Abstract
This paper presents an exact algorithm for the bilevel integer linear programming (BILP) problem. The proposed algorithm, which we call the watermelon algorithm, uses a multiway disjunction cut to remove bilevel infeasible solutions from the search space, which was motivated by how watermelon seeds can be carved out by a scoop. Serving as the scoop, a polyhedron is designed to enclose as many bilevel infeasible solutions as possible, and then the complement of this polyhedron is applied to the search space as a multiway disjunction cut in a branch-and-bound framework. We have proved that the watermelon algorithm is able to solve all BILP instances finitely and correctly, providing either a global optimal solution or a certificate of infeasibility or unboundedness. Computational experiment results on two sets of small- to medium-sized instances suggest that the watermelon algorithm could be significantly more efficient than previous branch-and-bound based BILP algorithms.
Original language | English (US) |
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Pages (from-to) | 1403-1430 |
Number of pages | 28 |
Journal | SIAM Journal on Optimization |
Volume | 27 |
Issue number | 3 |
DOIs | |
State | Published - 2017 |
Externally published | Yes |
All Science Journal Classification (ASJC) codes
- Software
- Theoretical Computer Science
Keywords
- Bilevel optimization
- Bound
- Branch
- Cutting plane