Title :
Fractional order constant modulus blind algorithms with application to channel equalisation
Author :
Shah, S.M. ; Samar, Raza ; Naqvi, S.M.R. ; Chambers, Jonathon A.
Author_Institution :
Dept. of Electron. Eng., Mohammad Ali Jinnah Univ., Islamabad, Pakistan
Abstract :
A novel methodology is developed for blind equalisation where the output of the linear filter is passed through a nonlinear fractional update term derived from the cost function using fractional calculus. The final weights update is a combination of the conventional constant modulus algorithm (CMA) weights and a fractional update part. As an improvement over the traditional approach, the new fractional strategy helps capture the parameters of the model at a faster rate while keeping the error small. The algorithm is applied for the blind equalisation of flat and frequency-selective channels. To assess the suitability of the proposed technique, different fractional orders and step sizes are used; the performance metric considered is the mean squared error for a quadrature phase shift keying transmission scheme. The simulation results show that the proposed technique outperforms the conventional CMA, exhibits faster convergence and yields an improved steady-state response.
Keywords :
blind equalisers; filtering theory; frequency selective surfaces; mean square error methods; quadrature phase shift keying; CMA; MSE; QPSK transmission scheme; blind equalisation; channel equalisation; fractional calculus; fractional order constant modulus blind algorithm; frequency-selective channels; linear filter; mean squared error; nonlinear fractional update term; quadrature phase shift keying transmission scheme;
Journal_Title :
Electronics Letters
DOI :
10.1049/el.2014.2993