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Operations planning via stochastic programming and robust optimization

Grant number: 13/08303-2
Support Opportunities:Regular Research Grants
Start date: October 01, 2013
End date: September 30, 2015
Field of knowledge:Engineering - Production Engineering - Operational Research
Principal Investigator:Douglas José Alem Junior
Grantee:Douglas José Alem Junior
Host Institution: Centro de Ciências e Tecnologias para a Sustentabilidade (CCTS). Universidade Federal de São Carlos (UFSCAR). Sorocaba , SP, Brazil

Abstract

In this research project, we will study two operations planning problems that arise in different contexts: (i) the pump scheduling problem and (ii) the location-distribution problem in disaster situations. These two problems will be treated under the stochastic programming and the robust optimization viewpoints, as diverse input data are uncertainty by nature. The main goals of this project involve the study and the contextualization of the problems, the formulation of mathematical models, the design of solution methods, the computational issue, and the analysis of the results. The practical contribution of this project is the developing of the mathematical models to support the decision making. It is worthy of mentioning that the quantitative approach for the operations planning in disaster situations is practically inexistent in the national research. The theoretical contribution is the study of two different methodologies to deal with uncertainty, especially because they are not commonly used by Brazilian researchers. The results of this project will be reported in scientific conferences and submitted in national and international specialized journals. (AU)

Articles published in Agência FAPESP Newsletter about the research grant:
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Scientific publications (4)
(References retrieved automatically from Web of Science and SciELO through information on FAPESP grants and their corresponding numbers as mentioned in the publications by the authors)
MORENO, ALFREDO; ALEM, DOUGLAS; FERREIRA, DEISEMARA. Heuristic approaches for the multiperiod location-transportation problem with reuse of vehicles in emergency logistics. Computers & Operations Research, v. 69, p. 79-96, . (13/08303-2)
ALEM, DOUGLAS; CLARK, ALISTAIR; MORENO, ALFREDO. Stochastic network models for logistics planning in disaster relief. European Journal of Operational Research, v. 255, n. 1, p. 187-206, . (13/08303-2)
DOUGLAS ALEM; REINALDO MORABITO. Planejamento da produção sob incerteza: programação estocástica versus otimização robusta. Gestão & Produção, v. 22, n. 3, p. 539-551, . (13/08303-2)
ALEM, DOUGLAS; CURCIO, EDUARDO; AMORIM, PEDRO; ALMADA-LOBO, BERNARDO. A computational study of the general lot-sizing and scheduling model under demand uncertainty via robust and stochastic approaches. Computers & Operations Research, v. 90, p. 125-141, . (15/26453-7, 13/08303-2)