| 研究生: |
吳承哲 WU,CHENG-TSE |
|---|---|
| 論文名稱: |
利用壓縮感知法消除多輸入輸出電力線傳輸之脈衝雜訊 Impulsive Noise Mitigation with Compressive Sensing for MIMO Power Line Communication |
| 指導教授: |
張大中
Dah-Chung Chang |
| 口試委員: | |
| 學位類別: |
碩士 Master |
| 系所名稱: |
資訊電機學院 - 通訊工程學系 Department of Communication Engineering |
| 論文出版年: | 2018 |
| 畢業學年度: | 106 |
| 語文別: | 中文 |
| 論文頁數: | 85 |
| 中文關鍵詞: | 電力線通訊 、脈衝雜訊 、壓縮感知 |
| 外文關鍵詞: | powerline communication, impulsive noise, compressive sensing |
| 相關次數: | 點閱:9 下載:0 |
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電力線通訊(powerline communications, PLC) 最近研究採用多輸入多輸出(Multiple-input Multiple-output, MIMO) 的正交分頻多工(orthogonal frequencydivisionmultiplexing, OFDM) 系統,以改善過去在實體層(physical layer) 資料傳輸效能不足的問題,然而電力線系統除了存在可加性白高斯雜訊(Additive White Gaussian Noise, AWGN) 之外,還會產生具有高能量的脈衝雜訊(impulsive noise,IN),導致系統的效能嚴重傷害。
有別於過去一些傳統的脈衝雜訊消除法,在本論文中我們使用一個名為壓縮感知(compressive sensing, CS) 的演算法來估計PLC 測脈衝雜訊的能量及其在傳送過程中發生的時機點後將其進行濾除的動作,為了證明CS 演算法的有效性,我們針對不同狀況下的脈衝雜訊做模擬分析,並搭配後續的通道估測及MIMO解調器,驗證系統的位元錯誤率(bit-error rate, BER) 在相同SNR 下能與無脈衝
雜訊時的性能相近。
Powerline communications(PLC) has been recently studied to apply the multipleinput
multiple-output(MIMO)orthogonal frequency-division multiplexing (OFDM) technology
in order to solve the problem of insufficient data transmission rate on the physical
layer. However, the powerline system not only has the additive white Gaussian
noise(AWGN), but also has high energy of impulsive noise(IN) that can do serious damage
to the performance of the PLC system.
Very different from some traditional impulsive noise elimination methods in the past,
we develop an algorithm called compressive sensing(CS) in this thesis to estimate the
energy of the impulsive noise and its presence position in the process of transmission
and then filter it out. In order to show the effectiveness of the proposed algorithm, we
simulate the MIMO PLC transmission with the impulsive noise in the different environments.
Together with the MIMO channel estimation and different MIMO detection
methods, we can see that the bit-error rate(BER) performance of the proposed algorithm
can approach the case without the impulsive noise at the same SNR.
[1] Y. Wu and W. Y. Zou, “Orthogonal frequency division multiplexing: a multicarrier
modulation scheme,” IEEE Transactions on Consumer Electronics, vol. 41,
no. 3, pp. 392–399, Aug 1995.
[2] R. v. Nee and R. Prasad, OFDM for Wireless Multimedia Communications, 1st ed.
Norwood, MA, USA: Artech House, Inc., 2000.
[3] OFDM for Wireless Communications Systems. Norwood, MA, USA: Artech
House, Inc., 2004.
[4] D. F. Tseng, R. B. Yang, T. R. Tsai, Y. S. Han, and W. H. Mow, “Efficient clipping
for broadband power line systems in impulsive noise environment,” in 2012 IEEE
International Symposium on Power Line Communications and Its Applications,
March 2012, pp. 362–367.
[5] H. Meng, Y. L. Guan, and S. Chen, “Modeling and analysis of noise effects on
broadband power-line communications,” IEEE Transactions on Power Delivery,
vol. 20, no. 2, pp. 630–637, April 2005.
