Suppr超能文献

地下水质量:岩溶泉含水层中其时空变异性分析

Groundwater Quality: Analysis of Its Temporal and Spatial Variability in a Karst Aquifer.

作者信息

Pacheco Castro Roger, Pacheco Ávila Julia, Ye Ming, Cabrera Sansores Armando

机构信息

Geophysical Fluid Dynamics Institute and Department of Scientific Computing, Florida State University, Tallahassee, FL 32306.

Universidad Autónoma de Yucatán Facultad de Ingeniería, Av. Industrias no Contaminantes por Periférico Norte Apartado Postal 150 Cordemex, 97310 Mérida, Yucatán, México.

出版信息

Ground Water. 2018 Jan;56(1):62-72. doi: 10.1111/gwat.12546. Epub 2017 Jun 15.

Abstract

This study develops an approach based on hierarchical cluster analysis for investigating the spatial and temporal variation of water quality governing processes. The water quality data used in this study were collected in the karst aquifer of Yucatan, Mexico, the only source of drinking water for a population of nearly two million people. Hierarchical cluster analysis was applied to the quality data of all the sampling periods lumped together. This was motivated by the observation that, if water quality does not vary significantly in time, two samples from the same sampling site will belong to the same cluster. The resulting distribution maps of clusters and box-plots of the major chemical components reveal the spatial and temporal variability of groundwater quality. Principal component analysis was used to verify the results of cluster analysis and to derive the variables that explained most of the variation of the groundwater quality data. Results of this work increase the knowledge about how precipitation and human contamination impact groundwater quality in Yucatan. Spatial variability of groundwater quality in the study area is caused by: a) seawater intrusion and groundwater rich in sulfates at the west and in the coast, b) water rock interactions and the average annual precipitation at the middle and east zones respectively, and c) human contamination present in two localized zones. Changes in the amount and distribution of precipitation cause temporal variation by diluting groundwater in the aquifer. This approach allows to analyze the variation of groundwater quality controlling processes efficiently and simultaneously.

摘要

本研究开发了一种基于层次聚类分析的方法,用于研究水质控制过程的时空变化。本研究中使用的水质数据收集于墨西哥尤卡坦半岛的岩溶泉含水层,该含水层是近200万人唯一的饮用水源。层次聚类分析应用于汇总在一起的所有采样期的水质数据。这样做的动机是基于以下观察结果:如果水质在时间上没有显著变化,那么来自同一采样点的两个样本将属于同一聚类。由此产生的聚类分布图和主要化学成分的箱线图揭示了地下水质量的时空变异性。主成分分析用于验证聚类分析的结果,并导出解释大部分地下水质量数据变化的变量。这项工作的结果增加了关于降水和人类污染如何影响尤卡坦半岛地下水质量的知识。研究区域内地下水质量的空间变异性是由以下原因造成的:a)西部和沿海地区的海水入侵和富含硫酸盐的地下水;b)中部和东部地区分别的水岩相互作用和年均降水量;c)两个局部区域存在的人类污染。降水量及其分布的变化通过稀释含水层中的地下水而导致时间变化。这种方法能够有效地同时分析地下水质量控制过程的变化。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验