Towards smart cities powered by nanogenerators: Bibliometric and machine learning-based analysis

Nanogenerators have attracted particular attention during the last decade. A nanogenerator harness mechanical or thermal energy to produce electricity without any need for battery. In this paper, general descriptions of different types of nanogenerators, including piezoelectric, triboelectric, and pyroelectric, are presented. Next, bibliometric analysis and unsupervised machine learning?based analysis (principle component analysis) are carried out to determine the trends in this field of science. The current developments and directions for technology commercialization are briefly discussed. Additionally, the output performance and environmental consequences of active materials used in nanogenerators are analyzed by principle component analysis. The analysis reveals China?s sensible investment in the nanogenerator field during the last five years. The number of articles published by Chinese scholars is over 1000 during 2015?2020 with a considerable distance from the USA. It is also deduced that European countries need to pay more attention to this field if they want to compete with the USA, China, and South Korea. Overall, due to the huge amount of waste thermal energy worldwide, more efforts and resources have to be focused and invested in developing pyroelectric nanogenerators. Moreover, there is a need to find low-cost materials having a favorable environmental profile to fabricate nanogenerators.

Automated summary

Nanogenerators, which harness mechanical or thermal energy to produce electricity, have attracted significant attention in the past decade. China has made considerable investments in this field, with over 1000 articles published by Chinese scholars from 2015 to 2020, surpassing the USA. European countries need to pay more attention to nanogenerator development to compete with China and other leading countries in this field.