Ellipsoidal Techniques for Reachability Analysis

This report describes the calculation of the reach sets and tubes for linear control systems with time-varying coefficients and hard bounds on the controls through tight external and internal ellipsoidal approximations. These approximating tubes touch the reach tubes from outside and inside respectively at every point of their boundary so that the surface of the reach tube is totally covered by curves that belong to the approximating tubes. The proposed approximation scheme induces a very small computational burden compared with other methods of reach set calculation. In particular such approximations may be expressed through ordinary differential equations with coefficients given in explicit analytical form. This yields exact parametric representation of reach tubes through families of external and internal ellipsoidal tubes. The proposed techniques, combined with calculation of external and internal approximations for intersections of ellipsoids, provide an approach to reachability problems for hybrid systems.

[1]  P. Varaiya,et al.  Ellipsoidal techniques for reachability analysis: internal approximation , 2000 .

[2]  A. Kurzhanski,et al.  Ellipsoidal Calculus for Estimation and Control , 1996 .

[3]  E B Lee,et al.  Foundations of optimal control theory , 1967 .

[4]  Pravin Varaiya,et al.  What's decidable about hybrid automata? , 1995, STOC '95.

[5]  Thomas Kailath,et al.  Linear Systems , 1980 .

[6]  丸山 徹 Convex Analysisの二,三の進展について , 1977 .

[7]  Robert L. Grossman,et al.  Timed Automata , 1999, CAV.

[8]  Stavros Tripakis,et al.  Verification of Hybrid Systems with Linear Differential Inclusions Using Ellipsoidal Approximations , 2000, HSCC.

[9]  F. Chernousko State Estimation for Dynamic Systems , 1993 .

[10]  Pravin Varaiya,et al.  What's decidable about hybrid automata? , 1995, STOC '95.

[11]  Pravin Varaiya,et al.  Reach Set Computation Using Optimal Control , 2000 .

[12]  E. Yaz Linear Matrix Inequalities In System And Control Theory , 1998, Proceedings of the IEEE.

[13]  H. Hermes,et al.  Foundations of optimal control theory , 1968 .

[14]  A. Kurzhanski,et al.  On the Theory of Trajectory Tubes — A Mathematical Formalism for Uncertain Dynamics, Viability and Control , 1993 .

[15]  Fred C. Schweppe,et al.  Uncertain dynamic systems , 1973 .

[16]  Pravin Varaiya,et al.  Decidability of Hybrid Systems with Rectangular Differential Inclusion , 1994, CAV.

[17]  Pravin Varaiya,et al.  Epsilon-Approximation of Differential Inclusions , 1996, Hybrid Systems.

[18]  George Leitmann OPTIMALITY AND REACHABILITY WITH FEEDBACK CONTROL , 1982 .

[19]  S. Shankar Sastry,et al.  Straightening out rectangular differential inclusions , 1998 .