On some aspects of the matrix data perturbation in linear program

On some aspects of the matrix data perturbation in linear program

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Article ID: iaor20041836
Country: Serbia
Volume: 13
Issue: 2
Start Page Number: 153
End Page Number: 164
Publication Date: Jul 2003
Journal: Yugoslav Journal of Operations Research
Authors:
Keywords: programming: linear
Abstract:

Linear program under changes in the system matrix coefficients has proved to be more complex than changes of the coefficients in objective functions and right hand sides. Most of the previous studies dealt with problems where only one coefficient, a row (column), or few rows (columns) are linear functions of a parameter. This work considers a more general case, where all the coefficients are polynomial (in the particular case linear) functions of the parameter t∈T⊆R. For such problems, assuming that some non-singularity conditions hold and an optimal base matrix is known for some particular value &tmacr; of the parameter, corresponding explicit optimal basic solution in the neighbourhood of &tmacr; is determined by solving an augmented LP problem with real system matrix coefficients. Parametric LP can be utilized for example to model the production problem where technology, resources, costs and similar categories vary with time.

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