Groundwater Modeling with Process-Based and Data-Driven Approaches in the Context of Climate Change

Author:

Menichini MatiaORCID,Franceschi Linda,Raco Brunella,Masetti Giulio,Scozzari Andrea,Doveri MarcoORCID

Abstract

In the context of climate change, the correct management of groundwater, which is strategic for meeting water needs, becomes essential. Groundwater modeling is particularly crucial for the sustainable and efficient management of groundwater. This manuscript provides different types of modeling according to data availability and features of three porous aquifer systems in Italy (Empoli, Magra, and Brenta systems). The models calibrated on robust time series enabled the performing of forecast simulations capable of representing the quantitative and qualitative response to expected climate regimes. For the Empoli aquifer, the process-based models highlighted the system’s ability to mitigate the effects of dry climate conditions thanks to its storage capability. The data-driven models concerning the Brenta foothill aquifer pointed out the high sensitivity of the system to climate extremes, thus suggesting the need for specific water management actions. The integrated data-driven/process-based approach developed for the Magra Valley aquifer remarked that the water quantity and quality effects are tied to certain boundary conditions over dry climate periods. This work shows that, for groundwater modeling, the choice of the suitable approach is mandatory, and it mainly depends on the specific aquifer features that result in different ways to be sensitive to climate. This manuscript also provides a novel outcome involving the integrated approach wherein it is a very efficient tool for forecasting modeling when boundary conditions, which significantly affect the behavior of such systems, are subjected to evolve under expected climate scenarios.

Funder

Tuscany Water Authorities, Brenta Basin Council and the Italian national project ACQUASENSE

Publisher

MDPI AG

Subject

Water Science and Technology,Aquatic Science,Geography, Planning and Development,Biochemistry

Reference61 articles.

1. United Nations (2022). The United Nations World Water Development Report 2022: Groundwater: Making the Invisible Visible, UNESCO.

2. Anthony, J., and Jones, A. (2011). Sustaining Groundwater Resources: A Critical Element in the Global Water Crisis, in International Year of Planet Earth, Springer.

3. Groundwater protection: What can we learn from Germany?;Zhu;J. Zhejiang Univ. Sci.,2008

4. Baoxiang, Z., and Fanhai, M. (2011, January 20–22). Delineation methods and application of groundwater source protection zone. Proceedings of the Water Resource and Environmental Protection (ISWREP), 2011 International Symposium, (IEEE Conference Publications), Xi’an, China.

5. Groundwater protection in Mediterranean countries after the European water framework directive;Gomez;Environ. Geol.,2008

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3