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采用因子和聚类分析综合评估土地利用和水文地质性质对台湾地下水质量的影响。

Comprehensive assessment of the impact of land use and hydrogeological properties on the groundwater quality in Taiwan using factor and cluster analyses.

机构信息

Department of Nursing, Fooyin University, Kaohsiung City 83102, Taiwan.

Graduate Institute of Applied Geology, National Central University, Taoyuan City 320317, Taiwan.

出版信息

Sci Total Environ. 2022 Dec 10;851(Pt 1):158135. doi: 10.1016/j.scitotenv.2022.158135. Epub 2022 Aug 18.

Abstract

This study aims at making a comprehensive assessment of the impact of land use and the hydrogeological properties on groundwater quality. First, factor analysis (FA) is applied to reveal the main pollutant sources and hydrogeological processes controlling the groundwater quality. FA identifies the four most important factors. Factor 1 (seawater salinization) is characterized by a medium loading of land use type of aquaculture. It is recognized that the high scores for factor 1 in coastal areas are due to over-pumping from aquafarms. Focused land use management is required to prevent saline-water intrusion in coastal aquifers. Factor 3 (nitrate pollution) shows high correlations with the land use type of fruit farming and the gravel thickness in unsaturated layers. High scores for factor 3 are also found in the proximal area of the Chuoshui River Alluvial Fan and the northeastern mountain area in the Pingtung Plain. Fruit farmers should be educated to reduce the application of fertilizers and promote the organic fruit farming. The impacts of land use and the hydrogeological properties on both Factor 2 (arsenic enrichment) and Factor 4 (reductive dissolution of Fe and Mn) are negligible. Second, cluster analysis (CA) is performed on computed scores of the four main factors to separates 123 monitoring wells into cluster 1 (low polluted zone), cluster 2 (nitrate polluted zone) and cluster 3 (hybrid polluted zone). The results obtained from CA provide practical applications such as reduce agrichemical use in the areas of cluster 2 and enforce intensive monitoring in the prioritizing areas of cluster 3. This study successively uses the FA and CA to extract the meaningful information present by geographical visualization of scores for 4 main factors and 3 distinct clusters zones. The results are essential for formulating sound groundwater resource and land use management policies to ensure groundwater sustainability.

摘要

本研究旨在全面评估土地利用和水文地质特性对地下水质量的影响。首先,应用因子分析(FA)揭示控制地下水质量的主要污染源和水文地质过程。FA 确定了四个最重要的因素。第一因子(海水咸化)以水产养殖的中等土地利用类型负荷为特征。沿海地区第一因子得分较高,是由于水产养殖过度抽取地下水所致。需要有针对性的土地利用管理,以防止沿海含水层的海水入侵。第三因子(硝酸盐污染)与水果种植的土地利用类型和非饱和层砾石厚度呈高度相关。第三因子得分也在浊水溪冲积扇和屏东平原东北部山区的近岸地区较高。应教育果农减少化肥的使用,推广有机水果种植。土地利用和水文地质特性对第二因子(砷富集)和第四因子(铁锰还原溶解)的影响可以忽略不计。其次,对四个主要因子的计算得分进行聚类分析(CA),将 123 口监测井分为聚类 1(低污染区)、聚类 2(硝酸盐污染区)和聚类 3(混合污染区)。CA 的结果提供了实际应用,例如在聚类 2 区减少农业化学品的使用,并在聚类 3 的优先地区加强密集监测。本研究通过对 4 个主要因子和 3 个不同聚类区的得分进行地理可视化,成功地利用 FA 和 CA 提取了有意义的信息。这些结果对于制定健全的地下水资源和土地利用管理政策,确保地下水的可持续性至关重要。

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