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A unified framework for hybrid control: model and optimal controltheory,” Automatic Control (1998)

by M Branicky, V Borkar, S Mitter
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Control of Systems Integrating Logic, Dynamics, and Constraints

by Alberto Bemporad, Manfred Morari - Automatica , 1998
"... This paper proposes a framework for modeling and controlling systems described by interdependent physical laws, logic rules, and operating constraints, denoted as Mixed Logical Dynamical (MLD) systems. These are described by linear dynamic equations subject to linear inequalities involving real and ..."
Abstract - Cited by 153 (31 self) - Add to MetaCart
This paper proposes a framework for modeling and controlling systems described by interdependent physical laws, logic rules, and operating constraints, denoted as Mixed Logical Dynamical (MLD) systems. These are described by linear dynamic equations subject to linear inequalities involving real and integer variables. MLD systems include constrained linear systems, finite state machines, some classes of discrete event systems, and nonlinear systems which can be approximated by piecewise linear functions. A predictive control scheme is proposed which is able to stabilize MLD systems on desired reference trajectories while fulfilling operating constraints, and possibly take into account previous qualitative knowledge in the form of heuristic rules. Due to the presence of integer variables, the resulting on-line optimization procedures are solved through Mixed Integer Quadratic Programming (MIQP), for which e#cient solvers have been recently developed. Some examples and a simulation case s...

Recent advances in hierarchical reinforcement learning

by Andrew G. Barto , 2003
"... A preliminary unedited version of this paper was incorrectly published as part of Volume ..."
Abstract - Cited by 119 (18 self) - Add to MetaCart
A preliminary unedited version of this paper was incorrectly published as part of Volume

Controllers for Reachability Specifications for Hybrid Systems

by John Lygeros, Claire Tomlin, Shankar Sastry - Automatica , 1999
"... The problem of systematically synthesizing hybrid controllers which satisfy multiple control objectives is considered. We present a technique, based on the principles of optimal control, for determining the class of least restrictive controllers that satisfies the most important objective (which we ..."
Abstract - Cited by 98 (30 self) - Add to MetaCart
The problem of systematically synthesizing hybrid controllers which satisfy multiple control objectives is considered. We present a technique, based on the principles of optimal control, for determining the class of least restrictive controllers that satisfies the most important objective (which we refer to as safety). The system performance with respect to lower priority objectives (which we refer to as efficiency) can then be optimized within this class. We motivate our approach by showing how the proposed synthesis technique simplifies to well known results from supervisory control and pursuit evasion games when restricted to purely discrete and purely continuous systems respectively. We then illustrate the application of this technique to two examples, one hybrid (the steam boiler benchmark problem), and one primarily continuous (a flight vehicle management system with discrete flight modes). 1 Introduction Hybrid systems, or systems that involve the interaction of discrete and co...

Observability and Controllability of Piecewise Affine and Hybrid Systems

by Alberto Bemporad, Giancarlo Ferrari-trecate, Manfred Morari - IEEE Transactions on Automatic Control , 1999
"... In this pap e we prove in a constructive way, the ee ale b e we e pie- a#ne syste and a broad class of hybridsyste de e d by inte line dynamics, automata, and propositional logic. By focusing our inveon the forme class, we show through countethat obse ability and controllability prope rtie cannot b ..."
Abstract - Cited by 78 (12 self) - Add to MetaCart
In this pap e we prove in a constructive way, the ee ale b e we e pie- a#ne syste and a broad class of hybridsyste de e d by inte line dynamics, automata, and propositional logic. By focusing our inveon the forme class, we show through countethat obse ability and controllability prope rtie cannot be e asilydely from those of the comp tline subsyste Inste we propose practical nume te base onmixe te line programming. Keywords--- Hybrid syste controllability,obse ability, pie line syste pie a#ne syste mixe teline programming I. Introducti In recent yearsb oth control and computer science haveb een attractedb y hybridsystem [1], [2], [23], [25], [26],b ecause they provide a unified framework fordescribgARB( cesses evolving accordingto continuous dynamics, discrete dynamics, and logic rules. The interest is mainly motivatedb y the large variety of practical situations, for instance real-time systems, where physical processes interact with digital controllers. Several modelingformalisms h...

