Exploring the spatial heterogeneity and temporal homogeneity of ambient PM10 in nine core cities of China

Abstract We focus on the causes of fluctuations in wintertime PM10 in nine regional core cities of China using two machine learning models, Random Forest (RF) and Recurrent Neural Network (RNN). RF and RNN both show high performance in predicting hourly PM10 using only gaseous air pollutants (SO2, N...

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Bibliographic Details
Main Authors: Rui Feng, Rong Zhou, Weiwei Shi, Nanjing Shi, Xuekun Fang
Format: Article
Language:English
Published: Nature Publishing Group 2021-04-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-88596-8