Skip to main content
Erschienen in: Water Resources Management 2/2016

01.01.2016

Precipitation Complexity Measurement Using Multifractal Spectra Empirical Mode Decomposition Detrended Fluctuation Analysis

verfasst von: Dong Liu, Mingjie Luo, Qiang Fu, Yongjia Zhang, Khan M. Imran, Dan Zhao, Tianxiao Li, Faiz M. Abrar

Erschienen in: Water Resources Management | Ausgabe 2/2016

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The stability of current methods of complexity measurement are generally Inefficient. In this study, multifractal spectra (MFS) analysis, which depends on empirical mode decomposition detrended fluctuation analysis (EMD–DFA), was used to measure the complexity of the monthly precipitation series from 1964 to 2013 (50 years) of 11 districts in Harbin, Heilongjiang Province, China. By comparing the anti-noise capability of MFS–EMD–DFA with that of conventional complexity measurement approaches, such as sample entropy, Lempel–Ziv complexity, and approx mate entropy, it was established that MFS–EMD–DFA has greater robustness in anti-noise jamming, and thus it could be applied more widely. The precipitation series complexity strength map of the 11 regions was drawn using a geographical information system. This study analyzed the correlation between precipitation and some meteorological factors and then ranked their strengths. The results showed that many meteorological factors have strong connections with the regional precipitation series in the study area. This study provided a solid foundation for further extraction of hydrological information in Harbin and proposed a new method for complexity analysis. The novel MFS–EMD–DFA approach could also be applied to the analysis of multifractal characteristics as well as complexity measurement in various other disciplines.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Dutra E, Viterbo P, Miranda PMA, Balsamo G (2012) Complexity of snow schemes in a climate model and its impact on surface energy and hydrology. J Hydrometeorol 13(2):521–538. doi:10.1175/JHM-D-11-072.1 CrossRef Dutra E, Viterbo P, Miranda PMA, Balsamo G (2012) Complexity of snow schemes in a climate model and its impact on surface energy and hydrology. J Hydrometeorol 13(2):521–538. doi:10.​1175/​JHM-D-11-072.​1 CrossRef
Zurück zum Zitat He ZF, Zhang YN, Guo QC, Zhao XR (2014) Comparative study of artificial neural networks and wavelet artificial neural networks for groundwater depth data forecasting with various curve fractal dimensions. Water Resour Manag 28(15):5297–5317. doi:10.1007/s11269-014-0802-0 CrossRef He ZF, Zhang YN, Guo QC, Zhao XR (2014) Comparative study of artificial neural networks and wavelet artificial neural networks for groundwater depth data forecasting with various curve fractal dimensions. Water Resour Manag 28(15):5297–5317. doi:10.​1007/​s11269-014-0802-0 CrossRef
Zurück zum Zitat Henderson-Sellers A, Pitman AJ, Dickinson RE (1990) Sensitivity of the surface hydrology to the complexity of the land-surface parameterization scheme employed. Atmosfera 3(3):183–201 Henderson-Sellers A, Pitman AJ, Dickinson RE (1990) Sensitivity of the surface hydrology to the complexity of the land-surface parameterization scheme employed. Atmosfera 3(3):183–201
Zurück zum Zitat Huang, N.E., Shen, Z., Long, S.R., Wu, M.C., Shih, H.H., Zheng, Q., Yen, N.-C., Tung, C.C. and Liu, H.H. (1998) The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis, pp. 903–995, The Royal Society. doi:10.1098/rspa.1998.0193 Huang, N.E., Shen, Z., Long, S.R., Wu, M.C., Shih, H.H., Zheng, Q., Yen, N.-C., Tung, C.C. and Liu, H.H. (1998) The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis, pp. 903–995, The Royal Society. doi:10.​1098/​rspa.​1998.​0193
Zurück zum Zitat Kantelhardt, J.W., Zschiegner, S.A., Koscielny-Bunde, E., Havlin, S., Bunde, A. and Stanley, H.E. (2002) Multifractal detrended fluctuation analysis of nonstationary time series. Physica A: Statistical Mechanics and its Applications 316(1), 87–114. doi:10.1016/S0378-4371(02)01383-3 Kantelhardt, J.W., Zschiegner, S.A., Koscielny-Bunde, E., Havlin, S., Bunde, A. and Stanley, H.E. (2002) Multifractal detrended fluctuation analysis of nonstationary time series. Physica A: Statistical Mechanics and its Applications 316(1), 87–114. doi:10.​1016/​S0378-4371(02)01383-3
