Arid
DOI10.2166/hydro.2021.058
Application of multi-model ensemble averaging techniques for groundwater simulation: synthetic and real-world case studies
Jafarzadeh, A.; Pourreza-Bilondi, M.; Akbarpour, A.; Khashei-Siuki, A.; Samadi, S.
通讯作者Jafarzadeh, A (corresponding author), Univ Birjand, Dept Water Engn, Birjand, Iran.
来源期刊JOURNAL OF HYDROINFORMATICS
ISSN1464-7141
EISSN1465-1734
出版年2021
英文摘要Growing demands in arid regions have increased groundwater vulnerabilities necessitating appropriate modeling and management strategies to understand and sustain aquifer system behaviors. Sustainable management of aquifer systems, however, requires a proper understanding of groundwater dynamics and accurate estimates of recharge rates which often cause error and uncertainty in simulation. This study aims to quantify the uncertainty and error associated with groundwater simulation using various multi-model ensemble averaging (MEA) techniques such as simple model averaging, weighted averaging model, multi-model super ensemble, and modified MMSE. Two numerical solutions, i.e., finite difference and finite element (FE), were first coupled under three schemes such as explicit scheme (ES), implicit scheme, and Crank-Nicolson Scheme to numerically solve groundwater simulation problems across two case studies, synthetic and real-world (the Birjand aquifer in Iran) case studies. The MEA approach was considerably successful in calibrating a complex arid aquifer in a way that honors complex geological heterogeneity and stress configurations. Specifically, the MEA techniques skillfully reduced the error and uncertainties in simulation, particularly those errors associated with water table variability and fluctuation. Furthermore, a coupled FE-ES method outperformed other approaches and generated the best groundwater-level simulation for the synthetic case study, while stand-alone FE was particularly successful for the Birjand aquifer simulation as a real-world case study.
英文关键词arid regions groundwater simulation multi-collinearity multi-model ensemble averaging techniques uncertainty assessment
类型Article ; Early Access
语种英语
开放获取类型gold
收录类别SCI-E
WOS记录号WOS:000693685000001
WOS关键词FINITE-DIFFERENCE ; MODEL ; UNCERTAINTY ; PARAMETER ; FLOW ; OPTIMIZATION ; COMBINATION ; CALIBRATION ; AQUIFER ; INPUT
WOS类目Computer Science, Interdisciplinary Applications ; Engineering, Civil ; Environmental Sciences ; Water Resources
WOS研究方向Computer Science ; Engineering ; 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/2XILL650/363913
作者单位[Jafarzadeh, A.; Pourreza-Bilondi, M.; Khashei-Siuki, A.] Univ Birjand, Dept Water Engn, Birjand, Iran; [Akbarpour, A.] Univ Birjand, Dept Civil Engn, Birjand, Iran; [Samadi, S.] Clemson Univ, Dept Agr Sci, Clemson, SC USA
推荐引用方式
GB/T 7714
Jafarzadeh, A.,Pourreza-Bilondi, M.,Akbarpour, A.,et al. Application of multi-model ensemble averaging techniques for groundwater simulation: synthetic and real-world case studies[J],2021.
APA Jafarzadeh, A.,Pourreza-Bilondi, M.,Akbarpour, A.,Khashei-Siuki, A.,&Samadi, S..(2021).Application of multi-model ensemble averaging techniques for groundwater simulation: synthetic and real-world case studies.JOURNAL OF HYDROINFORMATICS.
MLA Jafarzadeh, A.,et al."Application of multi-model ensemble averaging techniques for groundwater simulation: synthetic and real-world case studies".JOURNAL OF HYDROINFORMATICS (2021).
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