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A Novel Efficient Cluster-Based MLSE Equalizer for Satellite Communication Channels with-QAM Signaling
EURASIP Journal on Advances in Signal Processing volume 2006, Article number: 034343 (2006)
Abstract
In satellites, nonlinear amplifiers used near saturation severely distort the transmitted signal and cause difficulties in its reception. Nevertheless, the nonlinearities introduced by memoryless bandpass amplifiers preserve the symmetries of the-ary quadrature amplitude modulation (-QAM) constellation. In this paper, a cluster-based sequence equalizer (CBSE) that takes advantage of these symmetries is presented. The proposed equalizer exhibits enhanced performance compared to other techniques, including the conventional linear transversal equalizer, Volterra equalizers, and RBF network equalizers. Moreover, this gain in performance is obtained at a substantially lower computational cost.
References
Maral G, Bousquet M: Satellite Communication Systems. John Wiley & Sons, New York, NY, USA; 1996.
Ibnkahla M, Rahman QM, Sulyman AI, Al-Asady HA, Yuan J, Safwat A: High-speed satellite mobile communications: technologies and challenges. Proceedings of the IEEE 2004, 92(2):312–338. 10.1109/JPROC.2003.821907
Xiong F: Modem techniques in satellite communications. IEEE Communications Magazine 1994, 32(8):84–98. 10.1109/35.299842
Biglieri E, Gersho A, Gitlin RD, Lim TL: Adaptive cancellation of nonlinear intersymbol interference for voiceband data transmission. IEEE Journal on Selected Areas in Communications 1984, 2(5):765–777. 10.1109/JSAC.1984.1146107
Bouchired S, Roviras D, Castanié F: Equalization of satellite mobile channels with neural network techniques. Space Communications 1999, 15(4):209–220.
Langlet F, Abdulkader H, Roviras D, Mallet A, Castanié F: Comparison of neural network adaptive predistortion techniques for satellite down links. Proceedings of the International Joint Conference on Neural Networks (IJCNN '01), July 2001, Washington, DC, USA 1: 709–714.
Langlet F, Roviras D, Mallet A, Castanié F: Mixed analog/digital implementation of MLP NN for predistortion. Proceedings of the International Joint Conference on Neural Networks (IJCNN '02), May 2002, Honolulu, Hawaii, USA 3: 2825–2830.
Langlet F, Abdulkader H, Roviras D: Predistortion of non-linear satellite channels using neural networks: architecture, algorithm and implementation. Proceedings of the 11th European Signal Processing Conference (EUSIPCO '02), September 2002, Toulouse, France
Haykin S: Neural Networks: A Comprehensive Foundation. 2nd edition. Prentice-Hall, Upper Saddle River, NJ, USA; 1999.
Gutierrez A, Ryan WE: Performance of adaptive Volterra equalizers on nonlinear satellite channels. IEEE International Conference on Communications (ICC '95), June 1995, Seattle, Wash, USA 1: 488–492.
Gutierrez A, Ryan WE: Performance of Volterra and MLSD receivers for nonlinear band-limited satellite systems. IEEE Transactions on Communications 2000, 48(7):1171–1177. 10.1109/26.855524
Benedetto S, Biglieri E, Daffara R: Modeling and performance evaluation of nonlinear satellite links—a Volterra series approach. IEEE Transactions on Aerospace and Electronic Systems 1979, 15(4):494-507.
Chang P-R, Wang B-C: Adaptive decision feedback equalization for digital satellite channels using multilayer neural networks. IEEE Journal on Selected Areas in Communications 1995, 13(2):316–324. 10.1109/49.345876
Chen S, Gibson GJ, Cowan CFN, Grant PM: Adaptive equalization of finite non-linear channels using multilayer perceptrons. Signal Processing 1990, 20(2):107–119. 10.1016/0165-1684(90)90122-F
Cha I, Kassam SA: Channel equalization using adaptive complex radial basis function networks. IEEE Journal on Selected Areas in Communications 1995, 13(1):122–131. 10.1109/49.363139
Chen S, McLaughlin S, Mulgrew B: Complex-valued radial basis function network, part 1: network architecture and learning algorithms. Signal Processing 1994, 35(1):19–31. 10.1016/0165-1684(94)90187-2
Bouchired S, Ibnkahla M, Paquier W: A combined LMS-SOM algorithm for time varying non-linear channel equalization. Proceedings of the European Signal Processing Conference (EUSIPCO '98), September 1998, Rhodes, Greece
Bouchired S, Ibnkahla M, Roviras D, Castanié F: Equalization of satellite mobile communication channels using combined self-organizing maps and RBF networks. Proceedings of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP '98), May 1998, Seattle, Wash, USA 6: 3377–3379.
Kohonen T: Self-Organizing Maps. Springer, Berlin, Germany; 1995.
