Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1029/2021WR029988 |
Spatiotemporal Geostatistical Analysis of Groundwater Level in Aquifer Systems of Complex Hydrogeology | |
Varouchakis, Emmanouil A.; Guardiola-Albert, Carolina; Karatzas, George P. | |
通讯作者 | Varouchakis, EA |
来源期刊 | WATER RESOURCES RESEARCH
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ISSN | 0043-1397 |
EISSN | 1944-7973 |
出版年 | 2022 |
卷号 | 58期号:3 |
英文摘要 | Direct interpolation of groundwater levels often leads to contour maps which are hydrogeological inconsistent since numerical algorithms do not consider changes in flowline patterns caused by hydrogeological heterogeneities and aquifer boundary conditions. In the present work, this issue is assessed by conducting a geostatistical analysis based on Gaussian process method, using space-time groundwater level observations, to generate reliable spatial maps of groundwater level variability and to identify groundwater level patterns over the island of Crete, Greece. Besides, two innovative tools are employed in the process: the Manhattan distance metric to obtain spatial correlation where faults are present in the aquifer and the spatiotemporal Spartan covariance function to obtain spatiotemporal interdependence. The results show significant prediction improvement over convectional geostatistical methods. Useful information is obtained from the delivered map notifying areas under high risk of groundwater resources shortage. The developed approach could be applied to other areas with analogous hydrogeological properties. It will be especially valuable in semi-arid areas prone to droughts, where groundwater represents the main source of water. |
英文关键词 | Gaussian process groundwater faults Manhattan distance Spartan covariance |
类型 | Article |
语种 | 英语 |
开放获取类型 | Green Published |
收录类别 | SCI-E |
WOS记录号 | WOS:000775572000001 |
WOS关键词 | TEMPORAL VARIABILITY ; WATER-BALANCE ; PREDICTION |
WOS类目 | Environmental Sciences ; Limnology ; Water Resources |
WOS研究方向 | Environmental Sciences & Ecology ; Marine & Freshwater Biology ; Water Resources |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/394895 |
推荐引用方式 GB/T 7714 | Varouchakis, Emmanouil A.,Guardiola-Albert, Carolina,Karatzas, George P.. Spatiotemporal Geostatistical Analysis of Groundwater Level in Aquifer Systems of Complex Hydrogeology[J],2022,58(3). |
APA | Varouchakis, Emmanouil A.,Guardiola-Albert, Carolina,&Karatzas, George P..(2022).Spatiotemporal Geostatistical Analysis of Groundwater Level in Aquifer Systems of Complex Hydrogeology.WATER RESOURCES RESEARCH,58(3). |
MLA | Varouchakis, Emmanouil A.,et al."Spatiotemporal Geostatistical Analysis of Groundwater Level in Aquifer Systems of Complex Hydrogeology".WATER RESOURCES RESEARCH 58.3(2022). |
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