메뉴 건너뛰기




Volumn 52, Issue 6, 2005, Pages 1236-1247

Neural network approach to blind signal separation of mono-nonlinearly mixed sources

Author keywords

Independent component analysis (ICA); Neural networks; Nonlinear distortion; Nonlinear systems; Signal reconstruction

Indexed keywords

COMPUTER SIMULATION; CONVERGENCE OF NUMERICAL METHODS; INDEPENDENT COMPONENT ANALYSIS; LEARNING ALGORITHMS; MATHEMATICAL MODELS; MATHEMATICAL TRANSFORMATIONS; MAXIMUM LIKELIHOOD ESTIMATION; NEURAL NETWORKS; NONLINEAR DISTORTION; NONLINEAR SYSTEMS; SIGNAL RECONSTRUCTION; STATISTICAL METHODS;

EID: 22144484536     PISSN: 10577122     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCSI.2005.849122     Document Type: Article
Times cited : (39)

References (37)
  • 3
    • 0038105083 scopus 로고    scopus 로고
    • "Signal nonlinearity in fMRI: A comparison between BOLD and MION"
    • May
    • T. Gautama, D. P. Mandic, and M. M. Van Hulle, "Signal nonlinearity in fMRI: A comparison between BOLD and MION," IEEE Trans. Med. Imag., vol. 22, no. 5, pp. 636-644, May 2003.
    • (2003) IEEE Trans. Med. Imag. , vol.22 , Issue.5 , pp. 636-644
    • Gautama, T.1    Mandic, D.P.2    Hulle, M.M.3
  • 4
    • 0035005653 scopus 로고    scopus 로고
    • "The use of sub-space transforms in signal and array processing"
    • London, U.K., Mar
    • W. L. Woo and S. Sali, "The use of sub-space transforms in signal and array processing," in Proc. Int. Conf. 2nd 3G Mobile Communications, London, U.K., Mar. 2001.
    • (2001) Proc. Int. Conf. 2nd 3G Mobile Communications
    • Woo, W.L.1    Sali, S.2
  • 5
    • 0019636012 scopus 로고
    • "Frequency-independent and frequency-dependent nonlinear models of TWT amplifiers"
    • Nov
    • A. Saleh, "Frequency-independent and frequency-dependent nonlinear models of TWT amplifiers," IEEE Trans. Commun., vol. COM-29, no. 11, pp. 1715-1720, Nov. 1981.
    • (1981) IEEE Trans. Commun. , vol.COM-29 , Issue.11 , pp. 1715-1720
    • Saleh, A.1
  • 6
    • 85106600538 scopus 로고    scopus 로고
    • "Sympletic nonlinear component analysis"
    • Cambridge, MA: MIT Press
    • L. Parra, "Sympletic nonlinear component analysis," in Advances in Neural Inform. Process. Systems. Cambridge, MA: MIT Press, 1996, vol. 8, pp. 437-443.
    • (1996) Advances in Neural Inform. Process. Systems , vol.8 , pp. 437-443
    • Parra, L.1
  • 8
    • 0035691645 scopus 로고    scopus 로고
    • "Nonlinear blind source separation using higher-order statistics and a genetic algorithm"
    • Dec
    • Y. Tan and J. Wang, "Nonlinear blind source separation using higher-order statistics and a genetic algorithm," IEEE Trans. Evol. Computat., vol. 5, no. 6, pp. 600-612, Dec. 2001.
    • (2001) IEEE Trans. Evol. Computat. , vol.5 , Issue.6 , pp. 600-612
    • Tan, Y.1    Wang, J.2
  • 9
    • 0035112152 scopus 로고    scopus 로고
    • "Nonlinear blind source separation using a radial basis function network"
    • Feb
    • Y. Tan, J. Wang, and J. Zurada, "Nonlinear blind source separation using a radial basis function network," IEEE Trans. Neural Netw., vol. 12, no. 1, pp. 124-134, Feb. 2001.
    • (2001) IEEE Trans. Neural Netw. , vol.12 , Issue.1 , pp. 124-134
    • Tan, Y.1    Wang, J.2    Zurada, J.3
  • 10
    • 84898962443 scopus 로고    scopus 로고
    • "Source separation and density estimation by faithful equivariant SOM"
    • Cambridge, MA: MIT Press
    • J. K. Lin, D. G. Grier, and J. D. Cowan, "Source separation and density estimation by faithful equivariant SOM," in Advances in Neural Inform. Process. Systems. Cambridge, MA: MIT Press, 1997, vol. 9.
    • (1997) Advances in Neural Inform. Process. Systems , vol.9
    • Lin, J.K.1    Grier, D.G.2    Cowan, J.D.3
  • 11
    • 0002754742 scopus 로고    scopus 로고
    • "Nonlinear blind source separation by self-organizing maps"
    • Cambridge, MA: MIT Press
