Knowledge Resource Center for Ecological Environment in Arid Area
| DOI | 10.1007/s11269-021-03053-5 |
| Solving Complex Rainfall-Runoff Processes in Semi-Arid Regions Using Hybrid Heuristic Model | |
| Al-Juboori, Anas Mahmood | |
| 通讯作者 | Al-Juboori, AM |
| 来源期刊 | WATER RESOURCES MANAGEMENT
 |
| ISSN | 0920-4741 |
| EISSN | 1573-1650 |
| 出版年 | 2022 |
| 卷号 | 36期号:2页码:717-728 |
| 英文摘要 | In the current research, a hybrid model was proposed to solve the complexity of rainfall-runoff models in semi-arid regions. The proposed hybrid model structure consists of linking two data mining models, namely, Group Method of Data Handling (GMDH) and Generalized Linear Model (GLM). The proposed hybrid model structure consists of two phases. The GMDH model was used in the first phase of the hybrid model to predict daily streamflow. The first phase consists of two sections. In the first section a predictive model is developed using the time series of the daily streamflow. In the second section the rainfall-runoff model was developed. The outputs of the first phase of the hybrid model are used as inputs to the second phase of the hybrid model. The second phase of the hybrid model was developed using the GLM model. The Gomel River in Iraq was selected as a case study. The daily rainfall data and daily streamflow data for the period from January 1, 2004 to December 19, 2016 were used to train and validate the model. The results proved the accuracy of the proposed hybrid model in estimating the daily streamflow of the study area, where the value of R-2 was 0.92 in the training period and 0.88 in the validation period of the model. |
| 英文关键词 | Rainfall-runoff model GMDH GLM And Hybrid model |
| 类型 | Article |
| 语种 | 英语 |
| 收录类别 | SCI-E |
| WOS记录号 | WOS:000745737700001 |
| WOS关键词 | ARTIFICIAL NEURAL-NETWORK |
| WOS类目 | Engineering, Civil ; Water Resources |
| WOS研究方向 | Engineering ; Water Resources |
| 资源类型 | 期刊论文 |
| 条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/376537 |
| 推荐引用方式 GB/T 7714 | Al-Juboori, Anas Mahmood. Solving Complex Rainfall-Runoff Processes in Semi-Arid Regions Using Hybrid Heuristic Model[J],2022,36(2):717-728. |
| APA | Al-Juboori, Anas Mahmood.(2022).Solving Complex Rainfall-Runoff Processes in Semi-Arid Regions Using Hybrid Heuristic Model.WATER RESOURCES MANAGEMENT,36(2),717-728. |
| MLA | Al-Juboori, Anas Mahmood."Solving Complex Rainfall-Runoff Processes in Semi-Arid Regions Using Hybrid Heuristic Model".WATER RESOURCES MANAGEMENT 36.2(2022):717-728. |
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