Zurück zum Zitat Linsley R (1974) Urban hydrology complexity or confusion. Transactions-American Geophysical Union 55(12):1121–1121 Linsley R (1974) Urban hydrology complexity or confusion. Transactions-American Geophysical Union 55(12):1121–1121
Zurück zum Zitat Mandelbrot BB (1999) A MultifractalWalkdown. Sci Am 71 Mandelbrot BB (1999) A MultifractalWalkdown. Sci Am 71
Zurück zum Zitat Matos JMO, de Moura EP, Krüger SE, Rebello JMA (2004) Rescaled range analysis and detrended fluctuation analysis study of cast irons ultrasonic backscattered signals. Chaos, Solitons Fractals 19(1):55–60. doi:10.1016/S0960-0779(03)00080-8 CrossRef Matos JMO, de Moura EP, Krüger SE, Rebello JMA (2004) Rescaled range analysis and detrended fluctuation analysis study of cast irons ultrasonic backscattered signals. Chaos, Solitons Fractals 19(1):55–60. doi:10.​1016/​S0960-0779(03)00080-8 CrossRef
Zurück zum Zitat Qian X-Y, Gu G-F, Zhou W-X (2011) Modified detrended fluctuation analysis based on empirical mode decomposition for the characterization of anti-persistent processes. Physica A: Statistical Mechanics and its Applications 390(23):4388–4395. doi:10.1016/j.physa.2011.07.008 CrossRef Qian X-Y, Gu G-F, Zhou W-X (2011) Modified detrended fluctuation analysis based on empirical mode decomposition for the characterization of anti-persistent processes. Physica A: Statistical Mechanics and its Applications 390(23):4388–4395. doi:10.​1016/​j.​physa.​2011.​07.​008 CrossRef
Zurück zum Zitat Strasser, U. and Kunstmann, H. (2013) Tackling complexity in modelling mountain hydrology: where do we stand, where do we go? Cold and Mountain Region Hydrological Systems Under Climate Change: Towards Improved Projections 360, 3–12. Strasser, U. and Kunstmann, H. (2013) Tackling complexity in modelling mountain hydrology: where do we stand, where do we go? Cold and Mountain Region Hydrological Systems Under Climate Change: Towards Improved Projections 360, 3–12.
Zurück zum Zitat Sun R, Song R, Tong Y (2014) Complexity analysis of EMG signals for patients after stroke during robot-aided rehabilitation training using fuzzy approximate entropy. IEEE Trans Neural Syst Rehabil Eng. 22(5):1013–1019. doi:10.1109/TNSRE.2013.2290017 CrossRef Sun R, Song R, Tong Y (2014) Complexity analysis of EMG signals for patients after stroke during robot-aided rehabilitation training using fuzzy approximate entropy. IEEE Trans Neural Syst Rehabil Eng. 22(5):1013–1019. doi:10.​1109/​TNSRE.​2013.​2290017 CrossRef
Zurück zum Zitat Wallis PJ, Ison RL (2011) Appreciating institutional complexity in water governance dynamics: a case from the Murray-darling basin, Australia. Water Resour Manag 25(15):4081–4097. doi:10.1007/s11269-011-9885-z CrossRef Wallis PJ, Ison RL (2011) Appreciating institutional complexity in water governance dynamics: a case from the Murray-darling basin, Australia. Water Resour Manag 25(15):4081–4097. doi:10.​1007/​s11269-011-9885-z CrossRef
Zurück zum Zitat Xiu Jun LI (2000) The Alkili-saline Land and Agricultural Sustainable Development of the Western Songnen Plain in China Scientia Geographica Sinica Xiu Jun LI (2000) The Alkili-saline Land and Agricultural Sustainable Development of the Western Songnen Plain in China Scientia Geographica Sinica
Zurück zum Zitat Yu M, Liu D, de Dieu Bazimenyera J (2013) Diagnostic complexity of regional groundwater resources system based on time series fractal dimension and artificial fish swarm algorithm. Water resources management 27(7):1897–1911. doi:10.1007/s11269-013-0257-8 CrossRef Yu M, Liu D, de Dieu Bazimenyera J (2013) Diagnostic complexity of regional groundwater resources system based on time series fractal dimension and artificial fish swarm algorithm. Water resources management 27(7):1897–1911. doi:10.​1007/​s11269-013-0257-8 CrossRef
Metadaten
Titel
Precipitation Complexity Measurement Using Multifractal Spectra Empirical Mode Decomposition Detrended Fluctuation Analysis
verfasst von
Dong Liu
Mingjie Luo
Qiang Fu
Yongjia Zhang
Khan M. Imran
Dan Zhao
Tianxiao Li
Faiz M. Abrar
Publikationsdatum
01.01.2016
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 2/2016
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-015-1174-9

Weitere Artikel der Ausgabe 2/2016

Water Resources Management 2/2016 Zur Ausgabe