An appraisal of a column-generation-based algorithm for centralized train-conflict resolution on a metropolitan railway network
Document Type
Journal Article
Publication Date
2010
Subject Area
mode - rail, operations - scheduling, place - asia
Keywords
Train-conflict resolution, NP-hardness, Column generation, Fix-and-regenerate
Abstract
In practice, a train-conflict resolution is decentralized around dispatchers each of whom controls a few segments in a global railway network with her rule-of-thumb to operational data. Conceptually, the global sub-optimality or infeasibility of the decentralized system is resolved by a network controller who coordinates the dispatchers and train operators at the lower layers on a real-time basis. However, such notion of a multi-layer system cannot be effectual unless the top layer is able to provide a global solution soon enough for the dynamic lower layers to adapt in a seamless manner. Unfortunately, a train-conflict resolution problem is NP-hard as formally established in this paper and an effective solution method traded off between computation time and solution quality has been lacking in literature. Thus, we propose a column-generation-based algorithm that exploits the separability of the problem. A key ingredient of the algorithm is an efficient heuristic for the pricing subproblem for column generation. Tested on the real data from the Seoul metropolitan railway network, the algorithm provides near-optimal conflict-free timetables in a few seconds for most cases. The performance of the proposed algorithm is compared to the ones of the previous MIP-based heuristic by Törnquist and Persson (2007) and the priority-based heuristic by Sahin (1999).
Rights
Permission to publish the abstract given by Elsevier, copyright remains with them.
Recommended Citation
Min, Y-H., Park, M-J., Hong, S-P., & Hong, S-H. (2010). An appraisal of a column-generation-based algorithm for centralized train-conflict resolution on a metropolitan railway network. Transportation Research Part B: Methodological, Vol. 45, (2), Pp. 409-429.
Comments
Transportation Research Part B Home Page: http://www.sciencedirect.com/science/journal/01912615