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A Hybrid ACO+CP for Balancing Bicycle Sharing Systems

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Hybrid Metaheuristics (HM 2013)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 7919))

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Abstract

Balancing bike sharing systems is an increasingly important problem, because of the rising popularity of this mean of transportation. Bike sharing systems need to be balanced so that bikes (and empty slots for returning bikes) are available to the customers, thus ensuring an adequate level of service.

In this paper, we tackle the problem of balancing a real-world bike sharing system (BBSP) by means of a hybrid metaheuristic method. Our main contributions are: (i) a new Constraint Programming (CP) formulation for the problem, and (ii) a novel hybrid approach which combines CP techniques with Ant Colony Optimization (ACO). We validate our approach against real world instances from the Vienna Citybike system.

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References

  1. Rainer-Harbach, M., Papazek, P., Hu, B., Raidl, G.R.: Balancing bicycle sharing systems: A variable neighborhood search approach. In: Middendorf, M., Blum, C. (eds.) EvoCOP 2013. LNCS, vol. 7832, pp. 121–132. Springer, Heidelberg (2013)

    Chapter  Google Scholar 

  2. Meyer, B., Ernst, A.: Integrating ACO and constraint propagation. In: Dorigo, M., Birattari, M., Blum, C., Gambardella, L.M., Mondada, F., Stützle, T. (eds.) ANTS 2004. LNCS, vol. 3172, pp. 166–177. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  3. Khichane, M., Albert, P., Solnon, C.: CP with ACO. In: Perron, L., Trick, M. (eds.) CPAIOR 2008. LNCS, vol. 5015, pp. 328–332. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  4. Khichane, M., Albert, P., Solnon, C.: Strong combination of ant colony optimization with constraint programming optimization. In: Lodi, A., Milano, M., Toth, P. (eds.) CPAIOR 2010. LNCS, vol. 6140, pp. 232–245. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  5. Khichane, M., Albert, P., Solnon, C.: Integration of ACO in a constraint programming language. In: Dorigo, M., Birattari, M., Blum, C., Clerc, M., Stützle, T., Winfield, A.F.T. (eds.) ANTS 2008. LNCS, vol. 5217, pp. 84–95. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  6. Pisinger, D., Ropke, S.: Large neighborhood search. In: Gendreau, M., Potvin, J.Y. (eds.) Handbook of Metaheuristics. International Series in Operations Research & Management Science, vol. 146, pp. 399–419. Springer, US (2010)

    Chapter  Google Scholar 

  7. Benchimol, M., Benchimol, P., Chappert, B., De la Taille, A., Laroche, F., Meunier, F., Robinet, L.: Balancing the stations of a self service bike hire system. RAIRO – Operations Research 45(1), 37–61 (2011)

    Article  MATH  Google Scholar 

  8. Contardo, C., Morency, C., Rousseau, L.M.: Balancing a Dynamic Public Bike-Sharing System. Technical Report CIRRELT-2012-09, CIRRELT, Montreal, Canada, submitted to Transportation Science (2012)

    Google Scholar 

  9. Raviv, T., Tzur, M., Forma, I.A.: Static Repositioning in a Bike-Sharing System: Models and Solution Approaches. EURO Journal on Transportation and Logistics (2012), doi:10.1007/s13676-012-0017-6

    Google Scholar 

  10. Chemla, D., Meunier, F., Calvo, R.W.: Bike sharing systems: Solving the static rebalancing problem. Discrete Optimization 10(2), 120–146 (2013)

    Article  MathSciNet  Google Scholar 

  11. Schuijbroek, J., Hampshire, R., van Hoeve, W.J.: Inventory Rebalancing and Vehicle Routing in Bike Sharing Systems. Technical Report 2013-E1, Tepper School of Business, Carnegie Mellon University (2013)

    Google Scholar 

  12. Kilby, P., Shaw, P.: Vehicle routing. In: Rossi, F., van Beek, P., Walsh, T. (eds.) Handbook of Constraint Programming, pp. 799–834. Elsevier, New York (2006)

    Google Scholar 

  13. Dorigo, M., Birattari, M.: Ant colony optimization. In: Encyclopedia of Machine Learning, pp. 36–39 (2010)

    Google Scholar 

  14. Rossi, F., van Beek, P., Walsh, T.: Handbook of Constraint Programming (Foundations of Artificial Intelligence). Elsevier Science Inc., New York (2006)

    Google Scholar 

  15. Blum, C., Dorigo, M.: The hyper-cube framework for ant colony optimization. IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics 34(2), 1161–1172

    Google Scholar 

  16. Gecode: Generic constraint development environment (2006), http://www.gecode.org

  17. Birattari, M., Yuan, Z., Balaprakash, P., Stützle, T.: F-race and iterated f-race: An overview. In: Experimental Methods for the Analysis of Optimization Algorithms, pp. 311–336 (2010)

    Google Scholar 

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Di Gaspero, L., Rendl, A., Urli, T. (2013). A Hybrid ACO+CP for Balancing Bicycle Sharing Systems. In: Blesa, M.J., Blum, C., Festa, P., Roli, A., Sampels, M. (eds) Hybrid Metaheuristics. HM 2013. Lecture Notes in Computer Science, vol 7919. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-38516-2_16

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  • DOI: https://doi.org/10.1007/978-3-642-38516-2_16

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-38515-5

  • Online ISBN: 978-3-642-38516-2

  • eBook Packages: Computer ScienceComputer Science (R0)

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