Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1007/s40996-023-01099-6 |
Predicting Agricultural Water Shortage in Karkheh Basin, Iran | |
Jabalameli, Ali; Saghafian, Bahram; Zolfagharpour, Farshid | |
通讯作者 | Saghafian, B |
来源期刊 | IRANIAN JOURNAL OF SCIENCE AND TECHNOLOGY-TRANSACTIONS OF CIVIL ENGINEERING
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ISSN | 2228-6160 |
EISSN | 2364-1843 |
出版年 | 2023 |
卷号 | 47期号:5页码:3175-3184 |
英文摘要 | Drought is a natural disaster with creeping cumulative effect. To reduce drought-related losses, water resources management strategies in arid and semi-arid regions are of great importance. The objective of this study was to predict agricultural water shortage based on development of a Drought Early Warning System (DEWS) consisting of hydrological indicators for monitoring, forecasting, and determining the level of water shortage for allocated agricultural water. More specifically, the DEWS involves forecasting of drought, water shortage, and drought alert index. The results in the Karkheh river basin in southwest Iran showed that the 3-month standardized hydrological drought index (SHDI-3) can adequately characterize drought severity in the study region. SHDI-3 was then divided into five classes so that the next month drought class was predicted based on the SHDI-3 of preceding and current months using support vector machine. Using K-medoids algorithm and the correlation between consequent months, agricultural water shortages were predicted. The overall accuracy, underestimation error, overestimated error, and the risk index were 0.81, 0.08, 0.11, and 0.7%, respectively. As a result, the monthly flow and demand variables were good predictors for prediction of upcoming water shortage. The findings of this study improve understanding of drought impacts on meeting agricultural water demands and to mitigate the present and upcoming water shortage consequences. |
英文关键词 | Drought early warning system Support vector machines Agricultural water shortage Karkheh basin |
类型 | Article |
语种 | 英语 |
收录类别 | SCI-E |
WOS记录号 | WOS:000986000500001 |
WOS关键词 | RIVER-BASIN ; DROUGHT ; SYSTEMS |
WOS类目 | Engineering, Civil |
WOS研究方向 | Engineering |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/397062 |
推荐引用方式 GB/T 7714 | Jabalameli, Ali,Saghafian, Bahram,Zolfagharpour, Farshid. Predicting Agricultural Water Shortage in Karkheh Basin, Iran[J],2023,47(5):3175-3184. |
APA | Jabalameli, Ali,Saghafian, Bahram,&Zolfagharpour, Farshid.(2023).Predicting Agricultural Water Shortage in Karkheh Basin, Iran.IRANIAN JOURNAL OF SCIENCE AND TECHNOLOGY-TRANSACTIONS OF CIVIL ENGINEERING,47(5),3175-3184. |
MLA | Jabalameli, Ali,et al."Predicting Agricultural Water Shortage in Karkheh Basin, Iran".IRANIAN JOURNAL OF SCIENCE AND TECHNOLOGY-TRANSACTIONS OF CIVIL ENGINEERING 47.5(2023):3175-3184. |
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