We study the approximation of optimal control problems via the solution of a Hamilton-Jacobi equation in a tube around a reference trajectory which is first obtained solving a Model Predictive Control problem. The coupling between the two methods is introduced to improve the initial local solution and to reduce the computational complexity of the Dynamic Programming algorithm. We present some features of the method and show some results obtained via this technique showing that it can produce an improvement with respect to the two uncoupled methods.

Coupling MPC and DP methods for an efficient solution of optimal control problems / Alla, Alessandro; Fabrini, G.; Falcone, Maurizio. - STAMPA. - 494(2016), pp. 68-77. - IFIP ADVANCES IN INFORMATION AND COMMUNICATION TECHNOLOGY. [10.1007/978-3-319-55795-3_5].

Coupling MPC and DP methods for an efficient solution of optimal control problems

ALLA, ALESSANDRO;FALCONE, Maurizio
2016

Abstract

We study the approximation of optimal control problems via the solution of a Hamilton-Jacobi equation in a tube around a reference trajectory which is first obtained solving a Model Predictive Control problem. The coupling between the two methods is introduced to improve the initial local solution and to reduce the computational complexity of the Dynamic Programming algorithm. We present some features of the method and show some results obtained via this technique showing that it can produce an improvement with respect to the two uncoupled methods.
2016
IFIP Advances in Information and Communication Technology
9783319557946
Dynamic programming; model predictive control; optimal control; semi-lagrangian schemes; information systems and management
02 Pubblicazione su volume::02a Capitolo o Articolo
Coupling MPC and DP methods for an efficient solution of optimal control problems / Alla, Alessandro; Fabrini, G.; Falcone, Maurizio. - STAMPA. - 494(2016), pp. 68-77. - IFIP ADVANCES IN INFORMATION AND COMMUNICATION TECHNOLOGY. [10.1007/978-3-319-55795-3_5].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/961864
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