    • P. Pajunen, A. Hyvarinen, and J. Karhunen, "Nonlinear blind source separation by self-organizing maps," in Advances in Neural Inform. Process. Systems. Cambridge, MA: MIT Press, 1996, pp. 1207-1210.
    • (1996) Advances in Neural Inform. Process. Systems , pp. 1207-1210
    • Pajunen, P.1    Hyvarinen, A.2    Karhunen, J.3
  • 12
    • 0026954957 scopus 로고
    • "Blind separation of sources: A nonlinear neural algorithm"
    • G. Burel, "Blind separation of sources: A nonlinear neural algorithm," Neural Netw., pp. 937-947, 1992.
    • (1992) Neural Netw. , pp. 937-947
    • Burel, G.1
  • 13
    • 0038132747 scopus 로고    scopus 로고
    • "An unsupervised ensemble learning method for nonlinear dynamic state-space models"
    • H. Valpola and J. Karhunen, "An unsupervised ensemble learning method for nonlinear dynamic state-space models," Neural Computat., vol. 14, pp. 2647-2692, 2002.
    • (2002) Neural Computat. , vol.14 , pp. 2647-2692
    • Valpola, H.1    Karhunen, J.2
  • 15
    • 0033341734 scopus 로고    scopus 로고
    • "Source separation in post-nonlinear mixtures"
    • Oct
    • A. Taleb and C. Jutten, "Source separation in post-nonlinear mixtures," IEEE Trans. Signal Process., vol. 47, no. 10, pp. 2807-2820, Oct. 1999.
    • (1999) IEEE Trans. Signal Process. , vol.47 , Issue.10 , pp. 2807-2820
    • Taleb, A.1    Jutten, C.2
  • 16
    • 1542476946 scopus 로고    scopus 로고
    • "Blind restoration of nonlinearly mixed signals using multilayer polynomial neural network"
    • W. L. Woo and L. C. Khor, "Blind restoration of nonlinearly mixed signals using multilayer polynomial neural network," Proc. Inst. Elect. Eng. - Vision, Image Signal Process., vol. 151, no. 1, pp. 51-61, 2004.
    • (2004) Proc. Inst. Elect. Eng. - Vision, Image Signal Process. , vol.151 , Issue.1 , pp. 51-61
    • Woo, W.L.1    Khor, L.C.2
  • 17
    • 0012021597 scopus 로고    scopus 로고
    • "Blind source separation of nonlinear mixing models"
    • T. W. Lee, "Blind source separation of nonlinear mixing models," Neural Netw., pp. 121-131, 1997.
    • (1997) Neural Netw. , pp. 121-131
    • Lee, T.W.1
  • 18
    • 17244375731 scopus 로고    scopus 로고
    • "Blind source separation in nonlinear mixtures by adaptive spline neural network"
    • San Diego, CA
    • M. Solazzi, R. Parisi, and A. Uncini, "Blind source separation in nonlinear mixtures by adaptive spline neural network," in Proc. Int. Conf. ICA Signal Separation, San Diego, CA, 2001.
    • (2001) Proc. Int. Conf. ICA Signal Separation
    • Solazzi, M.1    Parisi, R.2    Uncini, A.3
  • 19
    • 0032002601 scopus 로고    scopus 로고
    • "Information-theoretic approach to blind separation of sources in nonlinear mixture"
    • H. H. Yang, S. Amari, and A. Cichocki, "Information-theoretic approach to blind separation of sources in nonlinear mixture," Signal Process., vol. 64, pp. 291-300, 1998.
    • (1998) Signal Process. , vol.64 , pp. 291-300
    • Yang, H.H.1    Amari, S.2    Cichocki, A.3
  • 20
    • 0036817390 scopus 로고    scopus 로고
    • "General multilayer perceptron demixer scheme for nonlinear blind signal separation"
    • W. L. Woo and S. Sali, "General multilayer perceptron demixer scheme for nonlinear blind signal separation," Proc. Inst. Elect. Eng. - Vision, Image Signal Process., vol. 149, no. 5, pp. 253-262, 2002.
    • (2002) Proc. Inst. Elect. Eng. - Vision, Image Signal Process. , vol.149 , Issue.5 , pp. 253-262
    • Woo, W.L.1    Sali, S.2
  • 21
    • 17244376075 scopus 로고    scopus 로고
    • "Nonlinear independent component analysis: Existence and uniqueness results"
    • A. Hyvarinen and P. Pajunen, "Nonlinear independent component analysis: Existence and uniqueness results," Neural Netw., vol. 8, pp. 525-535, 1999.
    • (1999) Neural Netw. , vol.8 , pp. 525-535
    • Hyvarinen, A.1    Pajunen, P.2
  • 22
    • 21644454696 scopus 로고    scopus 로고
