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Estimation techniques for parameters of complex exponentials with noise

Younan, Nicolas H.

Abstract Details

1988, Doctor of Philosophy (PhD), Ohio University, Electrical Engineering & Computer Science (Engineering and Technology).

In general, parameterization of EMP transient response can be accomplished by using the singularity expansion method SEM), where transient data are represented as a linear combination of complex exponentials. Techniques are presented to obtain the SEM parameters from measured data, particularly data with a low signal-to-noise ratio.

The measured data are smoothed by using a digital low-pass filter where the cutoff frequency is controlled by a circular serial correlation test. The filter provides a preprocessing technique which allows both the Prony and the singular value decomposition methods to be applied to the data. It also reduces the random noise contribution to the data and estimates the noise level. Results for simulated data with added white-Gaussian noise and for real measured data are obtained.

Two notable applications of the developed technique are presented. First, it is shown that the limited data record of fast digitizers can be extended to improve spectral resolution. Second, it is shown that spectral estimation can be accomplished.

Clayborne Taylor (Advisor)
95 p.

Recommended Citations

Citations

  • Younan, N. H. (1988). Estimation techniques for parameters of complex exponentials with noise [Doctoral dissertation, Ohio University]. OhioLINK Electronic Theses and Dissertations Center. http://rave.ohiolink.edu/etdc/view?acc_num=ohiou1172004849

    APA Style (7th edition)

  • Younan, Nicolas. Estimation techniques for parameters of complex exponentials with noise. 1988. Ohio University, Doctoral dissertation. OhioLINK Electronic Theses and Dissertations Center, http://rave.ohiolink.edu/etdc/view?acc_num=ohiou1172004849.

    MLA Style (8th edition)

  • Younan, Nicolas. "Estimation techniques for parameters of complex exponentials with noise." Doctoral dissertation, Ohio University, 1988. http://rave.ohiolink.edu/etdc/view?acc_num=ohiou1172004849

    Chicago Manual of Style (17th edition)