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Errors of elementary floating-point operations in control algorithms

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Języki publikacji
EN
Abstrakty
EN
The paper presents analytical development of erroe variances for elementary floatinf-point operations, i.e. quantization, multiplication, and additin, based on expressions for probability density distributions. Guassian inputs are assumed and steps executed by the processor taken into account, particularly normalization of the mantissa to interval [1/2, 1). Uniform estimate (...) of the variance for the three elementary operations is obtained, where b denotes the number of mantissa bits. Error of Euler rectangular integrator (...), commonly used in digital controllers, is evaluated as well. For small sampling step the error depends primarily on precision of the addition executed by the integrator. Increase of the precision used in some small controllers is also considered. The results are verified for first-order transfer function subject to white noise, sinusoidal and constant-plus-noise inputs.
Rocznik
Strony
505--526
Opis fizyczny
Bibliogr. 16 poz., rys.
Twórcy
autor
  • Technical University of Rzeszów, ul. W. Pola 2, 35-959 Rzeszów
Bibliografia
  • [1] A. Fettweiss: On properties of floating-point roundoff noise. IEEE Trans. On Acoustic, Speech, and Signal Processing (1974), 149-151.
  • [2] G.F. Franklin, J.D. Powell and M.L. Workman; Digital Control of Dynamic Systems. Addison-Wesley, London, 1998.
  • [3] M. Gevers and G. Li: Parametrization in Control, Estimation and Filtering Problems. Springer, London, 1993.
  • [4] IEC 1131-3 Standard. Programmable Controllers - part 3: Programming Languages, 1st edition, Geneva, 1993.
  • [5] Z. Kowalczuk: Dyskretne modele w projektowaniu układów sterowania. Zeszyty Naukowe Politechniki Gdańskiej, Elektronika, 493, (1992), (in Polish).
  • [6] R. Middleton and G.C. Goodwin: Digital Control and Estimation: a Unified Approach. Prentice-Hall, Englewood Cliffs, 1990.
  • [7] A.V. Oppenheim and R.W. Schafer: Digital Signal Processing. Prentice-Hall, Englewood Cliffs, 1975.
  • [8] K.R. Ralev and P.H. Bauer: Realization of block floating-point digital filters and application to block implementation. IEEE Trans. on Signal Processing, 47(4),(1999), 1076-1086.
  • [9] R.A. Roberts and C.T. Mullis: Digital Signal Processing. Addison-Wesley Publishing Company, 1987.
  • [10] Siemens, SIPART Controllers, Catalog CA-01 - Automation & Drives, Siemens AG, Nurenberg, 2001.
  • [11] L.M. Smith, B.W. Bomar, R.D. Joseph and G.C.J. Yang: . Floating-point roundoff noise analysis of second-order state-space digital filter structures. IEEE Trans. Circuits and Systems II (ADSP), 39 (1992), 90-97.
  • [12] A.B. Sripad and D.L. Snyder: Quantization errors in floating-point arithmetic. IEEE Trans. Acoustics, Speech, and Signal Processing, 26(5), (1978), 456-463.
  • [13] Z. Swider: δ- and γ-domain filters for A/D quantization errors. Archives of Control Sciences, 6(1-2), (1997), 61-74.
  • [14] Z. Swider: Floating-point roundoff errors in first order filters of digital controllers. Archives of Control Science, 6(3/4), (1997), 229-247.
  • [15] D. Williamson: Digital Control and Implementation. Prentice-Hall International, Sydney, 1991.
  • [16] A.J.M. Van Wingerden and W.L. De Koning: The influence of finite word length on digital optimal control. IEEE Trans. Autom. Control, 29(5), (1984), 385-391.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BSW3-0007-0031
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