干旱区生态环境知识资源中心(Arid): Prediction of groundwater level fluctuations under climate change based on machine learning algorithms in the Mashhad Aquifer, Iran

Arid

DOI	10.2166/wcc.2023.027
	Prediction of groundwater level fluctuations under climate change based on machine learning algorithms in the Mashhad Aquifer, Iran
	Panahi, Ghasem; Hassanzadeh Eskafi, Mahya; Faridhosseini, Alireza; Khodashenas, Saeed Reza; Rohani, Abbas
通讯作者	Eskafi, MH
来源期刊	JOURNAL OF WATER AND CLIMATE CHANGE
ISSN	2040-2244
EISSN	2408-9354
出版年	2023
卷号	14 期号:3 页码:1039-1059
英文摘要	Due to population growth in recent years and climate change in arid and semi-arid regions, the lack of rainfall and the reduction of surface water flows required in various sectors, monitoring, and projection of the climate change impact on the groundwater level (GWL) in the future are vital in the management and control of these resources. The purpose of this study is the projection of climate change's impact on the GWL fluctuations in the Mashhad aquifer during the future period (2022-2064). In the first step, the climatic variables using the ACCESS-CM2 model under the Shared Socio-economic Pathway (SSP) 5-8.5 scenario were extracted. In the second step, different machine learning algor-ithms were used to predict the GWL fluctuations under climate change in the future. Our results point out that temperatures and evaporation will increase in the autumn season and precipitation will decrease by 26% in the future in the Mashhad aquifer. The results showed that the Radial Basis Function Neural Network (RBFNN) model had an excellent performance in predicting the GWL compared to other models. Based on the result of the RBF model, the GWL will decrease by 6.60 m under the SSP5-8.5 scenario in the future.
英文关键词	climate change CMIP6 model groundwater level machine learning algorithms
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:000945972200001
WOS关键词	BIAS CORRECTION METHOD ; FLOOD RISK ; CONSEQUENCES ; IMPACTS ; DROUGHT ; WATER ; ANFIS ; MODEL ; BASIN
WOS类目	Water Resources
WOS研究方向	Water Resources
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/397604
推荐引用方式 GB/T 7714	Panahi, Ghasem,Hassanzadeh Eskafi, Mahya,Faridhosseini, Alireza,et al. Prediction of groundwater level fluctuations under climate change based on machine learning algorithms in the Mashhad Aquifer, Iran[J],2023,14(3):1039-1059.
APA	Panahi, Ghasem,Hassanzadeh Eskafi, Mahya,Faridhosseini, Alireza,Khodashenas, Saeed Reza,&Rohani, Abbas.(2023).Prediction of groundwater level fluctuations under climate change based on machine learning algorithms in the Mashhad Aquifer, Iran.JOURNAL OF WATER AND CLIMATE CHANGE,14(3),1039-1059.
MLA	Panahi, Ghasem,et al."Prediction of groundwater level fluctuations under climate change based on machine learning algorithms in the Mashhad Aquifer, Iran".JOURNAL OF WATER AND CLIMATE CHANGE 14.3(2023):1039-1059.