New Predictors for Hydrologic Signatures: Wetlands and Geologic Age Across Continental Scales

IF 3.2 3区 地球科学 Q1 Environmental Science
Anne Holt, Hilary McMillan
{"title":"New Predictors for Hydrologic Signatures: Wetlands and Geologic Age Across Continental Scales","authors":"Anne Holt,&nbsp;Hilary McMillan","doi":"10.1002/hyp.70080","DOIUrl":null,"url":null,"abstract":"<p>In dry summer months, stream baseflow sourced from groundwater is essential to support aquatic ecosystems and anthropogenic water use. Hydrologic signatures, or metrics describing unique features of streamflow timeseries, are useful for quantifying and predicting these valuable baseflow and groundwater storage resources across continental scales. Hydrologic signatures can be predicted based on catchment attributes summarising climate and landscape and can be used to characterise baseflow and groundwater processes that cannot be directly measured. While past watershed-scale studies suggest that landscape attributes are important controls on baseflow and storage processes, recent regional-to-global scale modelling studies have instead found that landscape attributes have weaker relationships with hydrologic signatures of these processes than expected compared to climate attributes. In this study, we quantify two landscape attributes, average geologic age and the proportion of catchment area covered by wetlands. We investigate if incorporating these additional predictors into existing large-sample attribute datasets strengthens continental-scale, empirical relationships between landscape attributes and hydrologic signatures. We quantify 14 hydrologic signatures related to baseflow and groundwater processes in catchments across the contiguous United States, evaluate the relationships between the new catchment attributes and hydrologic signatures with correlation analysis and use the new attributes to predict hydrologic signatures with random forest models. We found that the average geologic age of catchments was a highly influential predictor of hydrologic signatures, especially for signatures describing baseflow magnitude in catchments, and had greater importance than existing attributes of the subsurface. In contrast, we found that the proportion of wetlands in catchments had limited influence on our hydrologic signature predictions. We recommend incorporating catchment geologic age into large-sample catchment datasets to improve predictions of baseflow and storage hydrologic signatures and processes across continental scales.</p>","PeriodicalId":13189,"journal":{"name":"Hydrological Processes","volume":"39 2","pages":""},"PeriodicalIF":3.2000,"publicationDate":"2025-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/hyp.70080","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Hydrological Processes","FirstCategoryId":"89","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/hyp.70080","RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"Environmental Science","Score":null,"Total":0}
引用次数: 0

Abstract

In dry summer months, stream baseflow sourced from groundwater is essential to support aquatic ecosystems and anthropogenic water use. Hydrologic signatures, or metrics describing unique features of streamflow timeseries, are useful for quantifying and predicting these valuable baseflow and groundwater storage resources across continental scales. Hydrologic signatures can be predicted based on catchment attributes summarising climate and landscape and can be used to characterise baseflow and groundwater processes that cannot be directly measured. While past watershed-scale studies suggest that landscape attributes are important controls on baseflow and storage processes, recent regional-to-global scale modelling studies have instead found that landscape attributes have weaker relationships with hydrologic signatures of these processes than expected compared to climate attributes. In this study, we quantify two landscape attributes, average geologic age and the proportion of catchment area covered by wetlands. We investigate if incorporating these additional predictors into existing large-sample attribute datasets strengthens continental-scale, empirical relationships between landscape attributes and hydrologic signatures. We quantify 14 hydrologic signatures related to baseflow and groundwater processes in catchments across the contiguous United States, evaluate the relationships between the new catchment attributes and hydrologic signatures with correlation analysis and use the new attributes to predict hydrologic signatures with random forest models. We found that the average geologic age of catchments was a highly influential predictor of hydrologic signatures, especially for signatures describing baseflow magnitude in catchments, and had greater importance than existing attributes of the subsurface. In contrast, we found that the proportion of wetlands in catchments had limited influence on our hydrologic signature predictions. We recommend incorporating catchment geologic age into large-sample catchment datasets to improve predictions of baseflow and storage hydrologic signatures and processes across continental scales.

Abstract Image

水文特征的新预测因子:跨大陆尺度的湿地和地质年代
在干旱的夏季,来自地下水的溪流基流对于支持水生生态系统和人为用水至关重要。水文特征,或描述水流时间序列独特特征的指标,对于量化和预测这些有价值的大陆基流和地下水储存资源非常有用。水文特征可以基于总结气候和景观的集水区属性来预测,并且可以用来表征不能直接测量的基流和地下水过程。虽然过去的流域尺度研究表明,景观属性是基流和储存过程的重要控制因素,但最近的区域到全球尺度模拟研究发现,与气候属性相比,景观属性与这些过程的水文特征的关系比预期的要弱。在本研究中,我们量化了两个景观属性,即平均地质年龄和湿地覆盖的集水区面积比例。我们研究了将这些额外的预测因子纳入现有的大样本属性数据集是否会加强大陆尺度的景观属性和水文特征之间的经验关系。我们量化了美国相邻流域中与基流和地下水过程相关的14个水文特征,通过相关分析评估了新流域属性与水文特征之间的关系,并利用新属性预测了随机森林模型的水文特征。我们发现,集水区的平均地质年龄是水文特征的一个高度影响的预测因子,特别是对于描述集水区基流大小的特征,并且比现有的地下属性更重要。相比之下,我们发现集水区湿地的比例对我们的水文特征预测的影响有限。我们建议将流域地质年龄纳入大样本流域数据集,以改进跨大陆尺度的基流和储存水文特征和过程的预测。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Hydrological Processes
Hydrological Processes 环境科学-水资源
CiteScore
6.00
自引率
12.50%
发文量
313
审稿时长
2-4 weeks
期刊介绍: Hydrological Processes is an international journal that publishes original scientific papers advancing understanding of the mechanisms underlying the movement and storage of water in the environment, and the interaction of water with geological, biogeochemical, atmospheric and ecological systems. Not all papers related to water resources are appropriate for submission to this journal; rather we seek papers that clearly articulate the role(s) of hydrological processes.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信