IDEAS home Printed from https://ideas.repec.org/a/eee/recore/v62y2012icp37-50.html
   My bibliography  Save this article

An interval-parameter chance-constrained dynamic programming approach for capacity planning under uncertainty

Author

Listed:
  • Dai, C.
  • Li, Y.P.
  • Huang, G.H.

Abstract

In this study, an interval-parameter chance-constrained dynamic programming (ICDP) method is developed for the capacity planning of an integrated municipal solid waste (MSW) management system under uncertainty. The ICDP method integrates interval-parameter dynamic programming (IDP) and chance-constrained programming (CCP) within a general framework with advantages in uncertainty reflection, dynamic facilitation, and risk analysis. It can not only dynamically deal with uncertainties presented as interval numbers and probability distributions, but also provide all potential solutions for facility-capacity expansion under a range of violation levels. The ICDP method is applied to the long-term MSW management and planning in the City of Regina, Canada, where data envelopment analysis (DEA) technique is advanced to identify the optimal capacity-expansion scheme under different system costs and constraint-violation levels. Solutions are valuable for generating alternatives and thus help decision makers to identify desired waste management policies under various economic, environmental and system-reliability conditions.

Suggested Citation

  • Dai, C. & Li, Y.P. & Huang, G.H., 2012. "An interval-parameter chance-constrained dynamic programming approach for capacity planning under uncertainty," Resources, Conservation & Recycling, Elsevier, vol. 62(C), pages 37-50.
    • Handle: RePEc:eee:recore:v:62:y:2012:i:c:p:37-50
    DOI: 10.1016/j.resconrec.2012.02.010
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0921344912000377
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.resconrec.2012.02.010?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. N.C.P. Edirisinghe & E.I. Patterson & N. Saadouli, 2000. "Capacity Planning Model for a Multipurpose Water Reservoir with Target-Priority Operation," Annals of Operations Research, Springer, vol. 100(1), pages 273-303, December.
    2. Li, Y.P. & Huang, G.H. & Nie, S.L. & Qin, X.S., 2007. "ITCLP: An inexact two-stage chance-constrained program for planning waste management systems," Resources, Conservation & Recycling, Elsevier, vol. 49(3), pages 284-307.
    3. Charnes, A. & Cooper, W. W. & Huang, Z. M. & Sun, D. B., 1990. "Polyhedral Cone-Ratio DEA Models with an illustrative application to large commercial banks," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 73-91.
    4. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    5. Athanassopoulos, Antreas D. & Lambroukos, Nikos & Seiford, Lawrence, 1999. "Data envelopment scenario analysis for setting targets to electricity generating plants," European Journal of Operational Research, Elsevier, vol. 115(3), pages 413-428, June.
    6. Larry Jenkins, 1982. "Parametric Mixed Integer Programming: An Application to Solid Waste Management," Management Science, INFORMS, vol. 28(11), pages 1270-1284, November.
    7. Ertay, Tijen & Ruan, Da, 2005. "Data envelopment analysis based decision model for optimal operator allocation in CMS," European Journal of Operational Research, Elsevier, vol. 164(3), pages 800-810, August.
    8. Huang, G. H., 1998. "A hybrid inexact-stochastic water management model," European Journal of Operational Research, Elsevier, vol. 107(1), pages 137-158, May.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Shukui Tan & Lu Zhang & Min Zhou & Yanan Li & Siliang Wang & Bing Kuang & Xiang Luo, 2017. "A hybrid mathematical model for urban land-use planning in association with environmental–ecological consideration under uncertainty," Environment and Planning B, , vol. 44(1), pages 54-79, January.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. HOSSEINZADEH LOTFI, Farhad & HATAMI-MARBINI, Adel & AGRELL, Per & GHOLAMI, Kobra, 2013. "Centralized resource reduction and target setting under DEA control," LIDAM Discussion Papers CORE 2013005, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    2. Lau, Kwok Hung, 2013. "Measuring distribution efficiency of a retail network through data envelopment analysis," International Journal of Production Economics, Elsevier, vol. 146(2), pages 598-611.
