Fast Numerical Methods for Mixed-Integer Nonlinear Model-Predictive Control (Advances in Numerical Mathematics)

Kirches, Christian

ISBN 10: 3834815721 / ISBN 13: 9783834815729

Editore: Vieweg+Teubner Verlag, 2011

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Riassunto:

Current industrial practice knows many optimization tasks that can be cast as mixed-integer optimal control problems. Due to the combinatorial character of these problems, the computation of optimal solutions under real-time constraints is still a demanding challenge.

Starting with Bock's direct multiple shooting method for optimal control, Christian Kirches develops a fast numerical algorithm of wide applicability that efficiently solves mixed-integer nonlinear optimal control problems. He uses convexification and relaxation techniques to obtain computationally tractable reformulations for which feasibility and optimality certificates can be given even after discretization and rounding. In a sequential quadratic programming framework, extensive exploitation of arising structures in an active set method ultimately brings the developed algorithm towards real-time feasibility.

Informazioni sull?autore: Dr. Christian Kirches is a postdoctoral researcher in the simulation and optimization group at the chair of Professor Dr. Dr. h.c. Hans Georg Bock at the Interdisciplinary Center for Scientific Computing (IWR) of Heidelberg University.

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Titolo: Fast Numerical Methods for Mixed-Integer ...
Casa editrice: Vieweg+Teubner Verlag
Data di pubblicazione: 2011
Legatura: Brossura
Condizione: New