Neural network modeling and identification of nonlinear channels with memory: algorithms, applications, and analytic models

IEEE Transactions on Signal Processing

Volumn 46, Issue 5, 1998, Pages 1208-1220

  Ibnkahla, Mohamed ^a   Bershad, Neil J ^b   Sombrin, Jacques ^c   Castanié, Francis ^a  

^a UNIVERSITÉ DE TOULOUSE   (France)

^b UNIVERSITY OF CALIFORNIA   (United States)

^c CNES   (France)

Author keywords

Adaptive filtering; Neural networks; Satellite communications; System identification; TWT amplifiers

Indexed keywords

COMMUNICATION CHANNELS (INFORMATION THEORY); COMPUTER SIMULATION; LEARNING ALGORITHMS; MATHEMATICAL MODELS; NEURAL NETWORKS; POWER AMPLIFIERS; SATELLITE COMMUNICATION SYSTEMS; SOLID STATE DEVICES; TRAVELING WAVE TUBES;

DIGITAL SATELLITE CHANNELS; NONLINEAR CHANNELS WITH MEMORY; SOLID STATE POWER AMPLIFIERS (SSPA);

ADAPTIVE FILTERING;

EID: 0032071052     PISSN: 1053587X     EISSN: None     Source Type: Journal    
DOI: 10.1109/78.668784     Document Type: Article

References (23)

1. S. Benedetto, E. Biglieri, and V. Castellani, Digital Transmissio Theory. Englewood Cliffs, NJ: Prentice-Hall, 1987.
2. S. Benedetto, E. Biglieri, and R. Daffara, "Modeling and performanc evaluation of nonlinear satellite links-A Volterra series approach, IEEE Trans. Aerosp. Electron. Syst., vol. AES-15, July 1979.
3. N. J. Bershad, M. Ibnkahla, and F. Castanié, "Statistical analysis o a two-layer backpropagation algorithm used for modeling nonlinea memoryless channels: The single neuron case," IEEE Trans. Signa Processing, vol. 45, pp. 747-756, Mar. 1997.
4. E. Biglieri, S. Barberis, and M. Catena, "Analysis and compensatio of nonlinearities in digital transmission systems," IEEE J. Select. Area Commun., vol. 6, Jan. 1988.
5. C. Duvanaud et al., "High efficiency class F GaAs FET amplifier operating with very low bias voltages for use in mobile telephones a 1.75 GHz," IEEE Microwave Guided Wave Lett., vol. 3, pp. 268-270 Aug. 1993.
6. J. Giunta, G. Jacovitti, and A. Neri, "Bandpass nonlinear identificatio by higher order cross correlation," IEEE Trans. Signal Processing, vol 39, pp. 2092-2095, Sept. 1991.
7. W. Greblicki, "Nonlinearity estimation in Hammerstein systems base on ordered observations," IEEE Trans. Signal Processing, vol. 44, pp 1224-1233, May 1996.
8. M. Ibnkahla, J. Sombrin, F. Castanié, and N. J. Bershad, "Neura networks for modeling nonlinear memoryless communication channels, IEEE Trans. Commun., vol. 45, pp. 768-771, July 1997.
9. M. Ibnkahla and F. Castanié, "Neural networks for digital communications and signal processing: Overview and new results," in Signal Processing for Digital Communications, E. Biglieri and M. Luise, Eds. London, U.K.: Springer-Verlag, 1996
10. "Neural network identification of nonlinear channels: The adaptive nonlinear enhancer," in Proc. IEEE Int. Conf. Neural Networks, 1CNN, Washington, DC, June 1996
11. M. Ibnkahla, "Neural networks: New structures and applications to digital satellite communications," Ph.D. dissertation, Nat. Polytech. Inst. Toulouse, Toulouse, France, 1996
12. A. Juditsky et al., "Nonlinear black-box modeling in system identification: Mathematical foundations," Automatica, vol. 31, no. 12, pp. 1725-1750, 1995
13. P. Kabal, "The stability of adaptive minimum mean square error equalizers using delayed adjustment," IEEE Trans. Commun., vol. COMM-31, pp. 43032, Mar. 1983
14. G. Long, F. Ling, and J. G. Proakis, "The LMS algorithm with delayed coefficient adaptation," IEEE Trans. Signal Processing, vol. 37, pp. 1397-1405, Sept. 1989
15. A. Mallet et al, "A 90% radar and mobile communications systems," IEEE Microwave Guided Wave Lett., vol. 6, pp. 132-134, Mar. 1996
16. E. Ngoya and R. Larchevèque, "Envelop transient analysis: A new method for the transient and steady state analysis of microwave communication circuits and systems," in Proc. IEEE MTT, San Francisco, CA, 1996, pp. 1365-1368
17. C. L. Nikias and M. Raghuver, "Bispectrum estimation: A digital signal processing framework," Proc. IEEE, vol. 75, pp. 869-891, July 1987
18. C. L. Nikias and A. P. Petropulu, Higher-Order Spectra Analysis-A Nonlinear Signal Processing Framework. Englewood Cliffs, NJ: Prentice-Hall, 1993
19. S. Prakriya and D. Hatzinakos, "Blind identification of LTI-ZMNL-LTI nonlinear channel models," IEEE Trans. Signal Processing, vol. 43, pp. 3007-3013, Dec. 1995
20. J. Ralston, A. Zoubir, and B. Bouashash, "Identification of a class of nonlinear systems under stationary non Gaussian excitation," IEEE Trans. Signal Processing, vol. 45, pp. 719-735, Mar. 1997
21. A. Saleh, "Frequency-independent and frequency-dependent nonlinear models of TWT amplifiers," IEEE Trans. Commun., vol. COMM-29, Nov. 1981
22. J. Sjoberg etal., "Nonlinear black-box modeling in system identification: A unified overview," Automatica, vol. 31, pp. 1691-1724, 1995
23. M. Zoyo, "Conception et réalisation d'amplificateurs de puissance microondes àl'état solide et àfort rendement pour des applications spatiales en bande S et en bande X," Ph.D. dissertation, Univ. Paul Sabatier, Toulouse, France, 1996.