Relaxation methods for mixed-integer optimal control of partial differential equations
We consider integer-restricted optimal control of systems governed by abstract semilinear evolution equations. This includes the problem of optimal control design for certain distributed parameter systems endowed with multiple actuators, where the task is to minimize costs associated with the dynami...
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| Published in: | Computational optimization and applications Vol. 55; no. 1; pp. 197 - 225 |
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| Language: | English |
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01.05.2013
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| ISSN: | 0926-6003, 1573-2894 |
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| Abstract | We consider integer-restricted optimal control of systems governed by abstract semilinear evolution equations. This includes the problem of optimal control design for certain distributed parameter systems endowed with multiple actuators, where the task is to minimize costs associated with the dynamics of the system by choosing, for each instant in time, one of the actuators together with ordinary controls. We consider relaxation techniques that are already used successfully for mixed-integer optimal control of ordinary differential equations. Our analysis yields sufficient conditions such that the optimal value and the optimal state of the relaxed problem can be approximated with arbitrary precision by a control satisfying the integer restrictions. The results are obtained by semigroup theory methods. The approach is constructive and gives rise to a numerical method. We supplement the analysis with numerical experiments. |
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| AbstractList | We consider integer-restricted optimal control of systems governed by abstract semilinear evolution equations. This includes the problem of optimal control design for certain distributed parameter systems endowed with multiple actuators, where the task is to minimize costs associated with the dynamics of the system by choosing, for each instant in time, one of the actuators together with ordinary controls. We consider relaxation techniques that are already used successfully for mixed-integer optimal control of ordinary differential equations. Our analysis yields sufficient conditions such that the optimal value and the optimal state of the relaxed problem can be approximated with arbitrary precision by a control satisfying the integer restrictions. The results are obtained by semigroup theory methods. The approach is constructive and gives rise to a numerical method. We supplement the analysis with numerical experiments.[PUBLICATION ABSTRACT] We consider integer-restricted optimal control of systems governed by abstract semilinear evolution equations. This includes the problem of optimal control design for certain distributed parameter systems endowed with multiple actuators, where the task is to minimize costs associated with the dynamics of the system by choosing, for each instant in time, one of the actuators together with ordinary controls. We consider relaxation techniques that are already used successfully for mixed-integer optimal control of ordinary differential equations. Our analysis yields sufficient conditions such that the optimal value and the optimal state of the relaxed problem can be approximated with arbitrary precision by a control satisfying the integer restrictions. The results are obtained by semigroup theory methods. The approach is constructive and gives rise to a numerical method. We supplement the analysis with numerical experiments. |
| Author | Sager, Sebastian Hante, Falk M. |
| Author_xml | – sequence: 1 givenname: Falk M. surname: Hante fullname: Hante, Falk M. email: hante@math.fau.de organization: Department of Mathematics, University of Erlangen-Nuremberg – sequence: 2 givenname: Sebastian surname: Sager fullname: Sager, Sebastian organization: Institute of Mathematical Optimization, Otto-von-Guericke University |
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| References_xml | – reference: HanteF.M.LeugeringG.SeidmanT.I.Modeling and analysis of modal switching in networked transport systemsAppl. Math. Optim.200959227529224807831167.9300510.1007/s00245-008-9057-6 – reference: MalanowskiK.TröltzschF.Lipschitz stability of solutions to parametric optimal control problems for parabolic equationsZ. Anal. Anwend.19991824694890963.49019 – reference: LeineweberD.BauerI.SchäferA.BockH.SchlöderJ.An efficient multiple shooting based reduced SQP strategy for large-scale dynamic process optimization (Parts I and II)Comput. Chem. Eng.20032715717410.1016/S0098-1354(02)00158-8 – reference: TröltzschF.Optimal control of partial differential equations2010ProvidenceAm. Math. Soc.1195.49001Theory, Methods and Applications. Translated from the 2005 German original by Jürgen Sprekels – reference: EngellS.ToumiA.Optimisation and control of chromatographyComput. Chem. 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