Title :
Impulsive noise detection in PLC with smoothed L0-norm
Author :
Juwono, Filbert H. ; Qinghua Guo ; Defeng Huang ; Kit Po Wong ; Lu Xu
Author_Institution :
Sch. of Electr., Electron., & Comput. Eng., Univ. of Western Australia, Perth, WA, Australia
Abstract :
Power-line communications (PLC) commonly employs orthogonal frequency-division multiplexing (OFDM) as the modulation technique, and impulsive noise has a significant negative impact on its performance. Using the property of null subcarriers in OFDM and the fact that impulsive noise is sparse, we formulate a minimization problem to detect and estimate the impulsive noise. In previous works, ℓ1-norm minimization was employed to achieve this task. In this paper, we propose to use a smoothed ℓ0-norm minimization algorithm for impulsive noise detection instead. Simulation results show that this approach is promising as it achieves comparable performance as ℓ1-norm minimization but with much lower complexity.
Keywords :
OFDM modulation; carrier transmission on power lines; impulse noise; minimisation; ℓ0-norm minimization; OFDM; PLC; impulsive noise detection; modulation technique; null subcarrier; orthogonal frequency-division multiplexing; power-line communication; smoothed L0-norm; Complexity theory; Discrete Fourier transforms; Minimization; Noise; OFDM; Simulation; Smart grids; ℓ1-norm; OFDM; PLC; impulsive noise; smoothed ℓ0-norm;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
Conference_Location :
South Brisbane, QLD
DOI :
10.1109/ICASSP.2015.7178568