Mathematical Programming: Series A and B
A branch and bound algorithm for the bilevel programming problem
SIAM Journal on Scientific and Statistical Computing
Some properties of the bilevel programming problem
Journal of Optimization Theory and Applications
Computers and Operations Research
Descent approaches for quadratic bilevel programming
Journal of Optimization Theory and Applications
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Practical Bilevel Optimization: Algorithms and Applications (Nonconvex Optimization and Its Applications)
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The bilevel programming problems are useful tools for solving the hierarchy decision problems. In this paper, a genetic algorithm based on the simplex method is constructed to solve the linear-quadratic bilevel programming problem (LQBP). By use of Kuhn-Tucker conditions of the lower level programming, the LQBP is transformed into a single level programming which can be simplified to a linear programming by the chromosome according to the rule. Thus, in our proposed genetic algorithm, only the linear programming is solved by the simplex method to obtain the feasibility and fitness value of the chromosome. Finally, the feasibility of the proposed approach is demonstrated by the example.