TY - JOUR
T1 - Response Surface Models Using the Wavelet Technique for Reservoir Inflow Prediction
AU - Bashir, Adnan
AU - Shehzad, Muhammad Ahmed
AU - Khan, Aamna
AU - Asghar, Muhammad Nabeel
AU - Aslam, Muhammad
AU - Aldallal, Ramy
AU - Kilai, Mutua
AU - Mohamed, Mohamed S.
N1 - Publisher Copyright:
© 2022 Adnan Bashir et al.
PY - 2022
Y1 - 2022
N2 - Reliable streamflow prediction is vital to improving river operations, flood avoidance, water supply, and water resources management. Recently, response surface models have been launched in reservoir inflow prediction due to their potential to model composite nonlinear behaviour. Authors develop a hybrid model, wavelet quadratic response surface for reservoir inflow prediction in Chenab river basin, Pakistan. Wavelet transform has extensive applications in the field biomedical, engineering, and hydrology. Discrete wavelet transform technique discloses the structure of nonstationary signals. A proper and careful selection of mother wavelet ensure the best performance of wavelet transform. The choice of a suitable wavelet function participates in implementing the wavelet function used in response surface based models for reliable prediction. The performance of the proposed model is checked on different performance indices for model evaluation. The new developed model, wavelet quadratic response surface, depicts excellent results than other studied models.
AB - Reliable streamflow prediction is vital to improving river operations, flood avoidance, water supply, and water resources management. Recently, response surface models have been launched in reservoir inflow prediction due to their potential to model composite nonlinear behaviour. Authors develop a hybrid model, wavelet quadratic response surface for reservoir inflow prediction in Chenab river basin, Pakistan. Wavelet transform has extensive applications in the field biomedical, engineering, and hydrology. Discrete wavelet transform technique discloses the structure of nonstationary signals. A proper and careful selection of mother wavelet ensure the best performance of wavelet transform. The choice of a suitable wavelet function participates in implementing the wavelet function used in response surface based models for reliable prediction. The performance of the proposed model is checked on different performance indices for model evaluation. The new developed model, wavelet quadratic response surface, depicts excellent results than other studied models.
UR - http://www.scopus.com/inward/record.url?scp=85129203462&partnerID=8YFLogxK
U2 - 10.1155/2022/5171969
DO - 10.1155/2022/5171969
M3 - Article
AN - SCOPUS:85129203462
SN - 1024-123X
VL - 2022
JO - Mathematical Problems in Engineering
JF - Mathematical Problems in Engineering
M1 - 5171969
ER -