Discrete wavelet transform coupled with ANN for daily discharge forecasting into Três Marias reservoir
This paper proposes the use of discrete wavelet transform (DWT) to remove the high-frequency components (details) of an original signal, because the noises generally present in time series (e.g. streamflow records) may influence the prediction quality. Cleaner signals could then be used as inputs to...
Main Authors: | C. A. G. Santos, P. K. M. M. Freire, G. B. L. Silva, R. M. Silva |
---|---|
Format: | Article |
Language: | English |
Published: |
Copernicus Publications
2014-09-01
|
Series: | Proceedings of the International Association of Hydrological Sciences |
Online Access: | https://www.proc-iahs.net/364/100/2014/piahs-364-100-2014.pdf |
Similar Items
-
Assessment of hybrid machine learning algorithms using TRMM rainfall data for daily inflow forecasting in Três Marias Reservoir, eastern Brazil
by: Ehab Gomaa, et al.
Published: (2023-08-01) -
Wavelet-ANN versus ANN-Based Model for Hydrometeorological Drought Forecasting
by: Khan, Md Munir Hayet, et al.
Published: (2018) -
Forecasting of Mean Daily Runoff Discharge of Behesht-Abad River Using Wavelet Analysis
by: Sajjad Abdollahi Asadabadi, et al.
Published: (2014-11-01) -
Wavelet based deseasonalization for modelling and forecasting of daily discharge series considering long range dependence
by: Szolgayová Elena, et al.
Published: (2014-03-01) -
ANNs and inflow forecast to aid stochastic optimization of reservoir operation
by: Silva Santos, Kelly Marina, et al.
Published: (2019)