On the continuous trajectories for a potential reduction algorithm for linear programming

On the continuous trajectories for a potential reduction algorithm for linear programming

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Article ID: iaor19921535
Country: United States
Volume: 17
Issue: 1
Start Page Number: 225
End Page Number: 253
Publication Date: Feb 1992
Journal: Mathematics of Operations Research
Authors:
Abstract:

For a possibly degenerate linear program equ1(A is an equ2real matrix, equ3and equ4), whose optimal value is 0, a study is made of the limiting behavior of the trajectories of the family of vector fields equ5, for all values of equ6, where X is the diagonal matrix associated with x and P A X is the projection operator onto the null space of AX. A polynomial algorithm based on the directions equ7has been presented by Gonzaga when equ8or equ9. This paper shows that all trajectories of equ10converge to the unique ‘center’ of the optimal face of the given linear program. When this face consists of a unique vertex, it is shown that any trajectory of equ11approaches is vertex along the same direction. When the optimal face consists of more than one point, it shows that there is a threshold value equ12such that: for equ13, ‘most’ of the trajectories of equ14converge to the ‘center’ tangentially to the optimal face and that the direction of approach of a trajectory of equ15depends on the initial condition; for equ16, the trajectories of equ17converge to the ‘center’ along a unique direction (along several directions which depend on the initial condition) forming a positive angle with the optimal face.

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