Under-Approximate Reachability Analysis for a Class of Linear Uncertain Systems

Under-approximations of reachable sets and tubes have received recent research attention due to their important roles in control synthesis and verification. Available under-approximation methods designed for continuous-time linear systems typically assume the ability to compute transition matrices and their integrals exactly, which is not feasible in general. In this note, we attempt to overcome this drawback for a class of linear time-invariant (LTI) systems, where we propose a novel method to under-approximate finite-time forward reachable sets and tubes utilizing approximations of the matrix exponential. In particular, we consider the class of continuoustime LTI systems with an identity input matrix and uncertain initial and input values belonging to full dimensional sets that are affine transformations of closed unit balls. The proposed method yields computationally efficient under-approximations of reachable sets and tubes with first order convergence guarantees in the sense of the Hausdorff distance. To illustrate its performance, the proposed method is implemented in three numerical examples, where linear systems of dimensions ranging between 2 and 200 are considered.

[1]  F. V. Vleck,et al.  Stability and Asymptotic Behavior of Differential Equations , 1965 .

[2]  Antoine Girard,et al.  Reachability of Uncertain Linear Systems Using Zonotopes , 2005, HSCC.

[3]  Bai Xue,et al.  Inner-Approximating Reachable Sets for Polynomial Systems With Time-Varying Uncertainties , 2018, IEEE Transactions on Automatic Control.

[4]  Matthias Althoff,et al.  Reachability Analysis and its Application to the Safety Assessment of Autonomous Cars , 2010 .

[5]  Gunther Reissig,et al.  Overapproximating Reachable Tubes of Linear Time-Varying Systems , 2021, IEEE Transactions on Automatic Control.

[6]  Antoine Girard,et al.  Efficient Computation of Reachable Sets of Linear Time-Invariant Systems with Inputs , 2006, HSCC.

[7]  Shmuel Friedland,et al.  Variation of tensor powers and spectrat , 1982 .

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

[9]  W. Hager,et al.  and s , 2019, Shallow Water Hydraulics.

[10]  Necmiye Ozay,et al.  Scalable Zonotopic Under-Approximation of Backward Reachable Sets for Uncertain Linear Systems , 2022, IEEE Control Systems Letters.

[11]  Emilio Frazzoli,et al.  Incremental Search Methods for Reachability Analysis of Continuous and Hybrid Systems , 2004, HSCC.

[12]  Jean-Pierre Aubin,et al.  Introduction: Set-Valued Analysis in Control Theory , 2000 .

[13]  H. Freud Mathematical Control Theory , 2016 .

[14]  Joseph F. Grcar A matrix lower bound , 2010 .

[15]  Mohamed Serry Convergent under-approximations of reachable sets and tubes: A piecewise constant approach , 2021, J. Frankl. Inst..

[16]  José Carlos Goulart de Siqueira,et al.  Differential Equations , 1991, Nature.

[17]  N. S. Barnett,et al.  Ostrowski's Inequality for Vector-Valued Functions and Applications , 2002 .

[18]  Roberto Ferretti High-order approximations of linear control systems via Runge-Kutta schemes , 2007, Computing.

[19]  Matthias Althoff,et al.  An Introduction to CORA 2015 , 2015, ARCH@CPSWeek.

[20]  Gunther Reissig,et al.  Feedback Refinement Relations for the Synthesis of Symbolic Controllers , 2015, IEEE Transactions on Automatic Control.

[21]  H. van den Berg Differential inclusions , 2019, Hormones as Tokens of Selection.

[22]  Oded Maler,et al.  Recent progress in continuous and hybrid reachability analysis , 2006, 2006 IEEE Conference on Computer Aided Control System Design, 2006 IEEE International Conference on Control Applications, 2006 IEEE International Symposium on Intelligent Control.

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

[24]  R. Sarpong,et al.  Bio-inspired synthesis of xishacorenes A, B, and C, and a new congener from fuscol† †Electronic supplementary information (ESI) available. See DOI: 10.1039/c9sc02572c , 2019, Chemical science.

[25]  Vladimir M. Veliov Second-order discrete approximation to linear differential inclusions , 1992 .

[26]  Zhikun She,et al.  Over- and Under-Approximations of Reachable Sets With Series Representations of Evolution Functions , 2021, IEEE Transactions on Automatic Control.

[27]  Sylvie Putot,et al.  Robust Under-Approximations and Application to Reachability of Non-Linear Control Systems With Disturbances , 2020, IEEE Control Systems Letters.

[28]  Charles R. Johnson,et al.  Matrix analysis , 1985, Statistical Inference for Engineers and Data Scientists.

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

[30]  Kumpati S. Narendra,et al.  Reachable Sets for Linear Dynamical Systems , 1971, Inf. Control..

[31]  Peter Seiler,et al.  Backward Reachability for Polynomial Systems on A Finite Horizon , 2019, ArXiv.

[32]  Antoine Girard,et al.  Set Propagation Techniques for Reachability Analysis , 2021, Annu. Rev. Control. Robotics Auton. Syst..