[6] L. Stadelmeier, D. Schill, A. Schwager, D. Schneider, and J. Speidel, “Mimo
for inhome power line communications,” in 7th International ITG Conference on
Source and Channel Coding, Jan 2008, pp. 1–6.
[7] L. T. Berger, A. Schwager, P. Pagani, and D. M. Schneider, “Mimo power line
communications,” IEEE Communications Surveys Tutorials, vol. 17, no. 1, pp.
106–124, Firstquarter 2015.
[8] H. A. Latchman, S. Katar, L. Yonge, and S. Gavette, Appendix B: HomePlug
AV Parameter Specification. Wiley-IEEE Press, 2013, pp. 384–. [Online].
Available: http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6629431
[9] L. YONGE, J. ABAD, K. AFKHAMIE, L. Guerrieri, S. KATAR, H. LIOE,
P. PAGANI, R. RIVA, D. M. SCHNEIDER, and A. SCHWAGER, “HomePlug
AV2: Next-Generation Broadband over Power Line,” in MIMO power line
communications : narrow and broadband standards, EMC, and advanced
processing, ser. Devices, Circuits, and Systems. CRC Press, 2014, pp. 391 –
426. [Online]. Available: https://hal.archives-ouvertes.fr/hal-01066347
[10] H. Latchman, S. Katar, L. Yonge, and A. Amarsingh, “High speed multimedia
and smart energy plc applications based on adaptations of homeplug av,” in 2013
IEEE 17th International Symposium on Power Line Communications and Its Applications,
March 2013, pp. 143–148.
[11] M. Zimmermann and K. Dostert, “Analysis and modeling of impulsive noise in
broad-band powerline communications,” IEEE Transactions on Electromagnetic
Compatibility, vol. 44, no. 1, pp. 249–258, Feb 2002.
[12] G. Ndo, P. Siohan, and M. H. Hamon, “Adaptive noise mitigation in impulsive
environment: Application to power-line communications,” IEEE Transactions on
Power Delivery, vol. 25, no. 2, pp. 647–656, April 2010.
[13] J. J. van de Beek, O. Edfors, M. Sandell, S. K. Wilson, and P. O. Borjesson, “On
channel estimation in ofdm systems,” in 1995 IEEE 45th Vehicular Technology
Conference. Countdown to the Wireless Twenty-First Century, vol. 2, Jul 1995,
pp. 815–819 vol.2.
[14] D. Bueche, P. Corlay, M. Gazalet, and F. X. Coudoux, “A method for analyzing
the performance of comb-type pilot-aided channel estimation in power line communications,”
IEEE Transactions on Consumer Electronics, vol. 54, no. 3, pp.
1074–1081, August 2008.
[15] M. Ghosh, “Analysis of the effect of impulse noise on multicarrier and single carrier
qam systems,” IEEE Transactions on Communications, vol. 44, no. 2, pp.
145–147, Feb 1996.
[16] F. H. Juwono, Q. Guo, D. Huang, and K. P. Wong, “Deep clipping for impulsive
noise mitigation in ofdm-based power-line communications,” IEEE Transactions
on Power Delivery, vol. 29, no. 3, pp. 1335–1343, June 2014.
[17] V. N. Papilaya and A. J. H. Vinck, “Investigation on a new combined impulsive
noise mitigation scheme for ofdm transmission,” in 2013 IEEE 17th International
Symposium on Power Line Communications and Its Applications, March 2013, pp.
86–91.
[18] K. M. Rabie and E. Alsusa, “Preprocessing-based impulsive noise reduction for
power-line communications,” IEEE Transactions on Power Delivery, vol. 29,
no. 4, pp. 1648–1658, Aug 2014.
[19] S. V. Zhidkov, “Performance analysis and optimization of ofdm receiver with
blanking nonlinearity in impulsive noise environment,” IEEE Transactions on Vehicular
Technology, vol. 55, no. 1, pp. 234–242, Jan 2006.
