Title :
Time-frequency representation of audio signals using Hilbert spectrum with effective frequency scaling
Author :
Molla, Md Khademul Islam ; Shaikh, M. ; Hirose, Keikichi
Author_Institution :
Dept. of Comput. Sci. & Eng., Univ. of Rajshahi, Rajshahi
Abstract :
The efficiency of Hilbert spectrum (HS) in time-frequency representation (TFR) of audio signals is investigated in this paper. HS is derived by applying empirical mode decomposition (EMD), a newly developed data adaptive method for nonlinear and non-stationary signal analysis together with Hilbert transform. EMD represents any time domain signal as a sum of a finite number of bases called intrinsic mode functions (IMFs). The instantaneous frequency responses of the IMFs derived through Hilbert transform are arranged to obtain the TFR of the analyzing signal yielding the HS. A new frequency scaling method is introduced here for proper interpretation of the energy spectra in HS. The performance of HS is compared with well known and widely used short-time Fourier transform (STFT) technique for TFR. The experimental results show that HS based method performs better than STFT in time-frequency representation of the audio signals.
Keywords :
Fourier transforms; Hilbert transforms; audio signal processing; frequency response; time-frequency analysis; Hilbert spectrum; Hilbert transform; audio signals; data adaptive method; empirical mode decomposition; frequency response; frequency scaling; intrinsic mode functions; nonlinear signal analysis; nonstationary signal analysis; short-time Fourier transform; time domain signal; time-frequency representation; Computer science; Fourier transforms; Information technology; Performance analysis; Signal analysis; Speech analysis; Time frequency analysis; Wavelet analysis; Wavelet domain; Wavelet transforms; Empirical mode decomposition (EMD); Hilbert-Huang transformation (HHT); instantaneous frequency; time-frequency representation (TFR);
Conference_Titel :
Computer and Information Technology, 2008. ICCIT 2008. 11th International Conference on
Conference_Location :
Khulna
Print_ISBN :
978-1-4244-2135-0
Electronic_ISBN :
978-1-4244-2136-7
DOI :
10.1109/ICCITECHN.2008.4803077