干旱区生态环境知识资源中心(Arid): Estimation of Reference Evapotranspiration in Semi-Arid Region with Limited Climatic Inputs Using Metaheuristic Regression Methods

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DOI	10.3390/w15193449
	Estimation of Reference Evapotranspiration in Semi-Arid Region with Limited Climatic Inputs Using Metaheuristic Regression Methods
	Sammen, Saad Sh.; Kisi, Ozgur; Al-Janabi, Ahmed Mohammed Sami; Elbeltagi, Ahmed; Zounemat-Kermani, Mohammad
通讯作者	Kisi, O
来源期刊	WATER
EISSN	2073-4441
出版年	2023
卷号	15 期号:19
英文摘要	Different regression-based machine learning techniques, including support vector machine (SVM), random forest (RF), Bagged trees algorithm (BaT), and Boosting trees algorithm (BoT) were adopted for modeling daily reference evapotranspiration (ET0) in a semi-arid region (Hemren catchment basin in Iraq). An assessment of the methods with various input combinations of climatic parameters, including solar radiation (SR), wind speed (WS), relative humidity (RH), and maximum and minimum air temperatures (Tmax and Tmin), indicated that the RF method, especially with Tmax, Tmin, Tmean, and SR inputs, provided the best accuracy in estimating daily ET0 in all stations, while the SVM had the worst accuracy. This work will help water users, developers, and decision makers in water resource planning and management to achieve sustainability.
英文关键词	climatic inputs evapotranspiration Hemren catchment machine learning prediction semi-arid region
类型	Article
语种	英语
开放获取类型	gold
收录类别	SCI-E
WOS记录号	WOS:001082953500001
WOS关键词	LAND-SURFACE TEMPERATURE ; MACHINE LEARNING-METHODS ; CROP EVAPOTRANSPIRATION ; SUPPORT ; MODELS ; SCALE ; MODIS ; ASSIMILATION ; EVAPORATION ; PREDICTION
WOS类目	Environmental Sciences ; Water Resources
WOS研究方向	Environmental Sciences & Ecology ; Water Resources
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/399083
推荐引用方式 GB/T 7714	Sammen, Saad Sh.,Kisi, Ozgur,Al-Janabi, Ahmed Mohammed Sami,et al. Estimation of Reference Evapotranspiration in Semi-Arid Region with Limited Climatic Inputs Using Metaheuristic Regression Methods[J],2023,15(19).
APA	Sammen, Saad Sh.,Kisi, Ozgur,Al-Janabi, Ahmed Mohammed Sami,Elbeltagi, Ahmed,&Zounemat-Kermani, Mohammad.(2023).Estimation of Reference Evapotranspiration in Semi-Arid Region with Limited Climatic Inputs Using Metaheuristic Regression Methods.WATER,15(19).
MLA	Sammen, Saad Sh.,et al."Estimation of Reference Evapotranspiration in Semi-Arid Region with Limited Climatic Inputs Using Metaheuristic Regression Methods".WATER 15.19(2023).