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Impulse Noise Suppression Based on Power Iterative ICA in Power Line Communication

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Języki publikacji
EN
Abstrakty
EN
To overcome the detrimental influence of impulse noise in power line communication and the trap of scarce prior information in traditional noise suppression schemes , a power iteration based fast independent component analysis (PowerICA) based noise suppression scheme is designed in this paper. Firstly, the pseudo-observation signal is constructed by weighted processing so that single-channel blind separation model is transformed into the multi-channel observed model. Then the proposed blind separation algorithm is used to separate noise and source signals. Finally, the effectiveness of the proposed algorithm is verified by experiment simulation. Experiment results show that the proposed algorithm has better separation effect, more stable separation and less implementation time than that of FastICA algorithm, which also improves the real-time performance of communication signal processing.
Twórcy
autor
  • Artificial Intelligence Key Laboratory of Sichuan Province, Sichuan University of Science and Engineering, Yibin 644000, China
  • Artificial Intelligence Key Laboratory of Sichuan Province, Sichuan University of Science and Engineering, Yibin 644000, China
  • Artificial Intelligence Key Laboratory of Sichuan Province, Sichuan University of Science and Engineering, Yibin 644000, China
Bibliografia
  • [1] S. Galli, A. Scaglione and Z. Wang, “For the Grid and Through the Grid: The Role of Power Line Communications in the Smart Grid,” Proceedings of the IEEE, vol. 99, pp. 998-1027, Jun. 2011.
  • [2] F. Chiti, R. Fantacci, D. Marabissi and A. Tani, “Performance Evaluation of an Efficient and Reliable Multicast Power Line Communication System,” IEEE Journal on Selected Areas in Communications, vol. 34, pp. 1953-1964, Jul. 2016.
  • [3] Berger L T, Schwager A, J. Joaquín Escudero-Garzás, “Power Line Communications for Smart Grid Applications”. Journal of Electrical and Computer Engineering , vol. 2013, pp. 1-16, Mar. 2013.
  • [4] N. Ginot, M. A. Mannah, C. Batard and M. Machmoum, “Application of Power Line Communication for Data Transmission Over PWM Network,” IEEE Transactions on Smart Grid, vol. 1, pp. 178-185, Sep. 2010.
  • [5] Tan Z W, Liu L H, Chen B Q, et al, “Impulse Noise Mitigation Method Based on Compressive Sensing and False-alarm Probability in Power Line Communication”. Journal of Hunan University, vol. 45, pp. 89-95, Apr. 2018.
  • [6] Himeur Y, Boukabou A., “Robust image transmission over power line channel with impulse noise.” Multimedia Tools and Applications, vol. 76, pp. 2813-2835, Jan. 2017.
  • [7] Al-Mawali K S, Hussain Z M. “Adaptive-threshold clipping for impulsive noise reduction in OFDM-based power line Communications.” presented at International Conference on Advanced Technologies for Communications, Hai Phong, Vietnam, 12-14 Oct. 2009.
  • [8] Zhidkov S V . “On the analysis of OFDM receiver with blanking nonlinearity in impulsive noise channels.” presented at International Symposium on Intelligent Signal Processing & Communication Systems, Seoul, South Korea, 18-19 Nov. 2004.
  • [9] Z. Luo, C. Li and L. Zhu, “A Comprehensive Survey on Blind Source Separation for Wireless Adaptive Processing: Principles, Perspectives, Challenges and New Research Directions,” IEEE Access, vol. 6, pp. 66685-66708, Nov. 2018.
  • [10] Tseng D F, Yang R B, Tsai T R, et al. “Efficient clipping for broadband power line systems in impulsive noise environment.” presented at IEEE International Symposium on Power Line Communications and Its Applications, Beijing, China, 27-30 Mar. 2012.
  • [11] M. Korki, N. Hosseinzadeh and T. Moazzeni. “Performance evaluation of a narrowband power line communication for smart grid with noise reduction technique,” IEEE Transactions on Consumer Electronics, vol. 57, pp. 1598-1606, Nov. 2011.
