By Francesco Borrelli

Many useful keep an eye on difficulties are ruled by way of features corresponding to nation, enter and operational constraints, alternations among diverse working regimes, and the interplay of continuous-time and discrete occasion platforms. at the moment no method is out there to layout controllers in a scientific demeanour for such platforms. This ebook introduces a brand new layout conception for controllers for such limited and switching dynamical structures and ends up in algorithms that systematically resolve keep an eye on synthesis difficulties. the 1st half is a self-contained advent to multiparametric programming, that's the most procedure used to check and compute kingdom suggestions optimum regulate legislation. The book's major goal is to derive homes of the nation suggestions resolution, in addition to to procure algorithms to compute it successfully. the point of interest is on limited linear structures and limited linear hybrid structures. The applicability of the idea is tested via experimental case experiences: a mechanical laboratory method and a traction regulate approach constructed together with the Ford Motor corporation in Michigan.

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Extra resources for Constrained Optimal Control of Linear and Hybrid Systems

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Duplicates can be easily eliminated by recognizing regions where the combination of active constraints is the same. , after the union of neighboring cells or removal of duplicates, respectively). Degeneracy So far, we have assumed that the rows of GA0 are linearly independent. 34) one determines a set of active constraints for which this assumption is violated. , in a case of primal degeneracy. 34) is not strictly convex. Note that dual degeneracy and nonuniqueness of z0∗ cannot occur, as H 0. Let GA0 ∈ R ×s , and let r = rank GA0 , r < .

15), where µ does not depend on S and n. In the worst case, the feasible region is a polyhedron in Rm with s + m facets. By recalling the result in [77] for computing an upper-bound to the number of extreme points of a polyhedron, we obtain Nn ≤ µ ≤ s+m− m/2 m/2 + s+m−1− (m−1)/2 (m−1)/2 . 33) The number of regions Nr that can be generated by the algorithm is finite and therefore the algorithm will terminate in finite time. 3 generates regions Ri to explore the set of parameters K. The following analysis does not take into account that (i) redundant constraints are removed, and that (ii) possible empty sets are not further partitioned.

4 Multiparametric Quadratic Programming 5 5 4 4 qj(x) 3 3 2 2 qi(x) 1 0 -3 39 -2 Pj -1 0 qj(x) qi(x) 1 1 2 3 0 -3 Pi (a) not differentiable one -2 -1 0 Pj 1 2 3 Pi (b) differentiable one Fig. 12. Two piecewise quadratic convex functions generality assume that (i) Qi − Qj 0 and (ii) CRi is in the halfspace a x ≤ b defined by the common boundary. Let F¯ij be the common facet between CRi and CRj and Fij its interior. 53), either γ < 0 or γ = 0 if Qi − Qj = 0. Take x0 ∈ Fij . For sufficiently small ε ≥ 0, the point x x0 − aε belongs to CRi .

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