Abstract
Stochastic programs with continuous variables are often solved using a cutting plane method similar to Benders' partitioning algorithm. However, mixed 0–1 integer programs are also solved using a similar procedure along with enumeration. This similarity is exploited in this paper to solve two stage linear programs under uncertainty where the first stage variables are 0–1. Such problems often arise in capital investment. A network investment application is given which includes as a special case a coal transportation problem.
Similar content being viewed by others
References
E. Balas, “An additive algorithm for solving linear programs with zero—one variables”,Operation Research 13 (1965) 517–546.
J.F. Benders, “Partitioning procedures for solving mixed-variables programming problems”,Numerische Mathematik 4 (1962) 238–252.
G.B. Dantzig and A. Madansky, “On the solution of two-stage linear programs under uncertainty”,Proceedings of the fourth Berkeley Symposium on Mathematical statistics and probability (University of California Press, Berkeley and Los Angeles, CA, 1961) pp. 156–176.
B. Fleischmann, “Computational experience with the algorithm of Balas”,Operations Research 15 (1967) 153–155.
R.S. Garfinkel and G.L. Nemhauser,Integer programming (Wiley, New York, 1972).
A.M. Geoffrion, “An improved implicit enumeration approach for integer programming”,Operation Research 17 (1969) 437–454.
F. Glover, “A multiphase-dual algorithm for the zero—one integer programming problem”,Operations Research 13 (1965) 879–919.
J.L. Kelley Jr., “The cutting-plane method for solving convex programs”,SIAM Journal Applied Mathematics 8 (1960) 703–712.
C.E. Lemke and K. Spielberg, “Direct search zero—one and mixed integer programming”,Operations Research 15 (1967) 892–914.
V.E. Unger, “Capital budgeting and mixed 0–1 integer programming”,AIIE Transactions II (1970) 28–36.
R.M. Van Slyke and R.J. Wets, “L-shaped linear programs with applications to optimal control and stochastic linear programming”,SIAM Journal Applied Mathematics 17 (1969) 638–663.
R.J. Wets, “Stochastic program with fixed recourse: The equivalent deterministic program”,SIAM Review 16 (1974) 309–339.
R.D. Wollmer, “Investment in stochastic minimum cost generalized multicommodity flow networks with application to coal transport”,Networks (to appear).
D.B. Yudin and E.V. Tsoy, “Integer valued stochastic programming”,Engineering Cybernetics 12 (1973) 1–8.
Author information
Authors and Affiliations
Rights and permissions
About this article
Cite this article
Wollmer, R.D. Two stage linear programming under uncertainty with 0–1 integer first stage variables. Mathematical Programming 19, 279–288 (1980). https://doi.org/10.1007/BF01581648
Received:
Revised:
Issue Date:
DOI: https://doi.org/10.1007/BF01581648