A game theoretic approach to controller design for hybrid systems

by Claire J. Tomlin, John Lygeros, S. Shankar Sastry - Proceedings of the IEEE , 2000
"... We present a method to design controllers for safety specifications in hybrid systems. The hybrid system combines discrete event dynamics with nonlinear continuous dynamics: the discrete event dynamics model linguistic and qualitative information and naturally accommodate mode switching logic, and t ..."
Abstract - Cited by 70 (22 self) - Add to MetaCart
We present a method to design controllers for safety specifications in hybrid systems. The hybrid system combines discrete event dynamics with nonlinear continuous dynamics: the discrete event dynamics model linguistic and qualitative information and naturally accommodate mode switching logic, and the continuous dynamics model the physical processes themselves, such as the continuous response of an aircraft to the forces of aileron and throttle. Input variables model both continuous and discrete control and disturbance parameters. We translate safety specifications into restrictions on the system’s reachable sets of states. Then, using analysis based on optimal control and game theory for automata and continuous dynamical systems, we derive Hamilton–Jacobi equations whose solutions describe the boundaries of reachable sets. These equations are the heart of our general controller synthesis technique for hybrid systems, in which we calculate feedback control laws for

Distributed control applications within sensor networks

by Bruno Sinopoli, Student Member, Courtney Sharp, Luca Schenato, Student Member, Shawn Schaffert, Student Member, S. Shankar Sastry - IEEE Proceedings Special Issue on Distributed Sensor Networks , 2003
"... Sensor networks are gaining a central role in the research community. This paper addresses some of the issues arising from the use of sensor networks in control applications. Classical control theory proves to be insufficient in modeling distributed control problems where issues of communication del ..."
Abstract - Cited by 47 (13 self) - Add to MetaCart
Sensor networks are gaining a central role in the research community. This paper addresses some of the issues arising from the use of sensor networks in control applications. Classical control theory proves to be insufficient in modeling distributed control problems where issues of communication delay, jitter, and time synchronization between components are not negligible. After discussing our hardware and software platform and our target application, we review useful models of computation and then suggest a mixed model for design, analysis, and synthesis of control algorithms within sensor networks. We present a hierarchical model composed of continuous time-trigger components at the low level and discrete event-triggered components at the high level. Keywords—Distributed control, distributed pursuit–evasion game (DPEG), embedded, Mica, mote, NesC, pursuit–evasion game (PEG), sensor network, TinyOS. I.

Towards a geometric theory of hybrid systems

by Slobodan N. Simić, Karl Henrik Johansson, John Lygeros, Shankar Sastry - In HSCC’00, number 1790 in LNCS , 2000
"... Abstract. We propose a framework for a geometric theory of hybrid systems. Given a deterministic, non-blocking hybrid system, we introduce the notion of its hybrifold with the associated hybrid flow on it. This enables us to study hybrid systems from a global geometric perspective as (generally non- ..."
Abstract - Cited by 33 (14 self) - Add to MetaCart
Abstract. We propose a framework for a geometric theory of hybrid systems. Given a deterministic, non-blocking hybrid system, we introduce the notion of its hybrifold with the associated hybrid flow on it. This enables us to study hybrid systems from a global geometric perspective as (generally non-smooth) dynamical systems. This point of view is adopted in studying the Zeno phenomenon. We show that it is due to nonsmoothness of the hybrid flow. We introduce the notion of topological equivalence of hybrid systems and locally classify isolated Zeno states in dimension two.

Supervisory Control of Hybrid Systems

by Xenofon D. Koutsoukos, Panos J. Antsaklis, James A. Stiver, Michael D. Lemmon
"... ..."
Abstract - Cited by 33 (7 self) - Add to MetaCart
Abstract not found

Control Theory-Based Foundations of SelfControlling Software

by Mieczyslaw Kokar, Kenneth Baclawski, Yonet A. Eracar - IEEE Intelligent Systems , 1999
"... this article will expedite this mapping, letting software engineers exploit the vast amounts of knowledge and experience accumulated in control theory. ..."
Abstract - Cited by 26 (5 self) - Add to MetaCart
this article will expedite this mapping, letting software engineers exploit the vast amounts of knowledge and experience accumulated in control theory.

Stabilizing Model Predictive Control of Hybrid Systems

by M. Lazar, W. P. M. H. Heemels, S. Weil, A. Bemporad
"... Abstract—In this note, we investigate the stability of hybrid systems in closed-loop with model predictive controllers (MPC). A priori sufficient conditions for Lyapunov asymptotic stability and exponential stability are derived in the terminal cost and constraint set fashion, while allowing for dis ..."
Abstract - Cited by 25 (23 self) - Add to MetaCart
Abstract—In this note, we investigate the stability of hybrid systems in closed-loop with model predictive controllers (MPC). A priori sufficient conditions for Lyapunov asymptotic stability and exponential stability are derived in the terminal cost and constraint set fashion, while allowing for discontinuous system dynamics and discontinuous MPC value functions. For constrained piecewise affine (PWA) systems as prediction models, we present novel techniques for computing a terminal cost and a terminal constraint set that satisfy the developed stabilization conditions. For quadratic MPC costs, these conditions translate into a linear matrix inequality while, for MPC costs based on 1,-norms, they are obtained as norm inequalities. New ways for calculating low complexity piecewise polyhedral positively invariant sets for PWA systems are also presented. An example illustrates the developed theory. Index Terms—Hybrid systems, Lyapunov stability, model predictive control (MPC), piecewise affine systems. I.
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