干旱区生态环境知识资源中心(Arid): Application of multiple spatial interpolation approaches to annual rainfall data in the Wadi Cheliff basin (north Algeria)

Arid

DOI	10.1016/j.asej.2023.102578
	Application of multiple spatial interpolation approaches to annual rainfall data in the Wadi Cheliff basin (north Algeria)
	Achite, Mohammed; Tsangaratos, Paraskevas; Pellicone, Gaetano; Mohammadi, Babak; Caloiero, Tommaso
通讯作者	Mohammadi, B
来源期刊	AIN SHAMS ENGINEERING JOURNAL
ISSN	2090-4479
EISSN	2090-4495
出版年	2024
卷号	15 期号:3
英文摘要	This study addresses a challenging problem of predicting mean annual precipitation across arid and semi-arid areas in northern Algeria, utilizing deterministic, geostatistical (GS), and machine learning (ML) models. Through the analysis of data spanning nearly five decades and encompassing 150 monitoring stations, the result of Random Forest showed the highest training performance, with R square value (of 0.9524) and the Root Mean Square Error (of 24.98). Elevation emerges as a critical factor, enhancing prediction accuracy in mountainous and complex terrains when used as an auxiliary variable. Cluster analysis further refines our understanding of station distribution and precipitation characteristics, identifying four distinct clusters, each exhibiting unique precipitation patterns and elevation zones. This study helps for a better understanding of precipitation prediction, encouraging the integration of additional variables and the exploration of climate change impacts, thereby contributing to informed environmental management and adaptation strategies across diverse climatic and terrain scenarios.
英文关键词	Algeria Deterministic techniques Geostatistical analysis Machine learning Rainfall Spatial interpolation
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:001133571400001
WOS关键词	REGRESSION NEURAL-NETWORK ; ANNUAL PRECIPITATION
WOS类目	Engineering, Multidisciplinary
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/2XILL650/402800
推荐引用方式 GB/T 7714	Achite, Mohammed,Tsangaratos, Paraskevas,Pellicone, Gaetano,et al. Application of multiple spatial interpolation approaches to annual rainfall data in the Wadi Cheliff basin (north Algeria)[J],2024,15(3).
APA	Achite, Mohammed,Tsangaratos, Paraskevas,Pellicone, Gaetano,Mohammadi, Babak,&Caloiero, Tommaso.(2024).Application of multiple spatial interpolation approaches to annual rainfall data in the Wadi Cheliff basin (north Algeria).AIN SHAMS ENGINEERING JOURNAL,15(3).
MLA	Achite, Mohammed,et al."Application of multiple spatial interpolation approaches to annual rainfall data in the Wadi Cheliff basin (north Algeria)".AIN SHAMS ENGINEERING JOURNAL 15.3(2024).