메뉴 건너뛰기




Volumn 19, Issue 4, 2009, Pages 253-267

A fully complex-valued radial basis function network and its learning algorithm

Author keywords

Adaptive beam forming; Complex valued activation functions; K means clustering; Phase equalization; Radial basis function

Indexed keywords

BEAMFORMING; CHEMICAL ACTIVATION; EQUALIZERS; FUNCTIONS; GAUSSIAN BEAMS; LEARNING ALGORITHMS; RADIAL BASIS FUNCTION NETWORKS;

EID: 70249094707     PISSN: 01290657     EISSN: None     Source Type: Journal    
DOI: 10.1142/S0129065709002026     Document Type: Article
Times cited : (107)

References (42)
  • 2
    • 44349091507 scopus 로고    scopus 로고
    • Learning by criterion optimization on a unitary unimodular matrix group
    • S. Fiori, Learning by criterion optimization on a unitary unimodular matrix group, International Journal of Neural Systems 18(2) (2008) 87-103.
    • (2008) International Journal of Neural Systems , vol.18 , Issue.2 , pp. 87-103
    • Fiori, S.1
  • 3
    • 44349125109 scopus 로고    scopus 로고
    • The uniqueness theorem for complex-valued neural networks with threshold parameters and the redundancy of the parameters
    • T. Nitta, The uniqueness theorem for complex-valued neural networks with threshold parameters and the redundancy of the parameters, International Journal of Neural Systems 18(2) (2008) 123-134.
    • (2008) International Journal of Neural Systems , vol.18 , Issue.2 , pp. 123-134
    • Nitta, T.1
  • 4
    • 44349178047 scopus 로고    scopus 로고
    • Polarized signal classification by complex and quaternionic multi-layer perceptron
    • S. Buchholz and N. L. Bihan, Polarized signal classification by complex and quaternionic multi-layer perceptron, International Journal of Neural Systems 18(2) (2008) 75-85.
    • (2008) International Journal of Neural Systems , vol.18 , Issue.2 , pp. 75-85
    • Buchholz, S.1    Bihan, N.L.2
  • 5
    • 44349154111 scopus 로고    scopus 로고
    • Global dynamics of a class of complex valued neural networks
    • V. S. H. Rao and G. R. Murthy, Global dynamics of a class of complex valued neural networks, International Journal of Neural Systems 18(2) (2008) 165-171.
    • (2008) International Journal of Neural Systems , vol.18 , Issue.2 , pp. 165-171
    • Rao, V.S.H.1    Murthy, G.R.2
  • 6
    • 0001985467 scopus 로고    scopus 로고
    • Phasor neural networks
    • D. Z. Anderson (ed.), American Institute of Physics, New York
    • A. J. Noest, Phasor neural networks, Neural Information Processing Systems, in D. Z. Anderson (ed.), American Institute of Physics, New York, 1998 584-591.
    • (1998) Neural Information Processing Systems , pp. 584-591
    • Noest, A.J.1
  • 7
    • 44349194314 scopus 로고    scopus 로고
    • Pseudo-relaxation learning algorithm for complex-valued associative memory
    • M. Kobayashi, Pseudo-relaxation learning algorithm for complex-valued associative memory, International Journal of Neural Systems 18(2) (2008) 147-156.
    • (2008) International Journal of Neural Systems , vol.18 , Issue.2 , pp. 147-156
    • Kobayashi, M.1
  • 8
    • 44349152369 scopus 로고    scopus 로고
    • Frequency-multiplexing ability of complex-valued Hebbian learning in logic gates
    • S. Kawata and A. Hirose, Frequency-multiplexing ability of complex-valued Hebbian learning in logic gates, International Journal of Neural Systems 18(2) (2008) 173-184.
    • (2008) International Journal of Neural Systems , vol.18 , Issue.2 , pp. 173-184
    • Kawata, S.1    Hirose, A.2
  • 13
    • 0038159963 scopus 로고    scopus 로고
    • Approximation by fully complex multilayer perceptrons
    • T. Kim and T. Adali, Approximation by fully complex multilayer perceptrons, Neural Computation 15 (7) (2003) 1641-1666.
    • (2003) Neural Computation , vol.15 , Issue.7 , pp. 1641-1666
    • Kim, T.1    Adali, T.2
  • 14
    • 0036691901 scopus 로고    scopus 로고
    • Fully-complex multilayer perceptron network for nonlinear signal processing
    • T. Kim and T. Adali, Fully-complex multilayer perceptron network for nonlinear signal processing Journal of VLSI, Signal Processing, 32(1-2) (2002) 29-43.
    • (2002) Journal of VLSI, Signal Processing , vol.32 , Issue.1-2 , pp. 29-43
    • Kim, T.1    Adali, T.2
  • 15
    • 56349140713 scopus 로고    scopus 로고
    • Complex-valued function approximation using an improved BP learning algorithm for feedforward networks
    • World Congress on Computational Intelligence) Hong Kong
