A general procedure for nonlinear system identification using higher order statistics

Celebi M.

IEEE International Conference on Acoustics, Speech, and Signal Processing, İstanbul, Türkiye, 5 - 09 Haziran 2000, ss.552-555 identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Basıldığı Şehir: İstanbul
  • Basıldığı Ülke: Türkiye
  • Sayfa Sayıları: ss.552-555
  • İstanbul Teknik Üniversitesi Adresli: Hayır

Özet

A general formula is given for the conditional mean in terms of higher order statistics. Using this formula, a general scheme for nonlinear system identification is introduced including a broad range of nonlinearities which depends on the probability density function of the input. As a special case of that general scheme, the polynomial system identification problem is treated. It is shown that our general scheme yields straightforward theoretical results in the case of polynomial discrete-time system identification.