Preconditioners for state-constrained optimal control problems with Moreau-Yosida penalty function

John W. Pearson, Martin Stoll, Andrew J. Wathen

Research output: Contribution to journalArticlepeer-review

37 Scopus citations


Optimal control problems with partial differential equations as constraints play an important role in many applications. The inclusion of bound constraints for the state variable poses a significant challenge for optimization methods. Our focus here is on the incorporation of the constraints via the Moreau-Yosida regularization technique. This method has been studied recently and has proven to be advantageous compared with other approaches. In this paper, we develop robust preconditioners for the efficient solution of the Newton steps associated with the fast solution of the Moreau-Yosida regularized problem. Numerical results illustrate the efficiency of our approach. © 2012 John Wiley & Sons, Ltd.
Original languageEnglish (US)
Pages (from-to)81-97
Number of pages17
JournalNumerical Linear Algebra with Applications
Issue number1
StatePublished - Nov 21 2012
Externally publishedYes

Bibliographical note

KAUST Repository Item: Exported on 2020-10-01
Acknowledged KAUST grant number(s): KUK-C1-013-04
Acknowledgements: The authors would like to thank the anonymous referees for their careful reading of the manuscript and helpful comments. The authors would also like to thank Anton Schiela for useful conversations about this work. The first author was supported for this work by the Engineering and Physical Sciences Research Council (UK), Grant EP/P505216/1. This publication is partially based on work performed when the second author was supported by Award No. KUK-C1-013-04, made by King Abdullah University of Science and Technology (KAUST).
This publication acknowledges KAUST support, but has no KAUST affiliated authors.


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