谷歌Chrome浏览器插件
订阅小程序
在清言上使用

Spatiotemporal variation in cave percolation waters: A functional approach

Rebecca G. Chapman, Shawn Laffan, Liza K. McDonough,Monika Markowska, Andy Baker

JOURNAL OF HYDROLOGY(2024)

引用 0|浏览5
暂无评分
摘要
Understanding the mechanisms controlling spatial heterogeneity of drip water percolation into caves is essential for interpreting karst aquifer recharge and speleothem isotopic and geochemical records for paleoclimate analyses. Here we present the first analysis of drip rate variability using a novel time-varying Functional Principal Component Analysis (FPCA), validated against drip water stable isotope composition. Twenty-six drip sites were monitored across Harrie Wood Cave, south-east Australia, over a 2.5 year period. A positive relationship of cave drip water hydrology with precipitation and soil moisture was identified, with soil moisture recording the strongest relationship. FPCA was used to classify drip-water flow (percolation) pathways based on temporal shifts in the drip rate time series. Our results reveal that three percolation classes can be used to explain water movement within the cave: storage baseflow, fracture baseflow and overflow. The successful application of FPCA in this study suggests that this statistical technique will be useful for the analysis and interpretation of other large, discontinuous hydrological datasets.
更多
查看译文
关键词
Time series,Functional Principal Component Analysis,(FPCA),Percolation classes,Spatial analysis
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要