Wavelet regression technique for streamflow prediction

Journal of Applied Statistics

Volumn 33, Issue 9, 2006, Pages 943-960

  Küçük, Murat ^a   Aǧiralioǧlu, Necati ^a  

^a ISTANBUL TECHNICAL UNIVERSITY   (Turkey)

Author keywords

Discrete wavelet transform; Hydrological modeling; Streamflow prediction

Indexed keywords

EID: 33751581359     PISSN: 02664763     EISSN: 13600532     Source Type: Journal    
DOI: 10.1080/02664760600744298     Document Type: Article

References (26)

1. Addison, P. and Murray, K. and Watson, J. (2001) Wavelet transform analysis of open channel wake flows Journal of Engineering Mechanics, 127(1), pp. 58-70.
2. Bayazit, M. and Aksoy, H. (2001) Using wavelets for data generation Journal of Applied Statistics, 28(2), pp. 157-166.
3. Bayazit, M. and Önöz, B. and Aksoy, H. (2001) Nonparametric streamflow simulation by wavelet or Fourier analysis Hydrological Sciences Journal, 46(4), pp. 623-634.
4. Daubechies, I. (1990) The wavelet transform, time-frequency localization and signal analysis IEEE Transactions on Information Theory, 36(5), pp. 961-1005.
5. Drago, A. and Boxall, S. (2002) Use of the wavelet transform on hydro-meteorological data Physics and Chemistry of the Earth, 27, pp. 1387-1399.
6. Gaucherel, C. (2002) Use of wavelet transform for temporal characterisation of remote watersheds Journal of Hydrology, 269, pp. 101-121.
7. Kilsby, C. and Ewen, J. and Sloan, W. and Burton, A. and Fallows, C. and O'Connell, P. (1999) The UP modeling system for large scale hydrology: simulation of the Arkansas-Red River basin Hydrology & Earth System Sciences, 3(1), pp. 137-149.
8. Kumar, P. and Foufoula-Georgiou, E. (1993) A multicomponent decomposition of spatial rainfall fields 1. Segregation of large- and small-scale features using wavelet transforms Water Resources Research, 29(8), pp. 2515-2532.
9. Küçük, M. and Aǧralioǧlu, N. (2003). Stationary and non-stationary time series analysis aided by short time Fourier transform. III. National Atmosphere symposium Istanbul March 19-21. In [pp. 218-225].
10. Küçük, M. (2004) Modeling of streamflow series using wavelet transform technique. In. PhD thesis, Istanbul Technical University (ITU), Institute of Science and Technology
11. Labat, D. and Ababou, R. and Mangin, A. (2000) Rainfall-runoff relations for karstic springs. Part II: Continuous wavelet and discrete orthogonal multiresolution analyses Journal of Hydrology, 238, pp. 149-178.
12. Lafreniére, M. and Sharp, M. (2003) Wavelet Analysis of inter-annual variability in the runoff regimes of glacial and nival stream catchments, Bow Lake, Alberta Hydrological Processes, 17, pp. 1093-1118.
13. Liu, P. (2000) Wave grouping characteristics in nearshore Great Lakes Ocean Engineering, 27, pp. 1221-1230.
14. Lucero, O. and Rozas, D. (2002) Characteristics of aggregation of daily rainfall in a middle-latitudes region during a climate variability in annual rainfall amount Atmospheric Research, 61, pp. 35-48.
15. Mallat, S. (1989) A theory for multiresoluion signal decomposition: The wavelet representation IEEE Transactions on Pattern Analysis and Machine Intelligence, 11(7), pp. 674-693.
16. Meyer, Y. (1993) Wavelets Algorithms & Applications. Philadelphia: Society for Industrial and Applied Mathematics.
17. Misiti, M. and Misiti, Y. and Oppenheim, G. and Poggi, J. (1997) Wavelet Toolbox User's Guide. The Math Works.
18. Nason, G. and Sapatinas, T. (2002) Wavelet packet transfer function modeling of nonstationary time series Statistics and Computing, 12, pp. 45-56.
19. Pandeya, G. and Nguyen, V. (1999) A comparative study of regression based methods in regional flood frequency analysis Journal of Hydrology, 225, pp. 92-101.
20. Panizzo, A. and Bellotti, G. and Girolamo, P. (2002) Application of wavelet transform analysis to landslide generated waves Coastal Engineering, 44, pp. 321-338.
21. Polikar, R. (1999) The Story of Wavelets, in Physics and Modern Topics in Mechanical and Electrical Engineering. Mastorakis, N., World Scientific and Engineering Society Press.
22. Roy, S. and Balling, R. (2004) Trends in extreme daily precipitation indices in India International Journal of Climatology, 25, pp. 457-466.
23. Saco, P. and Kumar, P. (2000) Coherent modes in multiscale variability of streamflow over the United States Water Resources Research, 36(4), pp. 1049-1067.
24. Smith, L. and Turcotte, D. and Isacks, B. (1998) Stream flow characterization and feature detection using a discrete wavelet transform Hydrological Processes, 12, pp. 233-249.
25. Stewart, I. and Cayan, D. and Dettinger, M. (2004) Changes in snowmelt runoff timing in western North America under a 'business as usual' climate change scenario Climatic Change, 62, pp. 217-232.
26. Venugopal, V. and Foufoula-Georgiou, E. (1996) Energy decomposition of rainfall in the time-frequency-scale domain using wavelet packets Journal of Hydrology, 187, pp. 3-27.