos, Allainclair Flausino (2017) Solving a large real-world bus driver scheduling problem with a multi-assignment based heuristic algorithm. Journal of Universal Computer Science, 23 (5). pp. 479-504. ISSN 0948-6968

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Abstract

The bus driver scheduling problem (BDSP) under study consists in finding a set of duties that covers the bus schedule from a Brazilian public transportation bus company with the objective of minimizing the total cost. A deterministic 2-phase heuristic algorithm is proposed using multiple assignment problems that arise from a model based on a weighted multipartite graph. In the first phase, the algorithm constructs an initial feasible solution by solving a number of assignment problems. In the second phase, the algorithm attempts to improve the solution by two different procedures. One procedure takes the whole set of duties and divides them in a set of partial duties which are recombined. The other procedure seeks to improve single long duties by eliminating the overtime time and inserting it into another duty. Computational tests are performed using large-scale real-world data with more than 2,300 tasks and random instances extracted from real data. Three different objective functions are analyzed. The overall results indicate that the proposed approach is competitive to solve large BDSP.

Item Type: Article
Keywords: bus driver scheduling, crew management, heuristic, large real-world instances, transportation
Schools/Departments: University of Nottingham, UK > Faculty of Science > School of Computer Science
Depositing User: Landa-Silva, Dario
Date Deposited: 10 Aug 2017 14:22
Last Modified: 11 Aug 2017 03:35
URI: http://eprints.nottingham.ac.uk/id/eprint/44824

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