The emergence of graphene research topics through interactions within and beyond

IF 4.1 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE
Ai Linh Nguyen, Wenyuan Liu, K. Khor, Andrea Nanetti, S. Cheong
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引用次数: 1

Abstract

Abstract Scientific research is an essential stage of the innovation process. However, it remains unclear how a scientific idea becomes applied knowledge and, after that, a commercial product. This paper describes a hypothesis of innovation based on the emergence of new research fields from more mature research fields after interactions between the latter. We focus on graphene, a rising field in materials science, as a case study. First, we used a coclustering method on titles and abstracts of graphene papers to organize them into four meaningful and robust topics (theory and experimental tests, synthesis and functionalization, sensors, and supercapacitors and electrocatalysts). We also demonstrated that they emerged in the order listed. We then tested all topics against the literature on nanotubes and batteries, and the possible parent fields of theory and experimental tests, as well as supercapacitors and electrocatalysts. We found incubation signatures for all topics in the nanotube papers collection and weaker incubation signatures for supercapacitors and electrocatalysts in the battery papers collection. Surprisingly, we found and confirmed that the 2004 breakthrough in graphene created a stir in both the nanotube and battery fields. Our findings open the door for a better understanding of how and why new research fields coalesce.
石墨烯研究课题的出现通过内部和外部的相互作用
摘要科学研究是创新过程中的一个重要阶段。然而,目前尚不清楚一个科学想法是如何成为应用知识的,以及之后如何成为商业产品的。本文描述了一种基于创新的假设,即新的研究领域从更成熟的研究领域中出现,经过后者之间的互动。我们以石墨烯作为案例研究,石墨烯是材料科学中一个新兴的领域。首先,我们对石墨烯论文的标题和摘要使用了共聚类方法,将它们组织成四个有意义和稳健的主题(理论和实验测试、合成和功能化、传感器、超级电容器和电催化剂)。我们还证明,它们是按所列顺序出现的。然后,我们对照纳米管和电池的文献,以及可能的理论和实验测试领域,以及超级电容器和电催化剂,测试了所有主题。我们在纳米管论文集中发现了所有主题的孵育特征,而在电池论文集中则发现了超级电容器和电催化剂的较弱孵育特征。令人惊讶的是,我们发现并证实,2004年石墨烯的突破在纳米管和电池领域都引起了轰动。我们的发现为更好地理解新的研究领域是如何以及为什么融合打开了大门。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Quantitative Science Studies
Quantitative Science Studies INFORMATION SCIENCE & LIBRARY SCIENCE-
CiteScore
12.10
自引率
12.50%
发文量
46
审稿时长
22 weeks
期刊介绍:
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