Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.2166/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
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ISSN | 1464-7141 |
EISSN | 1465-1734 |
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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