    3. Beasley, J. E., 2003. "Allocating fixed costs and resources via data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 147(1), pages 198-216, May.
    4. Adler, Nicole & Friedman, Lea & Sinuany-Stern, Zilla, 2002. "Review of ranking methods in the data envelopment analysis context," European Journal of Operational Research, Elsevier, vol. 140(2), pages 249-265, July.
    5. Baris Yilmaz & Mehmet Yurdusev & Nilgun Harmancioglu, 2009. "The Assessment of Irrigation Efficiency in Buyuk Menderes Basin," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 23(6), pages 1081-1095, April.
    6. Wu, Desheng (Dash) & Lee, Chi-Guhn, 2010. "Stochastic DEA with ordinal data applied to a multi-attribute pricing problem," European Journal of Operational Research, Elsevier, vol. 207(3), pages 1679-1688, December.
    7. Sadeghi, Aliasghar & Mohammadzadeh Moghaddam, Abolfazl, 2016. "Uncertainty-based prioritization of road safety projects: An application of data envelopment analysis," Transport Policy, Elsevier, vol. 52(C), pages 28-36.
    8. Sufian, Fadzlan & Abdul Majid, Muhamed Zulkhibri, 2007. "Consolidation and efficiency: Evidence from non-bank financial institutions in Malaysia," MPRA Paper 12128, University Library of Munich, Germany, revised 01 May 2007.
    9. Roberto Cervelló Royo & Fernando García García & Francisco Guijarro-Martínez & Ismael Moya-Clemente, 2011. "Housing Ranking: a model of equilibrium between buyers and sellers expectations," ERSA conference papers ersa11p314, European Regional Science Association.
    10. Finn Førsund, 2013. "Weight restrictions in DEA: misplaced emphasis?," Journal of Productivity Analysis, Springer, vol. 40(3), pages 271-283, December.
    11. Zhimin Huang & Waiman Cheung & Huiwen Wang, 2006. "Cone dominance and efficiency in DEA," Annals of Operations Research, Springer, vol. 145(1), pages 89-103, July.
    12. Fox, Kevin J. & Grafton, R. Quentin & Kirkley, James & Squires, Dale, 2003. "Property rights in a fishery: regulatory change and firm performance," Journal of Environmental Economics and Management, Elsevier, vol. 46(1), pages 156-177, July.
    13. Kaoru Tone, 2001. "On Returns to Scale under Weight Restrictions in Data Envelopment Analysis," Journal of Productivity Analysis, Springer, vol. 16(1), pages 31-47, July.
    14. Valentina Bosetti & Mariaester Cassinelli & Alessandro Lanza, 2006. "Benchmarking in Tourism Destination, Keeping in Mind the Sustainable Paradigm," Working Papers 2006.12, Fondazione Eni Enrico Mattei.
    15. Glover, Fred & Sueyoshi, Toshiyuki, 2009. "Contributions of Professor William W. Cooper in Operations Research and Management Science," European Journal of Operational Research, Elsevier, vol. 197(1), pages 1-16, August.
    16. Ali, Agha Iqbal & Lerme, Catherine S. & Seiford, Lawrence M., 1995. "Components of efficiency evaluation in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 80(3), pages 462-473, February.
    17. Fadzlan Sufian & Muhd-Zulkhibri Abdul Majid, 2008. "Bank Ownership, Characteristics, and Performance:A Comparative Analysis of Domestic and Foreign Islamic Banks in Malaysia ملكية المصرف، الخصائص والأداء:تحليل مقارن لمصارف إسلامية محلية وأجنبية بماليزي," Journal of King Abdulaziz University: Islamic Economics, King Abdulaziz University, Islamic Economics Institute., vol. 21(2), pages 3-36, July.
    18. W D Cook & J Zhu, 2011. "Output-specific input-assurance regions in DEA," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 62(10), pages 1881-1887, October.
    19. Wade D. Cook & Joe Zhu, 2008. "CAR-DEA: Context-Dependent Assurance Regions in DEA," Operations Research, INFORMS, vol. 56(1), pages 69-78, February.
    20. D L Tracy & B Chen, 2005. "A generalized model for weight restrictions in data envelopment analysis," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 56(4), pages 390-396, April.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:recore:v:62:y:2012:i:c:p:37-50. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Kai Meng (email available below). General contact details of provider: https://www.journals.elsevier.com/resources-conservation-and-recycling .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.