Title :
A new technique for ARMA-system identification and rational approximation
Author :
Pillai, S. Unnikrishna ; Shim, Theodore I. ; Youla, Dante C.
Author_Institution :
Dept. of Electr. Eng., Polytech. Univ., Brooklyn, NY, USA
fDate :
3/1/1993 12:00:00 AM
Abstract :
The fundamental problem of identifying a linear time-invariant system from measured samples of its output response to a known input is addressed, utilizing a new and simple deterministic theory founded on well-established passive network concepts. The analysis, together with documented numerical results, demonstrates that the proposed method achieves two goals: stable rational minimum-phase transfer functions can be identified with a priori knowledge of either numerator or denominator degrees; and stable rational minimum-phase Pade-like approximations appear to be generated automatically in the nonrational case. To substantiate these claims, a detailed theoretical exposition of the basic ideas, an extensive discussion of numerical results, and a summary of related results are given
Keywords :
parameter estimation; spectral analysis; statistical analysis; transfer functions; ARMA-system identification; deterministic theory; linear time-invariant system; output response; parameter estimation; passive network concepts; spectral analysis; stable rational minimum-phase Pade-like approximations; stable rational minimum-phase transfer functions; Area measurement; Autocorrelation; Helium; History; Noise measurement; Passive networks; Pattern recognition; Speech processing; Transfer functions; White noise;
Journal_Title :
Signal Processing, IEEE Transactions on