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A constraint homotopy active set solver for linear-quadratic optimal control

Abstract:

An efficient optimization method is proposed for linear- quadratic optimal control problems with state and control constraints. We describe an active set solver that uses Riccati recursions to solve a sequence of equality-constrained subproblems. The main contribution is a homotopy method based on relaxing inequality constraints. This overcomes known shortcomings of Riccati active set solvers relating to their initialisation and their application to problems with time-varying model data. It c...

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Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1109/tac.2024.3400356

Authors


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Role:
Author
ORCID:
0000-0002-4928-1355
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Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Role:
Author
ORCID:
0000-0003-2189-7876
Publisher:
IEEE
Journal:
IEEE Transactions on Automatic Control More from this journal
Publication date:
2024-05-13
Acceptance date:
2024-01-01
DOI:
EISSN:
1558-2523
ISSN:
0018-9286

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