Roundoff noise and scaling in the digital implementation of control compensators

Researchers in digital signal processing have examined at length the effects of finite wordlength in the design of digital filters. The issues that have been considered apply to any digital system. In particular, the design of digital control systems must consider these issues. In this paper we will use, adapt, and extend the ideas developed in digital signal processing to the issue of roundoff noise in digital linear-quadratic-Gaussian (LQG) compensators. We will then examine the roundoff noise effects for a particular LQG example and several different implementation structures.

[1]  Alan S. Willsky,et al.  Digital Signal Processing and Control and Estimation Theory: Points of Tangency, Areas of Intersection, and Parallel Directions , 1979 .

[2]  E. Curry The analysis of round-off and truncation errors in a hybrid control system , 1967 .

[3]  Clifford T. Mullis,et al.  Filter structures which minimize roundoff noise in fixed point digital filters , 1976, ICASSP '76. IEEE International Conference on Acoustics, Speech, and Signal Processing.

[4]  T. Claasen,et al.  Effects of quantization and overflow in recursive digital filters , 1976 .

[5]  G. Johnson Comments on "Upper bound on dynamic quantization error in digital control systems via the direct method of Liapunov" , 1966 .

[6]  S. Hwang Minimum uncorrelated unit noise in state-space digital filtering , 1977 .

[7]  J. Bertram The effect of quantization in sampled-feedback systems , 1958, Transactions of the American Institute of Electrical Engineers, Part II: Applications and Industry.

[8]  G. K. Roberts,et al.  Consideration of computer limitations in implementing on-line controls. M.S. Thesis , 1976 .

[9]  J. Slaughter Quantization errors in digital control systems , 1964 .

[10]  R. Rink,et al.  Performance of state regulator systems with floating-point computation , 1979 .

[11]  Jr. A. Bryson Guest editorial: Mini-issue in NASA's advanced control law program for the F-8 DFBW aircraft , 1977 .

[12]  Leland B. Jackson,et al.  On the interaction of roundoff noise and dynamic range in digital filters , 1970, Bell Syst. Tech. J..

[13]  G. Johnson Upper bound on dynamic quantization error in digital control systems via the direct method of Liapunov , 1965 .

[14]  Paul Moroney Issues in the digital implementation of control compensators , 1979 .

[15]  Clifford T. Mullis,et al.  Synthesis of minimum roundoff noise fixed point digital filters , 1976 .

[16]  Ieee Transaction,et al.  Roundoff Noise in State-space Digital Filtering: A General Analysis , 1976 .

[17]  A. Oppenheim,et al.  Effects of finite register length in digital filtering and the fast Fourier transform , 1972 .

[18]  Alfred Fettweis,et al.  On parasitic oscillations in digital filters under looped conditions , 1977 .

[19]  Parviz Rashidi Limit cycle oscillations in digital filters , 1978 .

[20]  J. B. Knowles,et al.  Effect of a finite-word-length computer in a sampled-data feedback system , 1965 .

[21]  Alan V. Oppenheim,et al.  Digital Signal Processing , 1978, IEEE Transactions on Systems, Man, and Cybernetics.

[22]  Paul Moroney,et al.  The digital implementation of control compensators: The coefficient wordlength issue , 1979, 1979 18th IEEE Conference on Decision and Control including the Symposium on Adaptive Processes.

[23]  Huibert Kwakernaak,et al.  Linear Optimal Control Systems , 1972 .