water
Review
Global Isotopic Hydrograph Separation Research History and
Trends: A Text Mining and Bibliometric Analysis Study
Yunlong Yu
1,2,3
, Zhao Jin
2,4,
* and Junping Qiu
1,3,
*
Citation: Yu, Y.; Jin, Z.; Qiu, J. Global
Isotopic Hydrograph Separation
Research History and Trends: A Text
Mining and Bibliometric Analysis
Study. Water 2021, 13, 2529. https://
doi.org/10.3390/w13182529
Academic Editor: Maurizio Barbieri
Received: 11 August 2021
Accepted: 13 September 2021
Published: 15 September 2021
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1
Academy of Data Science and Informetrics, Hangzhou Dianzi University, Hangzhou 310018, China;
yuyl@hdu.edu.cn
2
State Key Laboratory of Loess and Quaternary Geology, Institute of Earth Environment,
Chinese Academy of Sciences, Xi’an 710061, China
3
School of Management, Hangzhou Dianzi University, Hangzhou 310018, China
4
CAS Center for Excellence in Quaternary Science and Global Change, Chinese Academy of Sciences,
Xi’an 710061, China
* Correspondence: jinzhao@ieecas.cn (Z.J.); jpqiu@whu.edu.cn (J.Q.); Tel.: +86-134-6866-9232 (Z.J.);
+86-199-6747-3138 (J.Q.)
Abstract: Scientific research into isotope hydrograph separation (IHS) has rapidly increased in recent
years. However, there is a lack of systematic and quantitative research to explore how this field has
evolved over time. In this study, the methods of text mining and bibliometric analysis were combined
to address this shortcoming. The results showed that there were clear periodical characteristics
in IHS studies between 1986 and 2019. High-frequency words, e.g., catchment, stable isotope,
runoff, groundwater, precipitation, runoff generation, and soil, were the basic topics in IHS studies.
Forest and glacier/snow were the main landscapes in this research field. ‘Variation’, ‘spatial’, and
‘uncertainty’ are hot issues for future research. Today, studies involving the geographical source, flow
path, and transit/residence time of streamflow components have enhanced our understanding of the
hydrological processes by using hydrometeorological measurements, water chemistry, and stable
isotope approaches. In the future, new methods, such as path analysis and ensemble hydrograph
separation, should be verified and used in more regions, especially in remote and mountainous areas.
Additionally, the understanding of the role of surface water in streamflow components remains
limited and should be deeply studied in the future.
Keywords: isotope hydrology; text mining; bibliometric indicator; web of science
1. Introduction
In 1969, Hubert et al. [1] published their pioneering paper on hydrograph separation
using stable isotope tracers. Since then, isotope hydrograph separation (IHS) has gradually
become the principal method for determining the relative contributions of different sources
of runoff or streamflow (i.e., event or pre-event water) [2–5]. Buttle [6] summarized the
hydrological processes, including groundwater ridging, lateral throughflow, preferential
flow, saturation overland flow, kinematic waves, and output from surface storage, which
significantly improved the knowledge of the mechanisms of runoff generation. In 2013,
Klaus and McDonnell [7] published a qualitative and comprehensive review of IHS and
concluded that, despite certain limitations, water stable isotopes were still the most effective
technology for understanding runoff generation processes and mechanisms. Moreover,
several IHS reviews have focused on streamflow generation and associated processes and
methods in special environmental settings, which has accelerated the accumulation of IHS
studies [8,9]. Since 2013, there has been a rapid increase in scientific output in the field,
which provides an unprecedented opportunity to explore the dynamics of IHS research
based on data from a large body of published scientific work. However, to our knowledge,
there has not been a quantitative assessment of the publication data in this field, and
Water 2021, 13, 2529. https://doi.org/10.3390/w13182529 https://www.mdpi.com/journal/water