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On the relationship between continuous- and discrete-time control systems

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Abstract

Building on previous results of the author this paper presents two new error estimates for the reachable set of an affine control system if only piece-wise constant admissible controls on a uniform mesh are used instead of all measurable admissible controls. It is natural to expect that the resulting “shrinkage” of the reachable set is of the order of the mesh size. In this paper it is proved that under certain reasonable conditions the error is of higher than first order.

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References

  • Baier R, Lempio F (1994) Computing Aumann’s integrals. In: Kurzhanski A, and Veliov VM (eds) Modeling techniques for uncertain systems, PSCT, vol 18, pp 71–90

  • Caulkins JP, Feichtinger G, Grass D, Tragler G (2005) A model of moderation: finding Skiba points on a slippery slope. Central Eur J Oper Res 13(1): 45–64

    Google Scholar 

  • Doitchinov BD, Veliov VM (1993) Parametrisations of integrals of set-valued mappings and applications. J Math Anal Appl 179(2): 483–499

    Article  Google Scholar 

  • Donchev T (2001) Approximation of lower semicontinuous differential inclusions. Numer Funct Anal Optim 22(1&2): 55–67

    Article  Google Scholar 

  • Dontchev A, Farkhi E (1989) Error estimates for discretized differential inclusion. Computing 41(4): 349–358

    Article  Google Scholar 

  • Dontchev AL, Hager WW, Veliov VM (2000) Second-order Runge-Kutta approximations in control constrained optimal control. SIAM J Numer Anal 38(1): 202–226

    Article  Google Scholar 

  • Ferretti R (1997) High-order approximations of linear control systems via Runge-Kutta schemes. Computing 58(4): 351–364

    Article  Google Scholar 

  • Grammel G (2003) Towards fully discretized differential inclusions. Set-Valued Anal 11(1): 1–8

    Article  Google Scholar 

  • Grass D, Caulkins JP, Feichtinger G, Tragler G, Behrens DA (2008) Optimal control of nonlinear processes: with applications in drugs, corruption, and terror. Springer, Berlin

    Google Scholar 

  • Grüne L, Kloeden PE (2006) Higher order numerical approximation of switching systems. Syst Control Lett 55(9): 746–754

    Article  Google Scholar 

  • Hager WW (2000) Runge-Kutta methods in optimal control and the transformed adjoint system. Numerische Mathematik 87: 247–282

    Article  Google Scholar 

  • Krastanov M, Veliov VM (2010) High-order approximations to multi-input non-commutative control systems. To appear in Large-scale scientific computations, Springer, Berlin, Heidelberg

  • Nour C, Stern RJ, Takche J (2009) The union of uniform closed balls conjecture. Control Cybern 38(4): 1525–1534

    Google Scholar 

  • Pietrus A, Veliov VM (2009) On the discretization of switched linear systems. Syst Control Lett 58: 395–399

    Article  Google Scholar 

  • Schwartz A, Polak E (1996) Consistent approximations for optimal control problems based on Runge-Kutta integration. SIAM J Control and Optim 34(4): 1235–1269

    Article  Google Scholar 

  • Silin D (1981) On the variation and Riemann integrability of optimal control of linear systems. Dokl Akad Nauk SSSR 257: 548–550

    Google Scholar 

  • Sager S (2009) Reformulations and algorithms for the optimization of switching decisions in nonlinear optimal control. J Process Control (to appear). http://sager1.eu/sebastian/downloads/Sager2009b.pdf

  • Veliov VM (1989) Second order discrete approximations to strongly convex differential inclusions. Syst Control Lett 13: 263–269

    Article  Google Scholar 

  • Veliov VM (1992) Second order discrete approximations to linear differential inclusions. SIAM J Numer Anal 29(2): 439–451

    Article  Google Scholar 

  • Veliov VM (1997) On the time-discretization of control systems. SIAM J Control Optim 35(5): 1470–1486

    Article  Google Scholar 

  • Veliov VM (2003) Relaxation of Euler-type discrete-time control system. Research Report No 273, ORCOS, TU-Wien, 2003. http://orcos.tuwien.ac.at/fileadmin/t/orcos/Research_Reports/Res_Rep_till_2009/RR273.pdf

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Correspondence to V. M. Veliov.

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This paper is dedicated to the 70-th anniversary of Gustav Feichtinger.

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Veliov, V.M. On the relationship between continuous- and discrete-time control systems. Cent Eur J Oper Res 18, 511–523 (2010). https://doi.org/10.1007/s10100-010-0167-2

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