Where has hydrogeologic science been, and where is it going? Research trends in hydrogeology publishing over the past 60 years

IF 2.4 3区 地球科学 Q2 GEOSCIENCES, MULTIDISCIPLINARY
Catherine Christenson, Michael Cardiff
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Abstract

Quantifying historical research trends in the field of hydrogeology is not only generally informative for hydrogeologists but is essential for fostering interdisciplinary collaboration and assessing the relationship between academic study and societal interests in hydrogeologic issues. To address this, a topic model was applied to over 37,000 academic abstracts published in over 20 journals between 1963–2022 in the field of hydrogeology to study the evolution of topic trends through time. Model results were fed into the popular large-language model ChatGPT to assign topic names, representing an unsupervised method. The results indicate that, historically, popular topics related to methodological development and analytical and numerical models analytical and numerical methods in groundwater flow modeling and well hydraulics have given way to topics related to more increasingly complex models (groundwater monitoring and uncertainty estimation and groundwater modeling calibration and simulation) as data and computational capability becomes increasingly available. An insight into the period of boom-and-bust in contaminant hydrogeology is reflected by a shift in focus from topics related to assessment and characterization of contaminant sources toward topics related to degradation and remediation methods. Topics of emerging prevalence (sustainable groundwater resource management, catchment hydrology and runoff processes) in the current period reflect an increasing focus on treating the surface-water/groundwater system as a single system. In addition, results suggest that topic distribution within the field of hydrogeology has become more varied as time has progressed.

Abstract Image

水文地质科学的过去和未来?过去 60 年水文地质出版的研究趋势
量化水文地质领域的历史研究趋势不仅能为水文地质学家提供一般信息,而且对于促进跨学科合作以及评估学术研究与社会对水文地质问题的兴趣之间的关系至关重要。为此,我们对 1963-2022 年间在 20 多种期刊上发表的 37,000 多篇水文地质领域的学术论文摘要应用了一个主题模型,以研究主题趋势随时间的演变。模型结果被输入到流行的大型语言模型 ChatGPT 中,以分配主题名称,这是一种无监督方法。结果表明,从历史上看,随着数据和计算能力的不断提高,与方法论发展以及地下水流建模和水井水力学中的分析和数值模型分析和数值方法相关的热门话题已经让位于与日益复杂的模型(地下水监测和不确定性估计以及地下水建模校准和模拟)相关的话题。对污染物水文地质学繁荣与萧条时期的洞察反映在重点从与污染物来源评估和特征描述有关的专题转向与降解和修复方法有关的专题。在这一时期,新出现的热门话题(可持续地下水资源管理、集水区水文学和径流过程)反映出人们越来越重视将地表水/地下水系统作为一个单一系统来处理。此外,研究结果表明,随着时间的推移,水文地质领域的专题分布变得更加多样。
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来源期刊
Hydrogeology Journal
Hydrogeology Journal 地学-地球科学综合
CiteScore
5.40
自引率
7.10%
发文量
128
审稿时长
6 months
期刊介绍: Hydrogeology Journal was founded in 1992 to foster understanding of hydrogeology; to describe worldwide progress in hydrogeology; and to provide an accessible forum for scientists, researchers, engineers, and practitioners in developing and industrialized countries. Since then, the journal has earned a large worldwide readership. Its peer-reviewed research articles integrate subsurface hydrology and geology with supporting disciplines: geochemistry, geophysics, geomorphology, geobiology, surface-water hydrology, tectonics, numerical modeling, economics, and sociology.
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