A Computational Study of the Effects of Problem Dimensions on Solution Times for Transportation Problems

Abstract : The paper presents an indepth study of the influence of problem structure on the computational efficiency of the primal simplex transportation algorithm. The input for the study included over 1000 randomly generated problems with 185 different combinations of the number of sources, the number of destinations and the number of variables. Objective function coefficients were generated using three different probability distributions to study the effects of variance and skewness in these parameters. Every problem was solved using three different starting procedures, and the following data were collected for each problem: (1) Time required to obtain an optimal solution; (2) time required to obtain an initial basic solution; (3) number of artificial variables in the initial basic solution; (4) number of basis changes; (5) average time to perform a change of basis; (6) average number of basic variables in the 'stepping stone path' in each change of basis; (7) average number of variables considered before selecting one to enter the basis. (Modified author abstract)

[1]  R J Clasen THE NUMERICAL SOLUTION OF NETWORK PROBLEMS USING THE OUT-OF-KILTER ALGORITHM , 1968 .

[2]  Maurice Nivat On some families of languages related to the Dyck language , 1970, STOC '70.

[3]  Darwin Klingman,et al.  NETGEN: A Program for Generating Large Scale Capacitated Assignment, Transportation, and Minimum Cost Flow Network Problems , 1974 .

[4]  Fred W. Glover,et al.  An improved version of the out-of-kilter method and a comparative study of computer codes , 1974, Math. Program..

[5]  Darwin Klingman,et al.  Augmented Threaded Index Method for Network Optimization. , 1974 .

[6]  G. Bennington An Efficient Minimal Cost Flow Algorithm , 1973 .

[7]  Darwin Klingman,et al.  The Augmented Predecessor Index Method for Locating Stepping-Stone Paths and Assigning Dual Prices in Distribution Problems , 1972 .

[8]  Darwin Klingman,et al.  Double-Pricing Dual and Feasible Start Algorithms for the Capacitated Transportation (Distribution) Problem , 1972 .

[9]  William L. Carlson Application of Simulation to Assessment of Component Changes on Rear End Highway Accidents , 1972 .

[10]  Ravi Sethi,et al.  Testing for the Church-Rosser Property , 1974, JACM.

[11]  Fred Glover,et al.  A Computation Study on Start Procedures, Basis Change Criteria, and Solution Algorithms for Transportation Problems , 1974 .

[12]  Jack B. Dennis,et al.  A High-Speed Computer Technique for the Transportation Problem , 1958, JACM.

[13]  Gerald L. Thompson,et al.  Benefit-Cost Analysis of Coding Techniques for the Primal Transportation Algorithm , 1973, JACM.