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Volumn 22, Issue 1, 2009, Pages 32-39

On efficient multistep non-linear time series prediction in chaotic diode resonator circuits by optimizing the combination of non-linear time series analysis and neural networks

Author keywords

Chaos; Correlation dimension; Diode resonator circuit; Lyapunov exponents; MLP neural networks; Non linear signal analysis; Time series prediction

Indexed keywords

BACKPROPAGATION; DIFFERENTIAL EQUATIONS; DIODES; FORECASTING; LYAPUNOV METHODS; MULTILAYER NEURAL NETWORKS; NETWORKS (CIRCUITS); RESONATORS; SIGNAL ANALYSIS; SIGNAL PROCESSING; TELECOMMUNICATION NETWORKS; TIME SERIES ANALYSIS;

EID: 58249086402     PISSN: 09521976     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.engappai.2008.04.016     Document Type: Article
Times cited : (10)

References (22)
  • 1
    • 0031128026 scopus 로고    scopus 로고
    • Procedure for estimating the correlation dimension of optokinetic nystagmus signals
    • Aasen T., Kugiumtzis D., and Nordahl S. Procedure for estimating the correlation dimension of optokinetic nystagmus signals. Computers and Biomedical Research 30 (1997) 95-116
    • (1997) Computers and Biomedical Research , vol.30 , pp. 95-116
    • Aasen, T.1    Kugiumtzis, D.2    Nordahl, S.3
  • 3
    • 58249089923 scopus 로고    scopus 로고
    • Aissi, C., 2002. Introducing chaotic circuits in an undergraduate electronic course. In: Proceedings of the 2002 ASEE Gulf-Southwest Annual Conference, University of Louisiana, Lafayette.
    • Aissi, C., 2002. Introducing chaotic circuits in an undergraduate electronic course. In: Proceedings of the 2002 ASEE Gulf-Southwest Annual Conference, University of Louisiana, Lafayette.
  • 5
    • 42749106630 scopus 로고    scopus 로고
    • Unified model and reverse recovery nonlinearities of the driven diode resonator
    • de Moraes M.R., and Steven M.A. Unified model and reverse recovery nonlinearities of the driven diode resonator. Physical Review E 68 (2003) 026201
    • (2003) Physical Review E , vol.68 , pp. 026201
    • de Moraes, M.R.1    Steven, M.A.2
  • 6
    • 0024627335 scopus 로고    scopus 로고
    • Fraser, A.M., 1989. IEEE Transaction of Information Theory, vol. 35, p. 245.
    • Fraser, A.M., 1989. IEEE Transaction of Information Theory, vol. 35, p. 245.
  • 7
    • 34548696055 scopus 로고
    • Independent coordinates for strange attractors from mutual information
    • Fraser A.M., and Swinney H.L. Independent coordinates for strange attractors from mutual information. Physical Review A 33 (1986) 1134-1140
    • (1986) Physical Review A , vol.33 , pp. 1134-1140
    • Fraser, A.M.1    Swinney, H.L.2
  • 9
    • 40749093037 scopus 로고
    • Measuring the strangeness of strange attractors
    • Grassberger P., and Procaccia I. Measuring the strangeness of strange attractors. Physica D 9 (1983) 189
    • (1983) Physica D , vol.9 , pp. 189
    • Grassberger, P.1    Procaccia, I.2
  • 10
    • 37249060817 scopus 로고    scopus 로고
    • Hanias, M.P., Karras, D.A., 2007. Efficient non-linear time series prediction using non-linear signal analysis and neural networks in chaotic diode resonator circuits. In: Perner, P. (Ed.), Advances in Data Mining Theoretical Aspects and Applications, Lecture Notes in Computer Science 4597, Springer, 2007, ISBN 978-3-540-73434-5, pp. 329-338.
    • Hanias, M.P., Karras, D.A., 2007. Efficient non-linear time series prediction using non-linear signal analysis and neural networks in chaotic diode resonator circuits. In: Perner, P. (Ed.), Advances in Data Mining Theoretical Aspects and Applications, Lecture Notes in Computer Science 4597, Springer, 2007, ISBN 978-3-540-73434-5, pp. 329-338.
  • 15
    • 58249086083 scopus 로고    scopus 로고
    • Kononov, E., 2006. Virtual Recurrence Analysis, Version 4.9 (email:eugenek@ix.net.com.com).
    • Kononov, E., 2006. Virtual Recurrence Analysis, Version 4.9 (email:eugenek@ix.net.com.com).
  • 16
    • 0026105574 scopus 로고
    • Notes to accompany a student laboratory experiment on chaos
    • Lonngren K.E. Notes to accompany a student laboratory experiment on chaos. IEEE Transactions on Education 34 1 (1991) 123-128
    • (1991) IEEE Transactions on Education , vol.34 , Issue.1 , pp. 123-128
    • Lonngren, K.E.1
  • 17
    • 0000271628 scopus 로고
    • Simplest chaotic non-autonomous circuit
    • Matsumato T., Chua L., and Tanaka S. Simplest chaotic non-autonomous circuit. Physical Review A 30 (1984) 1155-1157
    • (1984) Physical Review A , vol.30 , pp. 1155-1157
    • Matsumato, T.1    Chua, L.2    Tanaka, S.3
  • 18
    • 0011980668 scopus 로고
    • Synchronization and control in a unidirectionally coupled array of chaotic diode resonators
    • Mozdy E., Newell T.C., Alsing P.M., Kovanis V., and Gavrielides A. Synchronization and control in a unidirectionally coupled array of chaotic diode resonators. Physical Review E 51 6 (1995) 5371-5376
    • (1995) Physical Review E , vol.51 , Issue.6 , pp. 5371-5376
    • Mozdy, E.1    Newell, T.C.2    Alsing, P.M.3    Kovanis, V.4    Gavrielides, A.5
  • 19
    • 0011870081 scopus 로고    scopus 로고
    • Non-linear time-series analysis
    • Suykens J.A.K., and Vandewalle J. (Eds), Kluwer Academic Publishers
    • Parlitz U. Non-linear time-series analysis. In: Suykens J.A.K., and Vandewalle J. (Eds). Nonlinear Modelling-Advanced Black-Box Techniques (1998), Kluwer Academic Publishers 209-239
    • (1998) Nonlinear Modelling-Advanced Black-Box Techniques , pp. 209-239
    • Parlitz, U.1
  • 20
    • 58249091694 scopus 로고    scopus 로고
    • Takens, F., 1981. Lecture Notes in Mathematics 898.
    • Takens, F., 1981. Lecture Notes in Mathematics 898.
  • 22
    • 0008494528 scopus 로고
    • Determining Lyapunov exponents from a time series
    • Wolf A., Swift J.B., Swinney L., and Vastano J.A. Determining Lyapunov exponents from a time series. Physica D 16 (1985) 285-317
    • (1985) Physica D , vol.16 , pp. 285-317
    • Wolf, A.1    Swift, J.B.2    Swinney, L.3    Vastano, J.A.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.