Single integration optimization of linear time-varying switched systems

This paper considers the switching time optimization of time-varying linear switched systems subject to quadratic cost-also potentially time-varying. The problem is formulated so that only a single set of differential equations need to be solved prior to optimization. Once these differential equatio...

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Published inProceedings of the 2011 American Control Conference pp. 2024 - 2030
Main Authors Caldwell, T. M., Murphey, T. D.
Format Conference Proceeding
LanguageEnglish
Published IEEE 01.06.2011
Subjects
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ISBN1457700808
9781457700804
ISSN0743-1619
DOI10.1109/ACC.2011.5990889

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Abstract This paper considers the switching time optimization of time-varying linear switched systems subject to quadratic cost-also potentially time-varying. The problem is formulated so that only a single set of differential equations need to be solved prior to optimization. Once these differential equations have been solved, the cost may be minimized over arbitrary number of modes and mode sequences without requiring additional simulation. The number of matrix multiplications needed to compute the gradient grows linearly with respect to the number of switching times, resulting in fast execution even for high dimensional optimizations. Lastly, the differential equations that need to be simulated are as smooth as the system's vector fields, despite the fact that the optimization itself is nonsmooth. Examples illustrate the technique and its efficiency, including a comparison with other standard techniques.
AbstractList This paper considers the switching time optimization of time-varying linear switched systems subject to quadratic cost-also potentially time-varying. The problem is formulated so that only a single set of differential equations need to be solved prior to optimization. Once these differential equations have been solved, the cost may be minimized over arbitrary number of modes and mode sequences without requiring additional simulation. The number of matrix multiplications needed to compute the gradient grows linearly with respect to the number of switching times, resulting in fast execution even for high dimensional optimizations. Lastly, the differential equations that need to be simulated are as smooth as the system's vector fields, despite the fact that the optimization itself is nonsmooth. Examples illustrate the technique and its efficiency, including a comparison with other standard techniques.
Author Murphey, T. D.
Caldwell, T. M.
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  givenname: T. D.
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  organization: Dept. of Mech. Eng., Northwestern Univ., Evanston, IL, USA
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Snippet This paper considers the switching time optimization of time-varying linear switched systems subject to quadratic cost-also potentially time-varying. The...
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StartPage 2024
SubjectTerms Asynchronous transfer mode
Differential equations
Equations
Mathematical model
Optimization
Switched systems
Switches
Title Single integration optimization of linear time-varying switched systems
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