干旱区生态环境知识资源中心(Arid): Evaluating the Impacts of Pumping on Aquifer Depletion in Arid Regions Using MODFLOW, ANFIS and ANN

Arid

DOI	10.3390/w12082297
	Evaluating the Impacts of Pumping on Aquifer Depletion in Arid Regions Using MODFLOW, ANFIS and ANN
	Almuhaylan, Mohammed R.; Ghumman, Abdul Razzaq; Al-Salamah, Ibrahim Saleh; Ahmad, Afaq; Ghazaw, Yousry M.; Haider, Husnain; Shafiquzzaman, Md.
通讯作者	Haider, H
来源期刊	WATER
EISSN	2073-4441
出版年	2020
卷号	12 期号:8
英文摘要	In arid regions, the groundwater drawdown consistently increases, and even for a constant pumping rate, long-term predictions remain a challenge. The present research applies the modular three-dimensional finite-difference groundwater flow (MODFLOW) model to a unique aquifer facing challenges of undefined boundary conditions. Artificial neural networks (ANN) and adaptive neuro fuzzy inference systems (ANFIS) have also been investigated for predicting groundwater levels in the aquifer. A framework is developed for evaluating the impact of various scenarios of groundwater pumping on aquifer depletion. A new code in MATLAB was written for predictions of aquifer depletion using ANN/ANFIS. The geotechnical, meteorological, and hydrological data, including discharge and groundwater levels from 1980 to 2018 for wells in Qassim, were collected from the ministry concerned. The Nash-Sutcliffe efficiency and mean square error examined the performance of the models. The study found that the existing pumping rates can result in an alarming drawdown of 105 m in the next 50 years. Appropriate water conservation strategies for maintaining the existing pumping rate can reduce the impact on aquifer depletion by 33%.
英文关键词	groundwater MODFLOW ANN groundwater modeling arid regions groundwater aquifer
类型	Article
语种	英语
开放获取类型	DOAJ Gold
收录类别	SCI-E
WOS记录号	WOS:000567650700001
WOS关键词	ARTIFICIAL NEURAL-NETWORK ; GROUNDWATER LEVEL ; PREDICTION ; SYSTEM ; MODEL
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/2XILL650/326160
作者单位	[Almuhaylan, Mohammed R.; Ghumman, Abdul Razzaq; Al-Salamah, Ibrahim Saleh; Ghazaw, Yousry M.; Haider, Husnain; Shafiquzzaman, Md.] Qassim Univ, Dept Civil Engn, Coll Engn, Buraydah 51452, Qassim, Saudi Arabia; [Ahmad, Afaq] Univ Engn & Technol, Dept Civil Engn, Taxila 47080, Pakistan; [Ghazaw, Yousry M.] Alexandria Univ, Dept Irrigat & Hydraul, Coll Engn, Alexandria 21544, Egypt
推荐引用方式 GB/T 7714	Almuhaylan, Mohammed R.,Ghumman, Abdul Razzaq,Al-Salamah, Ibrahim Saleh,et al. Evaluating the Impacts of Pumping on Aquifer Depletion in Arid Regions Using MODFLOW, ANFIS and ANN[J],2020,12(8).
APA	Almuhaylan, Mohammed R..,Ghumman, Abdul Razzaq.,Al-Salamah, Ibrahim Saleh.,Ahmad, Afaq.,Ghazaw, Yousry M..,...&Shafiquzzaman, Md..(2020).Evaluating the Impacts of Pumping on Aquifer Depletion in Arid Regions Using MODFLOW, ANFIS and ANN.WATER,12(8).
MLA	Almuhaylan, Mohammed R.,et al."Evaluating the Impacts of Pumping on Aquifer Depletion in Arid Regions Using MODFLOW, ANFIS and ANN".WATER 12.8(2020).