메뉴 건너뛰기




Volumn 16, Issue 4-5, 2007, Pages 383-393

Extracting the main patterns of natural time series for long-term neurofuzzy prediction

Author keywords

Forecasting; Locally linear neurofuzzy model; Long term prediction; Singular spectrum analysis; Solar activity; Sunspot number time series

Indexed keywords


EID: 34249097703     PISSN: 09410643     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00521-006-0062-x     Document Type: Article
Times cited : (49)

References (36)
  • 5
    • 0001002401 scopus 로고
    • Approximation and radial basis function networks
    • Park J, Sandberg IW (1993) Approximation and radial basis function networks. Neural Comput 5:305-316
    • (1993) Neural Comput , vol.5 , pp. 305-316
    • Park, J.1    Sandberg, I.W.2
  • 7
    • 0035441349 scopus 로고    scopus 로고
    • Prediction of noisy chaotic time series using an optimal radial basis function neural network
    • Leung H, Lo T, Wang S (2001) Prediction of noisy chaotic time series using an optimal radial basis function neural network. IEEE Trans Neural Netw 12(5): 1163-1172
    • (2001) IEEE Trans Neural Netw , vol.12 , Issue.5 , pp. 1163-1172
    • Leung, H.1    Lo, T.2    Wang, S.3
  • 8
    • 58149210009 scopus 로고
    • Predicting chaotic time series with wavelet networks
    • Cao L, Hong Y, Fang H, He G (1995) Predicting chaotic time series with wavelet networks. Physica D 85:225-238
    • (1995) Physica D , vol.85 , pp. 225-238
    • Cao, L.1    Hong, Y.2    Fang, H.3    He, G.4
  • 9
    • 34249982739 scopus 로고
    • Predicting chaotic time series
    • Farmer JD, Sidorowich JJ (1987) Predicting chaotic time series. Phys Rev Lett 59(8):845-848
    • (1987) Phys Rev Lett , vol.59 , Issue.8 , pp. 845-848
    • Farmer, J.D.1    Sidorowich, J.J.2
  • 11
  • 13
    • 0001267036 scopus 로고
    • Estimating the dimension of weather and climate attractors
    • Fredrich K (1986) Estimating the dimension of weather and climate attractors. J Atmos Sci 43:419-432
    • (1986) J Atmos Sci , vol.43 , pp. 419-432
    • Fredrich, K.1
  • 15
    • 36149028387 scopus 로고
    • Forecasting chaos from small data sets: A comparison of different nonlinear algorithms
    • Navone HD, Ceccatto HA (1995) Forecasting chaos from small data sets: a comparison of different nonlinear algorithms. J Phys A 28(12):3381-3388
    • (1995) J Phys A , vol.28 , Issue.12 , pp. 3381-3388
    • Navone, H.D.1    Ceccatto, H.A.2
  • 16
    • 0040205272 scopus 로고
    • The peak of solar cycle 22: Predictions in retrospect
    • Brown GM (1992) The peak of solar cycle 22: predictions in retrospect. Ann Geophys 10:453-470
    • (1992) Ann Geophys , vol.10 , pp. 453-470
    • Brown, G.M.1
  • 17
    • 0000958183 scopus 로고
    • A technique for predicting the amplitude of solar cycle
    • Thompson R (1993) A technique for predicting the amplitude of solar cycle. Solar Phys 148:383
    • (1993) Solar Phys , vol.148 , pp. 383
    • Thompson, R.1
  • 18
    • 8344280853 scopus 로고    scopus 로고
    • Panel achieves consensus prediction of solar cycle
    • Joselyn JA, et al (1997) Panel achieves consensus prediction of solar cycle. EOS Trans AGU 78:211-212
    • (1997) EOS Trans AGU , vol.78 , pp. 211-212
    • Joselyn, J.A.1
  • 20
    • 84989593769 scopus 로고
    • Forecast of an exceptionally large even numbered solar cycle
    • Schatten K H, Sofia S (1987) Forecast of an exceptionally large even numbered solar cycle. Geophys Res Lett 14:632
    • (1987) Geophys Res Lett , vol.14 , pp. 632
    • Schatten, K.H.1    Sofia, S.2
  • 21
    • 84989530393 scopus 로고    scopus 로고
    • Schatten KH, Pesnell WD (1993) An early solar dynamo prediction: cycle 23 ~ cycle 22. Geophys Res Lett 20:2257-2278
    • Schatten KH, Pesnell WD (1993) An early solar dynamo prediction: cycle 23 ~ cycle 22. Geophys Res Lett 20:2257-2278
