Using aspiration levels in an interactive interior multiobjective linear programming algorithm

Using aspiration levels in an interactive interior multiobjective linear programming algorithm

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Article ID: iaor19982443
Country: Netherlands
Volume: 89
Issue: 1
Start Page Number: 193
End Page Number: 201
Publication Date: Feb 1996
Journal: European Journal of Operational Research
Authors: ,
Keywords: interior point methods, interactive optimisation
Abstract:

In this paper, we propose the use of an interior-point linear programming algorithm for multiple objective linear programming (MOLP) problems. At each iteration, a Decision Maker (DM) is asked to specify aspiration levels for the various objectives, and an achievement scalarizing function is applied to project aspiration levels onto the nondominated set. The interior-point algorithm is used to find an interior solution path from a starting solution to a nondominated solution corresponding to the optimum of the achievement scalarizing function. The proposed approach allows the DM to re-specify aspiration levels during the solution process and thus steer the interior solution path toward different areas in objective space. We illustrate the use of the approach with a numerical example.

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