Preliminary study on the method of particle concentration curve fitting by LOESS with composite robust weight

Particulate matter is one of the main sources of air pollution, and the monitoring of its concentration has direct significance for the judgment of air quality. By research the numerical fitting method of particulate mass concentration, this paper chooses the LOESS method combined with robust weights to carry out numerical fitting, which not only retains the trend of the original monitoring value, but also eliminates the significant abnormal data. Through several iterations of fitting, smooth particle concentration curve is finally generated, which provides a visual basis for research particle concentration changes.

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Publication Details

Published
2025-05-16
DOI
https://doi.org/10.1145/3757110.3757129
Primary Topic
Microplastics and Plastic Pollution
Type
article
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Preliminary study on the method of particle concentration curve fitting by LOESS with composite robust weight

Weizhao Yao, Wenxuan Sun, Luoguo Wang, Rui Yan et al.
Microplastics and Plastic Pollution
article

Preliminary study on the method of particle concentration curve fitting by LOESS with composite robust weight

Weizhao Yao, Wenxuan Sun, Luoguo Wang, Rui Yan, Wei Li, Wu Ming
article en

Abstract

Particulate matter is one of the main sources of air pollution, and the monitoring of its concentration has direct significance for the judgment of air quality. By research the numerical fitting method of particulate mass concentration, this paper chooses the LOESS method combined with robust weights to carry out numerical fitting, which not only retains the trend of the original monitoring value, but also eliminates the significant abnormal data. Through several iterations of fitting, smooth particle concentration curve is finally generated, which provides a visual basis for research particle concentration changes.

National Defence University (PK)
Openalex Percentile: Top 78%
Microplastics and Plastic Pollution
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