A parametric branch and bound approach to suboptimal explicit hybrid MPC

نویسندگان

  • Daniel Axehill
  • Thomas Besselmann
  • Davide Martino Raimondo
  • Manfred Morari
چکیده

In this article we present a parametric branch and bound algorithm for computation of optimal and suboptimal solutions to parametric mixed-integer quadratic programs and parametric mixed-integer linear programs. The algorithm returns an optimal or suboptimal parametric solution with the level of suboptimality requested by the user. An interesting application of the proposed parametric branch and bound procedure is suboptimal explicit MPC for hybrid systems, where the introduced user-defined suboptimality tolerance reduces the storage requirements and the online computational effort, or even enables the computation of a suboptimal MPC controller in cases where the computation of the optimal MPC controller would be intractable. Moreover, stability of the system in closed loopwith the suboptimal controller can be guaranteed a priori. © 2013 Elsevier Ltd. All rights reserved.

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عنوان ژورنال:
  • Automatica

دوره 50  شماره 

صفحات  -

تاریخ انتشار 2014