Bouchired S, Ibnkahla M, Roviras D, Castanié F: Equalization of satellite UMTS channels using neural network devices. Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP '99), March 1999, Phoenix, Ariz, USA
Saleh AAM: Frequency-independent and frequency dependent nonlinear models of TWT amplifiers. IEEE Transactions on Communications 1981, 29(11):1715–1720. 10.1109/TCOM.1981.1094911
Kopsinis Y, Theodoridis S: An efficient low-complexity technique for MLSE equalizers for linear and nonlinear channels. IEEE Transactions on Signal Processing 2003, 51(12):3236–3248. 10.1109/TSP.2003.818891
Kopsinis Y, Theodoridis S:A novel cluster based MLSE equalizer for-PAM signaling schemes. Signal Processing 2003, 83(9):1905–1918. 10.1016/S0165-1684(03)00108-7
Forney Jr GD: Maximum-likelihood sequence estimation of digital sequences in the presence of intersymbol interference. IEEE Transactions on Information Theory 1972, 18(3):363–378. 10.1109/TIT.1972.1054829
Chakraborty D: Maximum likelihood sequence detection in nonlinear satellite channels. IEEE Communications Magazine 1981, 19(6):47–53.
Benedetto S, Biglieri E, Castellani V: Digital Transmission Theory. Prentice-Hall, Englewood Cliffs, NJ, USA; 1987.
Lowry P: System handbook, advanced communications technology satellite. In Tech. Rep. TM-101490. NASA, Lewis Research Center, Cleveland, Ohio, USA; 1993. https://doi.org/acts.grc.nasa.gov/docs/ACTSSysHB.PDF
ESA SkyPlex https://doi.org/telecom.esa.int/telecom/www/object/index.cfm?fobjectid=12143
Wittig M: Satellite onboard processing for multimedia applications. IEEE Communications Magazine 2000, 38(6):134–140. 10.1109/35.846085
Evans B, Werner M, Lutz E, et al.: Integration of satellite and terrestrial systems in future multimedia communications. IEEE Wireless Communications 2005, 12(5):72–80. 10.1109/MWC.2005.1522108
Ibnkahla M, Yuan J: A neural network MLSE receiver based on natural gradient descent: application to satellite communications. EURASIP Journal on Applied Signal Processing 2004, 2004(16):2580–2591. 10.1155/S1110865704405010
Rapp C: Effects of HPA-nonlinearity on a 4-DPSK/OFDM-signal for a digital sound broadcasting system. Proceedings of the 2nd European Conference on Satellite Communications (ECSC '91), October 1991, Liege, Belgium
Weekley JM, Mangus BJ: TWTA versus SSPA: A comparison of on-orbit reliability data. IEEE Transactions on Electron Devices 2005, 52(5):650–652. 10.1109/TED.2005.845864
Berman AL, Mahle CE: Nonlinear phase shift in travelling wave as applied to multiple access communication satellites. IEEE Transactions on Communications Technology 1970, 198(1):37–48.
Minkoff JB: Wideband operation of nonlinear solid state power amplifiers—comparison of calculations and measurements. AT&T Bell Laboratories Technical Journal 1984, 63(2):231–248.
Mathews VJ: Adaptive polynomial filters. IEEE Signal Processing Magazine 1991, 8(3):10–26. 10.1109/79.127998
Benedetto S, Biglieri E: Nonlinear equalization of digital satellite channels. IEEE Journal on Selected Areas in Communications 1983, 1(1):57–62. 10.1109/JSAC.1983.1145885
Chen S, Mulgrew B, McLaughlin S: Adaptive Bayesian equalizer with decision feedback. IEEE Transactions on Signal Processing 1993, 41(9):2918–2926. 10.1109/78.236513
Chen S, McLaughlin S, Mulgrew B: Complex-valued radial basis function network, part II: application to digital communications channel equalisation. Signal Processing 1994, 36(2):175–188. 10.1016/0165-1684(94)90206-2
Haykin S: Adaptive Filter Theory. 3rd edition. Prentice-Hall, Upper Saddle River, NJ, USA; 1996.
Hanzo L, Wong CH, Yee MS: Adaptive Wireless Transceivers. John Wiley & Sons, Chichester, UK; 2002.
Steele R, Hanzo L: Mobile Radio Communications. 2nd edition. John Wiley & Sons, Chichester, UK; 2000.
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Kofidis, E., Dalakas, V., Kopsinis, Y. et al. A Novel Efficient Cluster-Based MLSE Equalizer for Satellite Communication Channels with-QAM Signaling. EURASIP J. Adv. Signal Process. 2006, 034343 (2006). https://doi.org/10.1155/ASP/2006/34343
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DOI: https://doi.org/10.1155/ASP/2006/34343