Abstract
In this paper, a new Q-Learning method for transfer scheduling of freight cars in a train is proposed. In the proposed method, the number of freight-movements in order to line freights in the desired order is reflected by corresponding evaluation value for each pair of freight-layout and removal-destination at a freight yard. Evaluation values are obtained by the Q-Learning method. The best transfer scheduling can be derived by selecting the removal-action of freight that has the best evaluation value at each freight-layout.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Blasum, U., Bussieck, M.R., Hochstättler, W., Moll, C., Scheel, H.-H., Winter, T.: Scheduling trams in the morning. Math. Methods Oper. Res. 49(1), 137–148 (2000)
Dahlhaus, E., Manne, F., Miller, M., Ryan, J.: Algorithms for combinatorial problems related to train marshalling. In: Proceedings of Australasian Workshop on Combinatorial Algorithms 2000, pp. 7–16 (2000)
He, S., Song, R., Chaudhry, S.S.: Fuzzy dispatching model and genetic algorithms for railyards operations. Eur. J. Oper. Res. 124(2), 307–331 (2000)
Hirashima, Y.: A reinforcement learning system for transfer scheduling of freight cars in a train. In: Lecture Notes in Engineering and Computer Science: Proceedings of the International MultiConference of Engineers and Computer Scientists 2010, IMECS 2010, Hong Kong, 17–19, March 2010, pp. 112–117 (2010)
Jacob, R., Marton, P., Maue, J., Nunkesser, M.: Multistage methods for freight train classification. In: 7th Workshop on Algorithmic Methods and Models for Optimization of Railways, pp. 158–174 (2007)
Kroon, L.G., Lentink, R.M., Schrijver, A.: Shunting of passenger train units: an integrated approach. Transp. Sci. 42, 436–449 (2008)
Li, G., Muto, M., Aihara, N., Tsujimura, T.: Environmental load reduction due to modal shift resulting from improvements to railway freight stations. Q. Rep. RTRI 48(4), 207–214 (2007)
Tomii, N., Jian, Z.L.: Depot shunting scheduling with combining genetic algorithm and pert. In: Proceedings of 7th International Conference on Computer Aided Design, Manufacture and Operation in the Railway and Other Advanced Mass Transit Systems, pp. 437–446 (2000)
Watkins, C.J.C.H., Dayan, P.: Q-learning. Mach. Learn. 8, 279–292 (1992)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2011 Springer Science+Business Media B.V.
About this chapter
Cite this chapter
Hirashima, Y. (2011). A New Rearrangement Plan for Freight Cars in a Train. In: Ao, SI., Castillo, O., Huang, X. (eds) Intelligent Control and Computer Engineering. Lecture Notes in Electrical Engineering, vol 70. Springer, Dordrecht. https://doi.org/10.1007/978-94-007-0286-8_10
Download citation
DOI: https://doi.org/10.1007/978-94-007-0286-8_10
Publisher Name: Springer, Dordrecht
Print ISBN: 978-94-007-0285-1
Online ISBN: 978-94-007-0286-8
eBook Packages: EngineeringEngineering (R0)