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Balanced maximal covering location problem and its application in bike-sharing

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  • Muren,
  • Li, Hao
  • Mukhopadhyay, Samar K.
  • Wu, Jian-jun
  • Zhou, Li
  • Du, Zhiping

Abstract

With the rapid growth of large-scale cities and the reinforcement of environmental concepts and sustainability, the sharing economy has received increasing attention. The maximum coverage location problem (MCLP), which is the basis of many sharing economy models, aims to cover more customers with a specified number of centers and radii. Many scholars have studied the MCLP Model from various angles and have achieved workload balance under maximum coverage by setting the upper limit of each center's workload. However, there has been little research involving the lower limit of the center. We propose a new MCLP model that includes a lower bound that would improve the quality of results. We also introduce the concept of “balance” that will reduce the imbalance of service levels at various locations. We call the proposed model balanced maximum coverage location problem (BMCLP). We test our model on the bike-sharing problem in a large Chinese city. Our results show the twin accomplishments of better maximal covering results and balanced service. We also show that our model is general enough to be applied to many sharing economy problems.

Suggested Citation

  • Muren, & Li, Hao & Mukhopadhyay, Samar K. & Wu, Jian-jun & Zhou, Li & Du, Zhiping, 2020. "Balanced maximal covering location problem and its application in bike-sharing," International Journal of Production Economics, Elsevier, vol. 223(C).
  • Handle: RePEc:eee:proeco:v:223:y:2020:i:c:s0925527319303342
    DOI: 10.1016/j.ijpe.2019.09.034
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    1. Tal Raviv & Ofer Kolka, 2013. "Optimal inventory management of a bike-sharing station," IISE Transactions, Taylor & Francis Journals, vol. 45(10), pages 1077-1093.
    2. Klose, Andreas & Drexl, Andreas, 2005. "Facility location models for distribution system design," European Journal of Operational Research, Elsevier, vol. 162(1), pages 4-29, April.
    3. Canel, Cem & Khumawala, Basheer M. & Law, Japhet S., 1996. "An efficient heuristic procedure for the single-item, discrete lot sizing problem," International Journal of Production Economics, Elsevier, vol. 43(2-3), pages 139-148, June.
    4. Riopel, Diana & Langevin, Andre, 1991. "Optimizing the location of material transfer stations within layout analysis," International Journal of Production Economics, Elsevier, vol. 22(2), pages 169-176, November.
    5. Constantine Toregas & Ralph Swain & Charles ReVelle & Lawrence Bergman, 1971. "The Location of Emergency Service Facilities," Operations Research, INFORMS, vol. 19(6), pages 1363-1373, October.
    6. Chen, Lujie & Olhager, Jan & Tang, Ou, 2014. "Manufacturing facility location and sustainability: A literature review and research agenda," International Journal of Production Economics, Elsevier, vol. 149(C), pages 154-163.
    7. Hasan Pirkul & David A. Schilling, 1991. "The Maximal Covering Location Problem with Capacities on Total Workload," Management Science, INFORMS, vol. 37(2), pages 233-248, February.
    8. Olivares-Benitez, Elias & Ríos-Mercado, Roger Z. & González-Velarde, José Luis, 2013. "A metaheuristic algorithm to solve the selection of transportation channels in supply chain design," International Journal of Production Economics, Elsevier, vol. 145(1), pages 161-172.
    9. Paul, Nicholas R. & Lunday, Brian J. & Nurre, Sarah G., 2017. "A multiobjective, maximal conditional covering location problem applied to the relocation of hierarchical emergency response facilities," Omega, Elsevier, vol. 66(PA), pages 147-158.
    10. Chengjin Wang & César Ducruet, 2014. "Transport corridors and regional balance in China: the case of coal trade and logistics," Post-Print halshs-01069149, HAL.
    11. Zhang, Yongping & Mi, Zhifu, 2018. "Environmental benefits of bike sharing: A big data-based analysis," Applied Energy, Elsevier, vol. 220(C), pages 296-301.
    12. Murray, Alan T. & Wei, Ran, 2013. "A computational approach for eliminating error in the solution of the location set covering problem," European Journal of Operational Research, Elsevier, vol. 224(1), pages 52-64.
    13. Richard Church & Charles R. Velle, 1974. "The Maximal Covering Location Problem," Papers in Regional Science, Wiley Blackwell, vol. 32(1), pages 101-118, January.
    14. Kevin Curtin & Karen Hayslett-McCall & Fang Qiu, 2010. "Determining Optimal Police Patrol Areas with Maximal Covering and Backup Covering Location Models," Networks and Spatial Economics, Springer, vol. 10(1), pages 125-145, March.
    15. Turken, Nazli & Carrillo, Janice & Verter, Vedat, 2017. "Facility location and capacity acquisition under carbon tax and emissions limits: To centralize or to decentralize?," International Journal of Production Economics, Elsevier, vol. 187(C), pages 126-141.
    16. Thanh, Phuong Nga & Bostel, Nathalie & Péton, Olivier, 2008. "A dynamic model for facility location in the design of complex supply chains," International Journal of Production Economics, Elsevier, vol. 113(2), pages 678-693, June.
    17. Wafic El-Assi & Mohamed Salah Mahmoud & Khandker Nurul Habib, 2017. "Effects of built environment and weather on bike sharing demand: a station level analysis of commercial bike sharing in Toronto," Transportation, Springer, vol. 44(3), pages 589-613, May.
    18. Alexandris, George & Giannikos, Ioannis, 2010. "A new model for maximal coverage exploiting GIS capabilities," European Journal of Operational Research, Elsevier, vol. 202(2), pages 328-338, April.
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