    • R. Savitha, S. Suresh, N. Sundararajan and P. Saratchandran, Complex-valued function approximation using an improved BP learning algorithm for feedforward networks, International Joint Conference on Neural Networks 2008 (World Congress on Computational Intelligence) (Hong Kong) (2008) 2251-2258.
    • (2008) International Joint Conference on Neural Networks , vol.2008 , pp. 2251-2258
    • Savitha, R.1    Suresh, S.2    Sundararajan, N.3    Saratchandran, P.4
  • 17
    • 0032208430 scopus 로고    scopus 로고
    • Nonlinear blind equalization schemes using complex valued multilayer feedfor-ward neural networks
    • C. You, and D. Hong, Nonlinear blind equalization schemes using complex valued multilayer feedfor-ward neural networks, IEEE Trans. on Neural Networks 9(6) (1998) 1442-1455.
    • (1998) IEEE Trans. on Neural Networks , vol.9 , Issue.6 , pp. 1442-1455
    • You, C.1    Hong, D.2
  • 18
    • 0141746131 scopus 로고    scopus 로고
    • Radial basis function neural network for work zone capacity and queue estimation
    • A. Karim and H. Adeli, Radial basis function neural network for work zone capacity and queue estimation, Journal of Transportation Engineering 129(5) (2003) 494-503.
    • (2003) Journal of Transportation Engineering , vol.129 , Issue.5 , pp. 494-503
    • Karim, A.1    Adeli, H.2
  • 19
    • 0034324290 scopus 로고    scopus 로고
    • Fuzzy-wavelet RBFNN model for freeway incident detection
    • H. Adeli and A. Karim, Fuzzy-wavelet RBFNN model for freeway incident detection, Journal of Transportation Engineering 126(6) (2000) 464-471.
    • (2000) Journal of Transportation Engineering , vol.126 , Issue.6 , pp. 464-471
    • Adeli, H.1    Karim, A.2
  • 20
    • 38349123053 scopus 로고    scopus 로고
    • Principal component analysis enhanced cosine radial basis function network for robust epilepsy and seizure detection
    • S. Ghosh-Dastidar, H. Adeli and N. Dadmehr, Principal component analysis enhanced cosine radial basis function network for robust epilepsy and seizure detection, IEEE Trans. on Biomedical Engineering 55(2) (2008) 512-518.
    • (2008) IEEE Trans. on Biomedical Engineering , vol.55 , Issue.2 , pp. 512-518
    • Ghosh-Dastidar, S.1    Adeli, H.2    Dadmehr, N.3
  • 21
    • 0036145931 scopus 로고    scopus 로고
    • Comparison of the fuzzy-wavelet RBFNN freeway incident detection model with the california algorithm
    • A. Karim and H. Adeli, Comparison of the fuzzy-wavelet RBFNN freeway incident detection model with the california algorithm, Journal of Transportation Engineering 128(1) (2002) 21-30.
    • (2002) Journal of Transportation Engineering , vol.128 , Issue.1 , pp. 21-30
    • Karim, A.1    Adeli, H.2
  • 22
    • 55849084307 scopus 로고    scopus 로고
    • Norlund pruning artificial neural networks using neural complexity measures
    • T. D. Jogensen, B. P. Haynes and C. C. F. Nor-lund pruning artificial neural networks using neural complexity measures, International Journal of Neural Systems 18(5) (2008) 389-403.
    • (2008) International Journal of Neural Systems , vol.18 , Issue.5 , pp. 389-403
    • Jogensen, T.D.1    Haynes, B.P.2
  • 23
    • 34547157472 scopus 로고    scopus 로고
    • A radial basis function network approach for the computational of inverse continuous time variant functions
    • R. V. Mayorga and J. Carrera, A radial basis function network approach for the computational of inverse continuous time variant functions, International Journal of Neural Systems 17(3) (2007) 149-160.
    • (2007) International Journal of Neural Systems , vol.17 , Issue.3 , pp. 149-160
    • Mayorga, R.V.1    Carrera, J.2
  • 24
    • 51449099956 scopus 로고    scopus 로고
    • Experience-consistent modeling for radial basis function neural networks
    • W. Pedrycz, R. Rai and J. Zurada, Experience-consistent modeling for radial basis function neural networks, International Journal of Neural Systems 18 (4) (2008) 279-292.
    • (2008) International Journal of Neural Systems , vol.18 , Issue.4 , pp. 279-292
    • Pedrycz, W.1    Rai, R.2    Zurada, J.3
  • 25
    • 0028277017 scopus 로고
    • Complex-valued radial basis function network, Part I: Network architecture and learning algorithms
    • S. Chen, S. McLaughlin and N. Mulgrew, Complex-valued radial basis function network, Part I: Network architecture and learning algorithms, EURASIP Signal Processing Journal 35(1) (1994) 19-31.
    • (1994) EURASIP Signal Processing Journal , vol.35 , Issue.1 , pp. 19-31
    • Chen, S.1    McLaughlin, S.2    Mulgrew, N.3
  • 26
    • 0028392986 scopus 로고
