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Using cluster analysis for understanding spatial and temporal patterns and controlling factors of groundwater geochemistry in a regional aquifer

机译:利用集群分析理解区域含水层地下水地球化学的空间和时间模式和控制因素

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摘要

Understanding spatial and temporal patterns of groundwater geochemistry at the regional scale over a long time period is challenging, due to the lack of data and effective statistical approaches to characterize complex natural processes and anthropogenic activities. We applied a recently developed cluster analysis method to investigate spatial and temporal patterns and controlling factors of groundwater geochemistry in the confined aquifer of the Jianghan Plain, China. The cluster analysis is applied to a dataset of 13,024 groundwater geochemical measurements for 11 geochemical parameters of 1,184 groundwater samples collected over 23 years from 29 monitoring wells distributed over the Jianghan Plain. The cluster analysis yielded a classification of seven clusters, and the classification was confirmed by using principal component analysis and Stiff and Piper diagrams. Based on the spatial distribution of the seven clusters, the Jianghan Plain is separated into four geochemical zones (i.e., recharge zone, transition zone, flow-through zone, and discharge-mixing zone) along the regional groundwater flow path, which has not been attempted in the past. The temporal changes of groundwater geochemistry are controlled by short- and long-term factors of water-rock interactions and anthropogenic activities. A particular finding of this study is that the Three Gorges Reservoir has a long-term impact on groundwater geochemistry, because the reservoir increased river discharge to groundwater after 2009. This study demonstrates that using the cluster analysis method together with hydrogeochemical analysis can identify spatiotemporal patterns and controlling factors of groundwater geochemistry at the regional scale over a long monitoring period.
机译:了解在长期期间在区域规模的地下水地球化学的空间和时间模式是挑战,由于缺乏数据和有效的统计方法来表征复杂的自然过程和人为活动。我们应用了最近开发的集群分析方法,以研究江汉平原围系地地球化学的空间和时间模式和控制因素。群集分析应用于11024个地球化学测量的数据集,11个地球化学参数,从23年收集的1,184个地下水样本从江汉平原分布的29个监测井收集。群集分析产生了七种簇的分类,通过使用主成分分析和僵硬和吹笛者图来确认分类。基于七集群的空间分布,江汉普平原沿着区域地下水流动路径分成四个地球化学区(即,充电区域,过渡区,流过区和排出混合区),该路径未被发现尝试过去。地下水地球化学的时间变化由水岩相互作用和人为活动的短期和长期因素控制。这项研究的特殊发现是,三峡库尔对地下水地球化学产生了长期影响,因为储层在2009年之后增加了地下水的河流排放。本研究表明,使用聚类分析方法与水力地球化学分析一起识别时尚模式长期监测期地区规模地下水地球化学控制因素。

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