Author:
Khorshid Emad,Alfadli Abdulaziz,Falah Abdulazim
Abstract
Purpose
The purpose of this paper is to present numerical experimentation of three constraint detection methods to explore their main features and drawbacks in infeasibility detection during the design process.
Design/methodology/approach
Three detection methods (deletion filter, additive method and elasticity method) are used to find the minimum intractable subsystem of constraints in conflict. These methods are tested with four enhanced NLP solvers (sequential quadratic program, multi-start sequential quadratic programing, global optimization solver and genetic algorithm method).
Findings
The additive filtering method with both the multistart sequential quadratic programming and the genetic algorithm solvers is the most efficient method in terms of computation time and accuracy of detecting infeasibility. Meanwhile, the elasticity method has the worst performance.
Research limitations/implications
The research has been carried out for only inequality constraints and continuous design variables. This research work could be extended to develop computer-aided graphical user interface with the capability of including equality constraints and discrete variables.
Practical implications
These proposed methods have great potential for finding and guiding the designer to detect the infeasibility for ill-posed complex design problems.
Originality/value
The application of the proposed infeasibility detection methods with their four enhanced solvers on several mechanical design problems reduces the number of constraints to be checked from full set to a much smaller subset.
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2. Analyzing infeasible nonlinear programs;Journal of Computational Optimization and Applications,1995
3. Finding a useful subset of constraints for analyses in an infeasible linear program;INFORMS Journal on Computing,1997
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