    • "Advances in blind source separation and independent component analysis for nonlinear mixtures"
    • C. Jutten and J. Karhunen, "Advances in blind source separation and independent component analysis for nonlinear mixtures," Int. J. Neur. Syst., vol. 14, no. 5, pp. 1-26, 2004.
    • (2004) Int. J. Neur. Syst. , vol.14 , Issue.5 , pp. 1-26
    • Jutten, C.1    Karhunen, J.2
  • 24
    • 84960921873 scopus 로고    scopus 로고
    • "Blind identifiability of class of nonlinear instantaneous ICA models"
    • Toulouse, France
    • J. Eriksson and V. Koivunen, "Blind identifiability of class of nonlinear instantaneous ICA models," in Proc. XI Eur. Signal Processing Conf., Toulouse, France, 2002.
    • (2002) Proc. XI Eur. Signal Processing Conf.
    • Eriksson, J.1    Koivunen, V.2
  • 25
    • 0027812550 scopus 로고
    • "Blind beamforming for non-Gaussian signals"
    • J. F. Cardoso and A. Souloumiac, "Blind beamforming for non-Gaussian signals," Proc. Inst. Elect. Eng., pt. F, vol. 140, pp. 362-370, 1993.
    • (1993) Proc. Inst. Elect. Eng. , vol.140 , Issue.PART F , pp. 362-370
    • Cardoso, J.F.1    Souloumiac, A.2
  • 27
    • 0024861871 scopus 로고
    • "Approximation by superpositions of a sigmoidal function"
    • G. Cybenko, "Approximation by superpositions of a sigmoidal function," Math. Contr. Signal. Syst., vol. 2, 1987.
    • (1987) Math. Contr. Signal. Syst. , vol.2
    • Cybenko, G.1
  • 30
    • 22144455277 scopus 로고    scopus 로고
    • "Natural gradient works efficiently on learning"
    • S. Amari, "Natural gradient works efficiently on learning," Neur. Comp., vol. 10, pp. 287-314, 1998.
    • (1998) Neur. Comp. , vol.10 , pp. 287-314
    • Amari, S.1
  • 31
    • 0343136966 scopus 로고
    • "Optimization by simulated annealing: Quantitative studies"
    • S. Kirkpatrick, "Optimization by simulated annealing: Quantitative studies," J. Stat. Phys., vol. 34, 1984.
    • (1984) J. Stat. Phys. , vol.34
    • Kirkpatrick, S.1
  • 32
    • 0344272243 scopus 로고    scopus 로고
    • "Post-nonlinear blind source separation using methaheuristics"
    • R. M. Clemente, C. G. Puntonet, and F. Rojas, "Post-nonlinear blind source separation using methaheuristics," Electron. Lett., vol. 39, pp. 1765-1766, 2003.
    • (2003) Electron. Lett. , vol.39 , pp. 1765-1766
    • Clemente, R.M.1    Puntonet, C.G.2    Rojas, F.3
  • 33
    • 0036961169 scopus 로고    scopus 로고
    • "Separation of sources using simulated annealing and competitive learning"
    • C. G. Puntonet, A. Mansour, C. Bauer, and E. Lang, "Separation of sources using simulated annealing and competitive learning," Neurocomp., vol. 49, pp. 39-60, 2002.
    • (2002) Neurocomp. , vol.49 , pp. 39-60
    • Puntonet, C.G.1    Mansour, A.2    Bauer, C.3    Lang, E.4
  • 34
    • 33749754615 scopus 로고    scopus 로고
    • "A new learning algorithm for blind signal separation"
    • S. Amari, A. Cichocki, and H. H. Yang, "A new learning algorithm for blind signal separation," Adv. Neur. Inf. Process. Syst., vol. 8, pp. 757-763, 1996.
    • (1996) Adv. Neur. Inf. Process. Syst. , vol.8 , pp. 757-763
    • Amari, S.1    Cichocki, A.2    Yang, H.H.3
  • 35
    • 0028416938 scopus 로고
    • "Independent component analysis: A new concept?"
    • P. Comon, "Independent component analysis: A new concept?," Signal Process., vol. 36, 1994.
    • (1994) Signal Process. , vol.36
    • Comon, P.1
  • 37
    • 0034274733 scopus 로고    scopus 로고
    • "Estimation of handset nonlinearity with application to speaker recognition"
    • Sep
    • T. F. Quatieri, D. A. Reynolds, and G. C. O'Leary, "Estimation of handset nonlinearity with application to speaker recognition," IEEE Trans. Speech Audio Process., vol. 8, no. 5, pp. 567-584, Sep. 2000.
    • (2000) IEEE Trans. Speech Audio Process. , vol.8 , Issue.5 , pp. 567-584
    • Quatieri, T.F.1    Reynolds, D.A.2    O'Leary, G.C.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.