Effect of urban morphology on air pollution distribution in high-density urban blocks based on mobile monitoring and machine learning

• Published in: Building and environment Vol. 219; p. 109173
• Main Authors: Huang, Chenyu, Hu, Tingting, Duan, Yusen, Li, Qingyu, Chen, Nan, Wang, Qi, Zhou, Mengge, Rao, Pinhua
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.07.2022
• Subjects: High-density urban blocks; Machine learning; Mobile monitoring; Pollutant concentration; Semantic segmentation; Urban morphology; High-density urban blocks; Mobile monitoring; Semantic segmentation; Pollutant concentration; Urban morphology; Machine learning

It is essential to investigate the morphological factors that contribute to air pollution's spatial distribution using mobile monitoring data, and to regulate them at the urban planning level. However, mobile monitoring data are unstable and more difficult to model under real-world atmospheric...