Title :
Modeling of speech signals using fractional calculus
Author :
Assaleh, Khaled ; Ahmad, Wajdi M.
Author_Institution :
Dept. of Electr. Eng., American Univ. of Sharjah, Sharjah
Abstract :
In this paper, we present a novel approach for speech signal modeling using fractional calculus. This approach is contrasted with the celebrated Linear Predictive Coding (LPC) approach which is based on integer order models. It is demonstrated via numerical simulations that by using a few integrals of fractional orders as basis functions, the speech signal can be modeled accurately. The new approach has the merit of requiring a smaller number of model parameters, and is demonstrated to be superior to the LPC approach in capturing the details of the modeled signal.
Keywords :
calculus; linear predictive coding; numerical analysis; speech coding; LPC approach; fractional calculus; integer order model; linear predictive coding; numerical simulation; speech signal modeling; Application software; Biological system modeling; Differential equations; Fractional calculus; Linear predictive coding; Numerical simulation; Predictive models; Signal analysis; Speech analysis; Speech coding;
Conference_Titel :
Signal Processing and Its Applications, 2007. ISSPA 2007. 9th International Symposium on
Conference_Location :
Sharjah
Print_ISBN :
978-1-4244-0778-1
Electronic_ISBN :
978-1-4244-1779-8
DOI :
10.1109/ISSPA.2007.4555563