Luukkonen Tero, Teeriniemi Juhani
Fibre and Particle Engineering Research Unit, University of Oulu, P.O. Box 4300, 90014 Oulu, Finland.
Department of Chemical Engineering Technology, University of Johannesburg, P.O Box 17011, Doornfontein 2088, South Africa.
iScience. 2025 Jun 26;28(8):112993. doi: 10.1016/j.isci.2025.112993. eCollection 2025 Aug 15.
Adsorption technology is an essential part of modern water treatment. However, only a handful of adsorbent materials are used industrially, which is in striking contrast with the exponentially increasing scientific publishing activity. In this perspective, the aim is to discuss the global progress on the adsorbent materials development by using the reported adsorption capacities as a simple probe. An automated text analyzer employing a large language model was used to extract adsorption data. Total 11,664 scientific journal articles about ammonium, arsenic, lead, methylene blue, or nitrate adsorption covering years 1973-2023 were analyzed. When the adsorption capacities were plotted as a function of the publication year, a two-fold trend was revealed: most of the studies (i.e., up to the 50-75% percentile ranks) revealed none or only modest improvement in the adsorption capacities, while the very best materials exhibited staggering capacities up to the order of 10-10 mg g.
吸附技术是现代水处理的重要组成部分。然而,工业上使用的吸附剂材料却寥寥无几,这与科学出版活动呈指数级增长形成了鲜明对比。从这个角度来看,目的是通过将报道的吸附容量作为一个简单的指标来讨论吸附剂材料开发的全球进展。使用一个采用大语言模型的自动文本分析器来提取吸附数据。总共分析了1973年至2023年间关于铵、砷、铅、亚甲基蓝或硝酸盐吸附的11664篇科学期刊文章。当将吸附容量作为出版年份的函数进行绘制时,呈现出两种趋势:大多数研究(即高达50%-75%百分位排名)显示吸附容量没有提高或仅有适度提高,而最好的材料则展现出高达10-10 mg/g量级的惊人容量。