Cutting plane method for multiple objective stochastic integer linear programming
This paper grapples with the problem of incorporating integer variables in the constraints of a multiple objective stochastic linear program (MOSLP). After representing uncertain aspirations of the decision maker by converting the original problem into a deterministic multiple objective integer line...
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| Published in: | European journal of operational research Vol. 168; no. 3; pp. 967 - 984 |
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| Main Authors: | , |
| Format: | Journal Article |
| Language: | English |
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Amsterdam
Elsevier B.V
01.02.2006
Elsevier Elsevier Sequoia S.A |
| Series: | European Journal of Operational Research |
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| ISSN: | 0377-2217, 1872-6860 |
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| Abstract | This paper grapples with the problem of incorporating integer variables in the constraints of a multiple objective stochastic linear program (MOSLP). After representing uncertain aspirations of the decision maker by converting the original problem into a deterministic multiple objective integer linear program (MOILP), a cutting plane technique may be used to compute all the efficient solutions of the last model leaving the decision maker to choose a solution according to his preferences. A numerical example is also included for illustration. |
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| AbstractList | This paper grapples with the problem of incorporating integer variables in the constraints of a multiple objective stochastic linear program (MOSLP). After representing uncertain aspirations of the decision maker by converting the original problem into a deterministic multiple objective integer linear program (MOILP), a cutting plane technique may be used to compute all the efficient solutions of the last model leaving the decision maker to choose a solution according to his preferences. A numerical example is also included for illustration. [PUBLICATION ABSTRACT] This paper grapples with the problem of incorporating integer variables in the constraints of a multiple objective stochastic linear program (MOSLP). After representing uncertain aspirations of the decision maker by converting the original problem into a deterministic multiple objective integer linear program (MOILP), a cutting plane technique may be used to compute all the efficient solutions of the last model leaving the decision maker to choose a solution according to his preferences. A numerical example is also included for illustration. |
| Author | Bellahcene, Fatima Abbas, Moncef |
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| Keywords | L-shaped decomposition method Multiple objective integer programming Stochastic programming by recourse |
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| References | Abbas, Moulai (bib1) 1999; 29 P. Kall, S.W. Wallace, Stochastic Programming. Willey Interscience Series in Systems and Optimization, 1994. Teghem (bib12) 1990 A. Goicoechea, L. Dukstein, R.L. Bulfin, Multiobjective stochastic programming the PROTRADE-method. Operation Research Society of America, 1976. Zionts (bib16) 1977; 1 G.L. Nemhauser, L.A. Wolsey, Integer and Combinatorial Optimization. Wiley Interscience Series in Discrete Mathematics and Optimisation, 1988. B. Urli, R. Nadeau, Multiobjective stochastic linear programming with incomplete information: A general methodology, In: R. Slowinski, J. Teghem (Eds.), 1990, pp. 131–161. Benders (bib2) 1962; 4 Klein, Hannon (bib8) 1982; 9 Dantzig (bib3) 1955; 1 Teghem, Dufrane, Thauvoye, Kunsch (bib11) 1986; 26 Gupta, Malhotra (bib5) 1992; 34 Teghem, Kunsch (bib10) 1986 Teghem, Kunsch (bib13) 1986; 3 Kall (bib6) 1976 Teghem, Ulungu (bib14) 1994; 3 10.1016/j.ejor.2002.11.006_bib4 Gupta (10.1016/j.ejor.2002.11.006_bib5) 1992; 34 Teghem (10.1016/j.ejor.2002.11.006_bib11) 1986; 26 10.1016/j.ejor.2002.11.006_bib7 10.1016/j.ejor.2002.11.006_bib9 Dantzig (10.1016/j.ejor.2002.11.006_bib3) 1955; 1 10.1016/j.ejor.2002.11.006_bib15 Abbas (10.1016/j.ejor.2002.11.006_bib1) 1999; 29 Kall (10.1016/j.ejor.2002.11.006_bib6) 1976 Teghem (10.1016/j.ejor.2002.11.006_bib14) 1994; 3 Teghem (10.1016/j.ejor.2002.11.006_bib12) 1990 Klein (10.1016/j.ejor.2002.11.006_bib8) 1982; 9 Benders (10.1016/j.ejor.2002.11.006_bib2) 1962; 4 Teghem (10.1016/j.ejor.2002.11.006_bib10) 1986 Teghem (10.1016/j.ejor.2002.11.006_bib13) 1986; 3 Zionts (10.1016/j.ejor.2002.11.006_bib16) 1977; 1 |
| References_xml | – volume: 29 start-page: 15 year: 1999 end-page: 38 ident: bib1 article-title: Solving multiple objective integer linear programming publication-title: Ricerca Operativa – volume: 9 start-page: 378 year: 1982 end-page: 385 ident: bib8 article-title: An algorithm for the multiple objective integer linear programming problem publication-title: European Journal of Operational Research – volume: 3 start-page: 95 year: 1986 end-page: 108 ident: bib13 article-title: A survey of techniques for finding efficient solutions for multiobjective iinteger linear programming publication-title: Asia-Pacific Journal of Operations Research – volume: 34 start-page: 51 year: 1992 end-page: 68 ident: bib5 article-title: Multi-criteria integer linear programming problem publication-title: Cahiers de CERO – reference: A. Goicoechea, L. Dukstein, R.L. Bulfin, Multiobjective stochastic programming the PROTRADE-method. 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Nadeau, Multiobjective stochastic linear programming with incomplete information: A general methodology, In: R. Slowinski, J. 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| SubjectTerms | L-shaped decomposition method Linear programming Multiple objective integer programming Operations research Stochastic models Stochastic programming by recourse Studies |
| Title | Cutting plane method for multiple objective stochastic integer linear programming |
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