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Reachability Analysis of Large-Scale Affine Systems Using Low-Dimensional Polytopes

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Hybrid Systems: Computation and Control (HSCC 2006)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 3927))

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Abstract

This paper presents a method for computing the reach set of affine systems for sets of initial states given as low-dimensional polytopes. An affine representation for polytopes is introduced to improve the efficiency of set representations. Using the affine representation, we present a procedure to compute conservative over-approximations of the reach set, which uses the Krylov subspace approximation method to handle large-scale affine systems (systems of order over 100).

Research supported in part by US Army Research Office (ARO).

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References

  1. Girard, A.: Reachability of uncertain linear systems using zonotopes. In: Morari, M., Thiele, L. (eds.) HSCC 2005. LNCS, vol. 3414, pp. 291–305. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  2. Stursberg, O., Krogh, B.H.: On efficient representation and computation of reachable sets for hybrid systems. In: Maler, O., Pnueli, A. (eds.) HSCC 2003. LNCS, vol. 2623, pp. 482–497. Springer, Heidelberg (2003)

    Chapter  Google Scholar 

  3. Asarin, E., Dang, T.: Abstraction by projection and application to multi-affine systems. In: Alur, R., Pappas, G.J. (eds.) HSCC 2004. LNCS, vol. 2993, pp. 32–47. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  4. Girard, A., Pappas, G.J.: Approximation metrics for discrete and continuous systems. Technical Report MS-CIS-05-10, Dept. of CIS, University of Pennsylvania (2005)

    Google Scholar 

  5. Bemporad, A., Pilippi, C., Torrisi, F.D.: Inner and outer approximation of polytopes using boxes. Computational Geometry: Theory and Applications 27(2), 151–178 (2003)

    Article  MathSciNet  Google Scholar 

  6. Kurzhanski, A.B., Varaiya, P.: Ellipsoidal techniques for reachability analysis. In: Lynch, N.A., Krogh, B.H. (eds.) HSCC 2000. LNCS, vol. 1790, pp. 202–214. Springer, Heidelberg (2000)

    Chapter  Google Scholar 

  7. Ma, J.D., Rutenbar, R.A.: Interval-valued reduced order statistical interconnect modeling. In: Computer Aided Design, 2004. IEEE/ACM International Conference on, pp. 1092–3152 (2004)

    Google Scholar 

  8. de Figueiredo, L.H., Stolf, J.: Self-Validated Numerical Methods and Applications, Rio de Janeiro, Brazil. Brazilian Mathematics Colloquium monograph, IMPA (1997)

    Google Scholar 

  9. Saad, Y.: Analysis of some Krylov subspace approximations to the matrix exponential operator. SIAM Journal of Numerical Analysis 20(1), 209–228 (1992)

    Article  MathSciNet  MATH  Google Scholar 

  10. Grünbaum, B.: Convex Polytopes, 2nd edn. Springer, New York (2003)

    Book  MATH  Google Scholar 

  11. Chutinan, A., Krogh, B.H.: Compuational techniques for hybrid system verification. IEEE Transaction on Automatic Control 48(1), 64–75 (2003)

    Article  MATH  Google Scholar 

  12. Moler, C., Van Loan, C.: Nineteen dubious ways to compute the exponential of a matrix, twenty-five years later. SIAM Review 45(1), 3–49 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  13. Sidje, R.B.: Expokit: Software package for computing matrix exponentials. ACM Transactions on Mathematical Software 24(1), 130–156 (1998)

    Article  MATH  Google Scholar 

  14. Golub, G.H., Van Loan, C.F.: Matrix Computations, 3rd edn. The John Hopkins University Press (1996)

    Google Scholar 

  15. Han, Z.: Reachability analysis of continuous dynamic systems using dimension reduction and decomposition. PhD thesis, Carnegie Mellon University (2005)

    Google Scholar 

  16. Farlow, S.J.: Partial Differential Equations for Scientists and Engineers. Dover Publications, Inc. (1993)

    Google Scholar 

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Han, Z., Krogh, B.H. (2006). Reachability Analysis of Large-Scale Affine Systems Using Low-Dimensional Polytopes. In: Hespanha, J.P., Tiwari, A. (eds) Hybrid Systems: Computation and Control. HSCC 2006. Lecture Notes in Computer Science, vol 3927. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11730637_23

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  • DOI: https://doi.org/10.1007/11730637_23

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-33170-4

  • Online ISBN: 978-3-540-33171-1

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