    • Complex-valued radial basis function network, Part II: Application to digital communications channel equalization
    • S. Chen, S. McLaughlin and B. Mulgrew, Complex-valued radial basis function network, Part II: application to digital communications channel equalization, EURASIP Signal Processing Journal 36(2) (1994) 175-188.
    • (1994) EURASIP Signal Processing Journal , vol.36 , Issue.2 , pp. 175-188
    • Chen, S.1    McLaughlin, S.2    Mulgrew, B.3
  • 27
    • 0029205963 scopus 로고
    • Channel equalization using adaptive complex radial basis function networks
    • I. Cha and S. A. Kassam, Channel equalization using adaptive complex radial basis function networks, IEEE Journal on Selected Areas in Communications 13 (1) (1995) 122-131.
    • (1995) IEEE Journal on Selected Areas in Communications , vol.13 , Issue.1 , pp. 122-131
    • Cha, I.1    Kassam, S.A.2
  • 28
    • 0036565527 scopus 로고    scopus 로고
    • Communication channel equalization using complex-valued minimal radial basis function neural networks
    • J. P. Deng, N. Sundararajan and P. Saratchan-dran, Communication channel equalization using complex-valued minimal radial basis function neural networks, IEEE Trans. on Neural Networks 13(3) (2002) 687-696.
    • (2002) IEEE Trans. on Neural Networks , vol.13 , Issue.3 , pp. 687-696
    • Deng, J.P.1    Sundararajan, N.2    Saratchan-Dran, P.3
  • 31
    • 70249109961 scopus 로고    scopus 로고
    • Complex-valued function approximation using a fully complex-valued RBF (FC-RBF) learning algorithm
    • Presented in (IJCNN 2009), Atlanta (Georgia, USA, 2009)
    • R. Savitha, S. Suresh and N. Sundararajan, Complex-valued function approximation using a fully complex-valued RBF (FC-RBF) learning algorithm, Presented in Proc. of International Joint Conference on Neural Networks 2009 (IJCNN 2009), Atlanta (Georgia, USA, 2009).
    • (2009) Proc. of International Joint Conference on Neural Networks
    • Savitha, R.1    Suresh, S.2    Sundararajan, N.3
  • 32
    • 0347985201 scopus 로고    scopus 로고
    • Lift coefficient prediction at high angle of attack using recurrent neural network
    • S. Suresh, S. N. Omkar, V. Mani and T. N. Guru Prakash, Lift coefficient prediction at high angle of attack using recurrent neural network, Aerospace Science and Technology 7(8) (2003) 595-602.
    • (2003) Aerospace Science and Technology , vol.7 , Issue.8 , pp. 595-602
    • Suresh, S.1    Omkar, S.N.2    Mani, V.3    Guru Prakash, T.N.4
  • 36
    • 38149033017 scopus 로고    scopus 로고
    • A fast method for implicit surface reconstruction based on radial basis functions network from 3D scattered points
    • H. Liu, X. Wang and W. Qiang, A fast method for implicit surface reconstruction based on radial basis functions network from 3D scattered points, International Journal of Neural Systems 17(6) (2007) 459-465.
    • (2007) International Journal of Neural Systems , vol.17 , Issue.6 , pp. 459-465
    • Liu, H.1    Wang, X.2    Qiang, W.3
  • 37
    • 0031277466 scopus 로고    scopus 로고
    • An extension of the back-propagation algorithm to complex numbers
    • T. Nitta, An extension of the back-propagation algorithm to complex numbers, Neural Networks 10(8) (1997) 1391-1415.
    • (1997) Neural Networks , vol.10 , Issue.8 , pp. 1391-1415
    • Nitta, T.1
  • 39
    • 34250196183 scopus 로고    scopus 로고
    • Variations of the two-spiral task
    • S. K. Chalup and L. Wiklendt, Variations of the two-spiral task, Connection Science 19(2) (2007) 183-199.
    • (2007) Connection Science , vol.19 , Issue.2 , pp. 183-199
    • Chalup, S.K.1    Wiklendt, L.2
  • 40
    • 12944331170 scopus 로고    scopus 로고
    • Intelligent beam-forming by using a complex-valued neural network
    • A. B. Suksmono and A. Hirose, Intelligent beam-forming by using a complex-valued neural network, Journal of Intelligent and Fuzzy Systems 15(3-4) (2004) 139147.
    • (2004) Journal of Intelligent and Fuzzy Systems , vol.15 , Issue.3-4 , pp. 139147
    • Suksmono, A.B.1    Hirose, A.2
  • 42
    • 0036530814 scopus 로고    scopus 로고
    • Neural methods for antenna array signal processing: A review
    • K.-L. Dua, A. K. Y. Laib, K. K. M. Chengb and M. N. S. Swamya, Neural methods for antenna array signal processing: A review, Signal Processing 82(4) (2002) 547-561.
    • (2002) Signal Processing , vol.82 , Issue.4 , pp. 547-561
    • Dua, K.-L.1    Laib, A.K.Y.2    Chengb, K.K.M.3    Swamya, M.N.S.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.