[20] ——, “Analysis and comparison of several simple impulsive noise mitigation
schemes for ofdm receivers,” IEEE Transactions on Communications, vol. 56,
no. 1, pp. 5–9, January 2008.
[21] G. Caire, T. Y. Al-Naffouri, and A. K. Narayanan, “Impulse noise cancellation in
ofdm: an application of compressed sensing,” in 2008 IEEE International Symposium
on Information Theory, July 2008, pp. 1293–1297.
[22] W. Ding, Y. Lu, F. Yang, W. Dai, P. Li, S. Liu, and J. Song, “Spectrally efficient
csi acquisition for power line communications: A bayesian compressive sensing
perspective,” IEEE Journal on Selected Areas in Communications, vol. 34, no. 7,
pp. 2022–2032, July 2016.
[23] A. Mehboob, L. Zhang, and J. Khangosstar, “Adaptive impulsive noise mitigation
using multi mode compressive sensing for powerline communications,” in 2012
IEEE International Symposium on Power Line Communications and Its Applications,
March 2012, pp. 368–373.
[24] S. Liu, F. Yang, W. Ding, J. Song, and Z. Han, “Impulsive noise cancellation for
mimo-ofdm plc systems: A structured compressed sensing perspective,” in 2016
IEEE Global Communications Conference (GLOBECOM), Dec 2016, pp. 1–6.
[25] A. Scaglione, P. Stoica, S. Barbarossa, G. B. Giannakis, and H. Sampath, “Optimal
designs for space-time linear precoders and decoders,” IEEE Transactions on
Signal Processing, vol. 50, no. 5, pp. 1051–1064, May 2002.
[26] D. J. Love, R. W. Heath, V. K. N. Lau, D. Gesbert, B. D. Rao, and M. Andrews, “An
overview of limited feedback in wireless communication systems,” IEEE Journal
on Selected Areas in Communications, vol. 26, no. 8, pp. 1341–1365, October
2008.
[27] P. W. Wolniansky, G. J. Foschini, G. D. Golden, and R. A. Valenzuela, “V-blast:
an architecture for realizing very high data rates over the rich-scattering wireless
channel,” in 1998 URSI International Symposium on Signals, Systems, and Electronics.
Conference Proceedings (Cat. No.98EX167), Sep 1998, pp. 295–300.
[28] G. D. Golden, C. J. Foschini, R. A. Valenzuela, and P. W. Wolniansky, “Detection
algorithm and initial laboratory results using v-blast space-time communication
architecture,” Electronics Letters, vol. 35, no. 1, pp. 14–16, Jan 1999.
[29] L. Yonge, J. Abad, K. Afkhamie, L. Guerrieri, S. Katar, H. Lioe, P. Pagani,
R. Riva, D. M. Schneider, and A. Schwager, “An overview of the homeplug av2
technology,” Journal of Electrical and Computer Engineering, vol. 2013, p. 20,
2013. [Online]. Available: http://dx.doi.org/10.1155/2013/892628
[30] A. Nayagam, S. Katar, D. Rende, K. Afkhamie, and L. Yonge, “Tradeoff between
channel estimation accuracy and application throughput for in-home mimo power
line communication,” in 2011 IEEE International Symposium on Power Line Communications
and Its Applications, April 2011, pp. 411–417.
[31] M. Zimmermann and K. Dostert, “A multipath model for the powerline channel,”
IEEE Transactions on Communications, vol. 50, no. 4, pp. 553–559, Apr 2002.
[32] T. Shongwey, A. J. H. Vinck, and H. C. Ferreira, “On impulse noise and its models,”
in 18th IEEE International Symposium on Power Line Communications and
Its Applications, March 2014, pp. 12–17.
[33] E. C and J. Romberg, “?1-magic: Recovery of sparse signals via convex programming,”
2005.
[34] E. J. Candes and P. A. Randall, “Highly robust error correction byconvex programming,”
IEEE Transactions on Information Theory, vol. 54, no. 7, pp. 2829–2840,
July 2008.