利用主题建模技术研究岩土工程学的增长、趋势和流行主题(1998-2022 年

F. Patino-Ramirez, C. O'Sullivan
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引用次数: 0

摘要

从 1998 年至 2022 年期间 30 种岩土工程期刊上发表的 65 922 篇文章中收集的数据被用来建立一个主题模型,并研究该领域研究成果的演变。在此期间,期刊论文数量呈指数级增长,每年发表的文章数量每 6-3 年翻一番。每篇文章的平均引用次数(32-7)被高引用率的文章所左右,高引用率的文章占文章总数的 7-8%,但却占总引用次数的 34-5。文章来源国日趋集中,2018 年至 2022 年间发表的文章近一半来自中国(39%)和美国(10%)。该领域的主题分布变得高度专业化,新兴主题受到以下因素的推动:(a) 新技术和新方法(即数据科学和传感技术--增长最快的主题),以及 (b) 与减缓气候变化(如近海和能源岩土技术)和适应气候变化(如地质灾害、大规模移动)有关的应用不断增加。因此,传统课题(如土壤和岩石力学)在该领域所占的份额有所减少,但仍然是岩土工程学中被引用次数最多的课题之一。
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Growth, trends and prevalent topics in geotechnical engineering (1998–2022) using topic modelling
Data gathered from 65 922 articles published in 30 geotechnical engineering journals between 1998 and 2022 were used to build a topic model and study the evolution of research output in the field. Over this period, the number of journal publications has grown exponentially with the number of articles published per year doubling every 6·3 years. The average citations per article (32·7) are skewed by highly cited articles, which make up 7·8% of the articles but account for 34·5 of the total number of citations. The articles’ country of origin has become increasingly centralised, with nearly half the articles published between 2018 and 2022 coming from China (39%) and the United States (10%). The topic distribution in the field has become highly specialised, with emerging topics being fuelled by: (a) new technologies and methods (i.e. data science and sensing techniques – the fastest-growing topics), and (b) rising applications seemingly related to mitigation (e.g. offshore and energy geotechnics) and adaptation (e.g. geohazards, mass movements) to climate change. As a consequence, traditional topics (e.g. soil and rock mechanics) have reduced their share in the field, but still remain among the most cited topics in geotechnical engineering.
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