A combinatorial approach for small and strong formulations of disjunctive constraints
Abstract
We present a framework for constructing strong mixed-integer programming formulations for logical disjunctive constraints. Our approach is a generalization of the logarithmically-sized formulations of Vielma and Nemhauser for SOS2 constraints, and we offer a complete characterization of its expressive power. We apply the framework to a variety of disjunctive constraints, producing novel small and strong formulations for outer approximations of multilinear terms, generalizations of special ordered sets, piecewise linear functions over a variety of domains, and obstacle avoidance constraints.
- Publication:
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arXiv e-prints
- Pub Date:
- July 2016
- arXiv:
- arXiv:1607.04803
- Bibcode:
- 2016arXiv160704803H
- Keywords:
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- Mathematics - Optimization and Control