Adjusting wavelet‐based multiresolution analysis boundary conditions for long‐term streamflow forecasting

• Published in: Hydrological processes Vol. 30; no. 1; pp. 57 - 74
• Main Authors: Maslova, I., Ticlavilca, A. M., McKee, M.
• Format: Journal Article
• Language: English
• Published: Chichester Wiley 2016; Blackwell Publishing Ltd; Wiley Subscription Services, Inc
• Subjects: Bayesian analysis; Boundaries; Decomposition; forecasting; hydrology; Machine learning; Mathematical models; Multiresolution analysis; Water runoff; Wavelet; wavelets; Utah; USA, Utah

We propose a novel technique for improving a long‐term multi‐step‐ahead streamflow forecast. A model based on wavelet decomposition and a multivariate Bayesian machine learning approach is developed for forecasting the streamflow 3, 6, 9, and 12 months ahead simultaneously. The inputs of the model u...