A semi-infinite programming model for earliness/tardiness production planning with a genetic algorithm

A semi-infinite programming model for earliness/tardiness production planning with a genetic algorithm

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Article ID: iaor19961681
Country: United Kingdom
Volume: 31
Issue: 8
Start Page Number: 95
End Page Number: 106
Publication Date: Apr 1996
Journal: Computers & Mathematics with Applications
Authors: ,
Keywords: production: FMS
Abstract:

To closely describe the earliness/tardiness production planning problems in the JIT environment, a nonliear semi-infinite programming model is proposed. Due to the issues of non-convexivity and having infinitely many constraints, instead of applying traditional optimization approaches, a specially designed genetic algorithm with mutation along the negative gradient direction is developed. The proposed algorithm is a combination of the steepest descent method with the stochastic sampling algorithm. Some numerical results are included to show its potential for industrial applications.

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