What question did this study set out to answer?

To examine the global trends, research topics, and collaborative landscape of machine learning applications within air pollution research from 1990 to 2021.

April 15, 2023Ecotoxicology and Environmental SafetyOpen Access

The application of machine learning to air pollution research: A bibliometric analysis

View Full Paper

Ask AI

Bookmark

Authors

YLYunzhe LiPeking University ZSZhipeng ShaKunming University of Science and Technology ATAohan TangChina Agricultural University

Discussion

Member takes

Implication

Bibliometric analysis reveals rapid growth of machine learning applications in air pollution research, indicating increasing reliance on algorithms for pollutant forecasting and emission control.

Key Points

To examine the global trends, research topics, and collaborative landscape of machine learning applications within air pollution research from 1990 to 2021.
Conducted a bibliometric analysis evaluating 2,962 articles published between 1990 and 2021.
Applied cluster analysis to identify primary research themes, geographical contributions, and collaboration structures among institutions.
Publications accelerated sharply after 2017, representing approximately 75% of all identified literature.
Institutions in China and the United States produced 50% of all publications, with investigations predominantly driven by individual research groups rather than international collaborations.
Cluster analysis identified four core application themes: chemical characterization of pollutants, short-term forecasting, detection improvement, and optimizing emission control.

Cite This Study

Li et al. (2023) studied this question.

synapsesocial.com/papers/6a1ea44649c1593eca9a6497 https://doi.org/10.1016/j.ecoenv.2023.114911

View Full Paper

Ask AI

Bookmark

Implication

Bibliometric analysis reveals rapid growth of machine learning applications in air pollution research, indicating increasing reliance on algorithms for pollutant forecasting and emission control.

The application of machine learning to air pollution research: A bibliometric analysis

Discussion

Member takes

Implication

Key Points

Cite This Study

The application of machine learning to air pollution research: A bibliometric analysis

Discussion

Member takes

Implication

Key Points

Cite This Study

Also Consider

Also Consider