Modeling Bilevel Programs in Pyomo
Author(s) -
William E. Hart,
Jean-Paul Watson,
John D. Siirola,
Richard Chen
Publication year - 2016
Publication title -
osti oai (u.s. department of energy office of scientific and technical information)
Language(s) - English
Resource type - Reports
DOI - 10.2172/1561200
Subject(s) - bilevel optimization , computer science , algorithm , optimization problem
We describe new capabilities for modeling bilevel programs within the Pyomo modeling software. These capabilities include new modeling components that represent subproblems, modeling transformations for re-expressing models with bilevel structure in other forms, and optimize bilevel programs with meta-solvers that apply transformations and then perform optimization on the resulting model. We illustrate the breadth of Pyomo’s modeling capabilities for bilevel programs, and we describe how Pyomo’s meta-solvers can perform local and global optimization of bilevel programs.
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