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2016 | OriginalPaper | Buchkapitel

Stochastic Dynamic Programming Solution of a Risk-Adjusted Disaster Preparedness and Relief Distribution Problem

verfasst von : Ebru Angün

Erschienen in: Operations Research Proceedings 2014

Verlag: Springer International Publishing

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Abstract

This chapter proposes a multistage stochastic optimization framework that dynamically updates the purchasing and distribution decisions of emergency commodities in the aftermath of an earthquake. Furthermore, the models consider the risk of exceeding the budget levels at any stage through chance constraints, which are then converted to Conditional Value-at-Risk constraints. Compared to the previous papers, our framework provides the flexibility of adjusting the level of conservativeness to the users by changing risk related parameters. Under some conditions, the resulting linear programming problems are solved through the Stochastic Dual Dynamic Programming algorithm. The preliminary numerical results are encouraging.

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Literatur
1.
Zurück zum Zitat Angun, E.: Stochastic dual dynamic programming solution of a short-term disaster management problem. In: Dellino, G., Meloni, C. (eds.) Uncertainty Management in Simulation-Optimization of Complex Systems: Algorithms and Applications. Operations Research/Computer Science Series. Springer, New York, 2015, pp. 225–250 Angun, E.: Stochastic dual dynamic programming solution of a short-term disaster management problem. In: Dellino, G., Meloni, C. (eds.) Uncertainty Management in Simulation-Optimization of Complex Systems: Algorithms and Applications. Operations Research/Computer Science Series. Springer, New York, 2015, pp. 225–250
2.
Zurück zum Zitat Ben-Tal, A., Chung, B.D., Mandala, S.R., Yao, T.: Robust optimization for emergency logistics planning: risk mitigation in humanitarian relief supply chains. Transp. Res. Part B: Methodol. 45, 1177–1189 (2011)CrossRef Ben-Tal, A., Chung, B.D., Mandala, S.R., Yao, T.: Robust optimization for emergency logistics planning: risk mitigation in humanitarian relief supply chains. Transp. Res. Part B: Methodol. 45, 1177–1189 (2011)CrossRef
3.
Zurück zum Zitat Pereira, M.V.F., Pinto, L.M.V.G.: Multi-stage stochastic optimization applied to energy planning. Math. Program. 52, 359–375 (1991)CrossRef Pereira, M.V.F., Pinto, L.M.V.G.: Multi-stage stochastic optimization applied to energy planning. Math. Program. 52, 359–375 (1991)CrossRef
4.
Zurück zum Zitat Rawls, C.G., Turnquist, M.A.: Pre-positioning and dynamic delivery planning for short-term response following a natural disaster. Socio. Econ. Plan. Sci. 46, 46–54 (2012)CrossRef Rawls, C.G., Turnquist, M.A.: Pre-positioning and dynamic delivery planning for short-term response following a natural disaster. Socio. Econ. Plan. Sci. 46, 46–54 (2012)CrossRef
5.
Zurück zum Zitat Rockafellar, R.T., Uryasev, S.P.: Optimization of conditional value-at-risk. J. Risk 2, 21–41 (2000) Rockafellar, R.T., Uryasev, S.P.: Optimization of conditional value-at-risk. J. Risk 2, 21–41 (2000)
6.
Zurück zum Zitat Shapiro, A., Tekaya, W., da Costa, J.P., Soares, M.P.: Risk neutral and risk averse stochastic dual dynamic programming method. Eur. J. Oper. Res. 224, 375–391 (2013)CrossRef Shapiro, A., Tekaya, W., da Costa, J.P., Soares, M.P.: Risk neutral and risk averse stochastic dual dynamic programming method. Eur. J. Oper. Res. 224, 375–391 (2013)CrossRef
7.
Zurück zum Zitat Unpublished data obtained through private communication from Ansal, A., Boğaziçi University Kandilli Observatory and Earthquake Research Center, Istanbul, Turkey Unpublished data obtained through private communication from Ansal, A., Boğaziçi University Kandilli Observatory and Earthquake Research Center, Istanbul, Turkey
Metadaten
Titel
Stochastic Dynamic Programming Solution of a Risk-Adjusted Disaster Preparedness and Relief Distribution Problem
verfasst von
Ebru Angün
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-28697-6_2