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A deep learning-based hybrid approach for multi-time-ahead streamflow prediction in an arid region of Northwest China 期刊论文
发表期刊: HYDROLOGY RESEARCH. 出版年: 2024, 卷号: 55, 期号: 2, 页码: 180-204
作者:  Fang, J. J.;  Yang, Linshan;  Wen, Xiaohu;  Li, Weide;  Yu, Haijiao;  Zhou, Ting
收藏  |  浏览/下载：25/0  |  提交时间：2024/10/04
convolutional neural network (CNN)  long short-term memory (LSTM)  Shule River  streamflow prediction  Transformer  
Application of boosted tree algorithm with new data preprocessing techniques in the forecasting one day ahead streamflow values in the Tigris basin, Turkiye 期刊论文
发表期刊: JOURNAL OF HYDRO-ENVIRONMENT RESEARCH. 出版年: 2023, 卷号: 50, 页码: 13-25
作者:  Katipoglu, Okan Mert;  Sarigol, Metin
收藏  |  浏览/下载：11/0  |  提交时间：2024/09/29
Streamflow prediction  Machine learning  Variational mode decomposition  Empirical mode decomposition  Emperical wavelet transform  Tigris basin  
Deep Learning Approach with LSTM for Daily Streamflow Prediction in a Semi-Arid Area: A Case Study of Oum Er-Rbia River Basin, Morocco 期刊论文
发表期刊: WATER. 出版年: 2023, 卷号: 15, 期号: 2
作者:  Nifa, Karima;  Boudhar, Abdelghani;  Ouatiki, Hamza;  Elyoussfi, Haytam;  Bargam, Bouchra;  Chehbouni, Abdelghani
收藏  |  浏览/下载：15/0  |  提交时间：2024/09/29
water resource management  semi-arid region  daily streamflow prediction  deep learning  LSTM  sequence length  FFS  
Exploring Random Forest Machine Learning and Remote Sensing Data for Streamflow Prediction: An Alternative Approach to a Process-Based Hydrologic Modeling in a Snowmelt-Driven Watershed 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2023, 卷号: 15, 期号: 16
作者:  Islam, Khandaker Iftekharul;  Elias, Emile;  Carroll, Kenneth C.;  Brown, Christopher
收藏  |  浏览/下载：16/0  |  提交时间：2024/09/29
streamflow prediction  random forest machine learning  hydrologic modeling  water resource management  remote sensing data  climate change  
Explainable Artificial Intelligence in Hydrology: Interpreting Black-Box Snowmelt-Driven Streamflow Predictions in an Arid Andean Basin of North-Central Chile 期刊论文
发表期刊: WATER. 出版年: 2023, 卷号: 15, 期号: 19
作者:  Nunez, Jorge;  Cortes, Catalina B.;  Yanez, Marjorie A.
收藏  |  浏览/下载：9/0  |  提交时间：2024/09/29
Explainable Artificial Intelligence  interpretable machine learning  XAI  iML  hydrology  Chile  streamflow prediction  Elqui River basin  
Optimized Model Inputs Selections for Enhancing River Streamflow Forecasting Accuracy Using Different Artificial Intelligence Techniques 期刊论文
发表期刊: WATER RESOURCES MANAGEMENT. 出版年: 2022, 卷号: 36, 期号: 15, 页码: 5999-6016
作者:  Tofiq, Yahia Mutalib;  Latif, Sarmad Dashti;  Ahmed, Ali Najah;  Kumar, Pavitra;  El-Shafie, Ahmed
收藏  |  浏览/下载：10/0  |  提交时间：2024/09/20
Streamflow prediction  Aswan High Dam  Artificial Neural Network  Support Vector Machine  Random Forest  Boosted Tree Regression  
Climate change and water resources in arid regions: uncertainty of the baseline time period 期刊论文
发表期刊: THEORETICAL AND APPLIED CLIMATOLOGY. 出版年: 2019, 卷号: 137, 期号: 1-2, 页码: 1365-1376
作者:  Mohammed, Ruqayah;  Scholz, Miklas
收藏  |  浏览/下载：16/0  |  提交时间：2019/11/29
Climate change uncertainty  Baseline time period  Streamflow prediction  Hydro-climatic parameter forecasting  
Daily Mean Streamflow Prediction in Perennial and Non-Perennial Rivers Using Four Data Driven Techniques 期刊论文
发表期刊: WATER RESOURCES MANAGEMENT. 出版年: 2017, 卷号: 31, 期号: 15, 页码: 4855-4874
作者:  Abdollahi, Sajjad;  Raeisi, Jalil;  Khalilianpour, Mohammadreza;  Ahmadi, Farshad;  Kisi, Ozgur
收藏  |  浏览/下载：8/0  |  提交时间：2019/11/29
Artificial neural networks  Genetic expressing programming perennial and non-perennial rivers  Streamflow prediction  Wavelet analysis  
Improvement of artificial neural networks to predict daily streamflow in a semi-arid area 期刊论文
发表期刊: HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES. 出版年: 2016, 卷号: 61, 期号: 10, 页码: 1801-1812
作者:  Zemzami, Mahmoud;  Benaabidate, Lahcen
收藏  |  浏览/下载：18/0  |  提交时间：2019/11/29
artificial neural networks  daily streamflow prediction  peak flow estimation  timing error  Wilson-Hilferty transformation  baseflow separation  
Application of SVM and SWAT models for monthly streamflow prediction, a case study in South of Iran 期刊论文
发表期刊: KSCE JOURNAL OF CIVIL ENGINEERING. 出版年: 2015, 卷号: 19, 期号: 1, 页码: 345-357
作者:  Jajarmizadeh, Milad;  Lafdani, Elham Kakaei;  Harun, Sobri;  Ahmadi, Azadeh
收藏  |  浏览/下载：14/0  |  提交时间：2019/11/29
streamflow prediction  gamma test  SUFI-2  SWAT  SVM  Iran