  • 22
    • 0000935497 scopus 로고    scopus 로고
    • Solar activity forecast for solar cycle 23
    • Schatten KH, Myers DJ, Sofia S (1996) Solar activity forecast for solar cycle 23. Geophys Res Lett 23(6):605-608
    • (1996) Geophys Res Lett , vol.23 , Issue.6 , pp. 605-608
    • Schatten, K.H.1    Myers, D.J.2    Sofia, S.3
  • 23
    • 0032209048 scopus 로고    scopus 로고
    • Forecast update for activity cycle 23 from a dynamo-based method
    • Sofia S, Fox P, Schatten KH (1998) Forecast update for activity cycle 23 from a dynamo-based method. Geophys Res Lett 25(22):4149-4152
    • (1998) Geophys Res Lett , vol.25 , Issue.22 , pp. 4149-4152
    • Sofia, S.1    Fox, P.2    Schatten, K.H.3
  • 24
    • 0000003175 scopus 로고
    • Threshold autoregressive limit cycles and cyclical data
    • Tong H, Lim K (1980) Threshold autoregressive limit cycles and cyclical data. J R Stat Soc B 42:245-292
    • (1980) J R Stat Soc B , vol.42 , pp. 245-292
    • Tong, H.1    Lim, K.2
  • 25
    • 0000778985 scopus 로고
    • Predicting sunspots and exchange rates with connectionist networks
    • Casdagli E eds, Addison-Wesley, Reading, pp
    • Weigend A, Huberman B, Rumelhart DE (1992) Predicting sunspots and exchange rates with connectionist networks. In: Casdagli E (eds) Nonlinear modeling and forecasting. Addison-Wesley, Reading, pp 395-432
    • (1992) Nonlinear modeling and forecasting , pp. 395-432
    • Weigend, A.1    Huberman, B.2    Rumelhart, D.E.3
  • 28
    • 0042673999 scopus 로고    scopus 로고
    • Enhancing the performance of neurofuzzy predictors by emotional learning algorithm
    • Lucas C, Abbaspour A, Gholipour A, Araabi BN, Fatourechi M (2003) Enhancing the performance of neurofuzzy predictors by emotional learning algorithm. Informatica 27(2): 165-174
    • (2003) Informatica , vol.27 , Issue.2 , pp. 165-174
    • Lucas, C.1    Abbaspour, A.2    Gholipour, A.3    Araabi, B.N.4    Fatourechi, M.5
  • 30
    • 19044365964 scopus 로고
    • Singular spectrum analysis in non-linear dynamics with applications to paleoclimatic time series
    • Vautard R, Ghil M (1989) Singular spectrum analysis in non-linear dynamics with applications to paleoclimatic time series. Physica D 35:395-424
    • (1989) Physica D , vol.35 , pp. 395-424
    • Vautard, R.1    Ghil, M.2
  • 31
    • 19044361940 scopus 로고
    • Singular spectrum analysis: A toolkit for short noisy chaotic signals
    • Vautard R, Yiou P, Ghil M (1992) Singular spectrum analysis: a toolkit for short noisy chaotic signals. Physica D 58:95-126
    • (1992) Physica D , vol.58 , pp. 95-126
    • Vautard, R.1    Yiou, P.2    Ghil, M.3
  • 32
    • 0000062618 scopus 로고
    • Chaotic time series, part I: Estimation of some invariant properties in state space
    • Kugiumtzis D, Lillekjendlie B, Christophersen N (1994) Chaotic time series, part I: Estimation of some invariant properties in state space. Model Identif Control 15(4):205-224
    • (1994) Model Identif Control , vol.15 , Issue.4 , pp. 205-224
    • Kugiumtzis, D.1    Lillekjendlie, B.2    Christophersen, N.3
  • 33
    • 0017714604 scopus 로고
    • Oscillation and chaos in physiological control systems
    • Mackey M, Glass L (1977) Oscillation and chaos in physiological control systems. Science 197:281-287
    • (1977) Science , vol.197 , pp. 281-287
    • Mackey, M.1    Glass, L.2
  • 35
    • 4243769823 scopus 로고    scopus 로고
    • Extracting unstable periodic orbits from chaotic time series data
    • So P, Ott E, Sauer T, Gluckman B, Grebogi C, Schiff S (1997) Extracting unstable periodic orbits from chaotic time series data. Phys Rev E 55(5):5398-5417
    • (1997) Phys Rev E , vol.55 , Issue.5 , pp. 5398-5417
    • So, P.1    Ott, E.2    Sauer, T.3    Gluckman, B.4    Grebogi, C.5    Schiff, S.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.