  • [12] N. Andreadou. “Mitigation of impulsive noise effect on the plc channel with qcldpc codes as the outer coding scheme.” IEEE Transactions on Power Delivery ,vol. 25, pp. 1440-1449, Aug. 2010.
  • [13] N. Andreadou and A. M. Tonello, “On the Mitigation of Impulsive Noise in Power-Line Communications With LT Codes,” IEEE Transactions on Power Delivery, vol. 28, pp. 1483-1490, Jul. 2013.
  • [14] S. V. Zhidkov, “Impulsive noise suppression in OFDM-based communication systems,” IEEE Transactions on Consumer Electronics, vol. 49, pp. 944-948, Nov. 2003.
  • [15] T. Y. Al-Naffouri, A. A. Quadeer and G. Caire, “Impulse Noise Estimation and Removal for OFDM Systems,” IEEE Transactions on Communications, vol. 62, pp. 976-989, Mar. 2014.
  • [16] Al-Naffouri T Y, Quadeer A A, Caire G . “Impulsive noise estimation and cancellation in DSL using orthogonal clustering.” presented at IEEE International Symposium on Circuits and Systems, Rio de Janeiro, Brazil, 15-18 May 2011.
  • [17] Mehboob A , Zhang L , Khangosstar J . “Adaptive impulsive noise mitigation using Multi Mode Compressive Sensing for powerline communications.” presented at IEEE International Symposium on Power Line Communications and Its Applications, Beijing, China, 27-30 Mar. 2012.
  • [18] Ren G , Qiao S , Hei Y. “Asynchronous impulsive noise mitigation in OFDM using adaptive threshold compressive sensing.” presented at WAMICON, Tampa, FL, 6 Jun. 2014.
  • [19] M. Shao and C. L. Nikias, “Signal processing with fractional lower order moments: stable processes and their applications,” Proceedings of the IEEE, vol. 81, pp. 986-1010, Jul. 1993.
  • [20] Yu X C, Hu D. “Fast Independent Component Analysis and Its Application,” 1st ed.; Beijing: China Science Publishing & Media Ltd, 2011, pp. 55-77.
  • [21] A. Hyvarinen, “Fast and robust fixed-point algorithms for independent component analysis,” IEEE Transactions on Neural Networks, vol. 10, pp. 626-634, May 1999.
  • [22] Shen H , Knut Hüper. “On the Relationships Between Power Iteration, Inverse Iteration and FastICA.” presented at International Conference on Independent Component Analysis and Signal Separation, London, UK, 9-12 Sep. 2007.
  • [23] J. Dennis Jr and R. Tapia. “Inverse, shifted inverse, and rayleigh quotient iteration as newtons method.” SIAM Review, vol. 60, pp. 3-55, Jan. 2018.
  • [24] Golub G H , Vorst H A V D . “Eigenvalue computation in the 20th century.” Computational and Applied Mathematics,vol. 123, pp. 35-65, Nov. 2000.
  • [25] S. Basiri, E. Ollila and V. Koivunen, “Alternative Derivation of FastICA With Novel Power Iteration Algorithm,” IEEE Signal Processing Letters, vol. 24, pp. 1378-1382, Sep. 2017.
Uwagi
This work was supported by National Natural Science Foundation of China (No. 61801319), the Opening Project of Key Laboratory of Higher Education of Sichuan Province for Enterprise Informationalization and Internet of Things (No. 2017WZJ01), Sichuan University of Science and Engineering Talent Introduction Project (No.2017RCL11), the Education Agency Project of Sichuan Province (No.18ZB0419), and the Major Frontier Project of Science and Technology Plan of Sichuan Province (No. 2018JY0512), and the Sichuan Institute of Technology Graduate Innovation Foundation (No. Y2018038).
Typ dokumentu
Bibliografia
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