Optimal controllers for hybrid systems: stability and piecewise linear explicit form
- 1 January 2000
- conference paper
- Published by Institute of Electrical and Electronics Engineers (IEEE)
Abstract
We propose a procedure for synthesizing piecewise linear optimal controllers for hybrid systems and investigate conditions for closed-loop stability. Hybrid systems are modeled in discrete-time within the mixed logical dynamical framework, or, equivalently, as piecewise affine systems. A stabilizing controller is obtained by designing a model predictive controller, which is based on the minimization of a weighted 1/∞-norm of the tracking error and the input trajectories over a finite horizon. The control law is obtained by solving a mixed-integer linear program (MILP) which depends on the current state. Although efficient branch and bound algorithms exist to solve MILPs, these are known to be NP-hard problems, which may prevent their online solution if the sampling-time is too small for the available computation power. Rather than solving the MILP online, we propose a different approach where all the computation is moved off line, by solving a multiparametric MILP. As the resulting control law is piecewise affine, online computation is drastically reduced to a simple linear function evaluation. An example of piecewise linear optimal control of a heat exchange system shows the potential of the methoKeywords
This publication has 16 references indexed in Scilit:
- The explicit linear quadratic regulator for constrained systemsAutomatica, 2001
- Observability and controllability of piecewise affine and hybrid systemsIEEE Transactions on Automatic Control, 2000
- Verification of Hybrid Systems via Mathematical ProgrammingLecture Notes in Computer Science, 1999
- Control of systems integrating logic, dynamics, and constraintsAutomatica, 1999
- A parametrization of piecewise linear Lyapunov functions via linear programmingInternational Journal of Control, 1999
- Numerical Experience with Lower Bounds for MIQP Branch-And-BoundSIAM Journal on Optimization, 1998
- Reachability analysis of dynamical systems having piecewise-constant derivativesTheoretical Computer Science, 1995
- On the stabilizing property of SIORHCAutomatica, 1994
- Hybrid automata: An algorithmic approach to the specification and verification of hybrid systemsLecture Notes in Computer Science, 1993
- Optimal infinite-horizon feedback laws for a general class of constrained discrete-time systems: Stability and moving-horizon approximationsJournal of Optimization Theory and Applications, 1988