Title :
An algorithm for blind symbol rate estimation using second order cyclostationarity
Author :
Phukan, Gaurav Jyoti ; Kumar Bora, Prabin
Author_Institution :
Dept. of Electron. & Electr. Eng., Indian Inst. of Technol., Guwahati, Guwahati, India
Abstract :
The problem of blind symbol rate estimation of digitally modulated signals is addressed here as a necessary preprocessing stage for modulation classification. We exploit the second order cyclostationarity of linearly modulated signals, with a special focus on a blind scenario with noise and multipath effects. An alternative blind approach using the cyclic domain energy profile is proposed here, to minimize the effects of channel conditions and parameter uncertainty. Compared to the earlier estimators using cyclostationarity, the new scheme shows better performance in the low SNR region with no susceptibility to the pulse shape variation and multipath fading and with a relatively lower computational complexity. The algorithm is extended further to estimate symbol rates of interfering carrier frequencies, which is useful for spectrum sensing applications.
Keywords :
blind source separation; modulation; signal detection; blind symbol rate estimation; computational complexity; cyclic domain energy profile; digitally modulated signals; modulation classification; multipath fading; pulse shape variation; second order cyclostationarity; spectrum sensing applications; Correlation; Estimation; Frequency estimation; Frequency modulation; Shape; Signal to noise ratio; Cyclic Autocorrelation Function; Cyclic Domain Energy Profile (CDEP); Cyclostationarity; Power Spectral Density (PSD); Spectral Correlation Density (SCD);
Conference_Titel :
Signal Processing and Communications (SPCOM), 2014 International Conference on
Conference_Location :
Bangalore
Print_ISBN :
978-1-4799-4666-2
DOI :
10.1109/SPCOM.2014.6983923