Development of new machine learning model for streamflow prediction: case studies in Pakistan

• Main Authors: Muhammad Adnan, Rana, Mostafa, Reham R., Ahmed Elbeltagi, Ahmed Elbeltagi, Yaseen, Zaher Mundher, Shahid, Shamsuddin, Kisi, Ozgur
• Format: Article
• Published: Springer Science and Business Media Deutschland GmbH 2022
• Subjects: TA Engineering (General). Civil engineering (General)
• Online Access: http://eprints.utm.my/104138/; http://dx.doi.org/10.1007/s00477-021-02111-z
• Institution: Universiti Teknologi Malaysia

For accurate estimation of streamflow of a mountainous river basin, a novel hybrid method is developed in this study, where gradient-based optimization (GBO) algorithm is employed to adjust adaptive neuro-fuzzy system's (ANFIS) hyperparameters. Two key mountainous basins in Pakistan, namely, Gi...