Effects of urban functional fragmentation on nitrogen dioxide (NO2) variation with anthropogenic-emission restriction in China

Abstract Urban functional fragmentation plays an important role in assessing Nitrogen Dioxide (NO2) emissions and variations. While the mediated impact of anthropogenic-emission restriction has not been comprehensively discussed, the lockdown response to the novel coronavirus disease 2019 (COVID-19)...

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Main Authors: Yuan Meng, Man Sing Wong, Hanfa Xing, Rui Zhu, Kai Qin, Mei-Po Kwan, Kwon Ho Lee, Coco Yin Tung Kwok, Hon Li
Format: Article
Language:English
Published: Nature Publishing Group 2021-06-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-91236-w
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spelling doaj-a69ad98b00ec4715ac520a11e10f53dd2021-06-13T11:37:46ZengNature Publishing GroupScientific Reports2045-23222021-06-0111111510.1038/s41598-021-91236-wEffects of urban functional fragmentation on nitrogen dioxide (NO2) variation with anthropogenic-emission restriction in ChinaYuan Meng0Man Sing Wong1Hanfa Xing2Rui Zhu3Kai Qin4Mei-Po Kwan5Kwon Ho Lee6Coco Yin Tung Kwok7Hon Li8Department of Land Surveying and Geo-Informatics, The Hong Kong Polytechnic UniversityDepartment of Land Surveying and Geo-Informatics, The Hong Kong Polytechnic UniversitySchool of Geography, South China Normal UniversityDepartment of Land Surveying and Geo-Informatics, The Hong Kong Polytechnic UniversitySchool of Environment and Spatial Informatics, China University of Mining and TechnologyDepartment of Geography and Resource Management, and Institute of Space and Earth Information Science, The Chinese University of Hong KongDepartment of Atmospheric and Environmental Sciences, Gangneung-Wonju National UniversityDepartment of Land Surveying and Geo-Informatics, The Hong Kong Polytechnic UniversityDepartment of Land Surveying and Geo-Informatics, The Hong Kong Polytechnic UniversityAbstract Urban functional fragmentation plays an important role in assessing Nitrogen Dioxide (NO2) emissions and variations. While the mediated impact of anthropogenic-emission restriction has not been comprehensively discussed, the lockdown response to the novel coronavirus disease 2019 (COVID-19) provides an unprecedented opportunity to meet this goal. This study proposes a new idea to explore the effects of urban functional fragmentation on NO2 variation with anthropogenic-emission restriction in China. First, NO2 variations are quantified by an Autoregressive Integrated Moving Average with external variables-Dynamic Time Warping (SARIMAX-DTW)-based model. Then, urban functional fragmentation indices including industrial/public Edge Density (ED) and Landscape Shape Index (LSI), urban functional Aggregation Index (AI) and Number of Patches (NP) are developed. Finally, the mediated impacts of anthropogenic-emission restriction are assessed by evaluating the fragmentation-NO2 variation association before and during the lockdown during COVID-19. The findings reveal negative effects of industrial ED, public LSI, urban functional AI and NP and positive effects of public ED and industrial LSI on NO2 variation based on the restricted anthropogenic emissions. By comparing the association analysis before and during lockdown, the mediated impact of anthropogenic-emission restriction is revealed to partially increase the effect of industrial ED, industrial LSI, public LSI, urban functional AI and NP and decrease the effect of public ED on NO2 variation. This study provides scientific findings for redesigning the urban environment in related to the urban functional configuration to mitigating the air pollution, ultimately developing sustainable societies.https://doi.org/10.1038/s41598-021-91236-w
collection DOAJ
language English
format Article
sources DOAJ
author Yuan Meng
Man Sing Wong
Hanfa Xing
Rui Zhu
Kai Qin
Mei-Po Kwan
Kwon Ho Lee
Coco Yin Tung Kwok
Hon Li
spellingShingle Yuan Meng
Man Sing Wong
Hanfa Xing
Rui Zhu
Kai Qin
Mei-Po Kwan
Kwon Ho Lee
Coco Yin Tung Kwok
Hon Li
Effects of urban functional fragmentation on nitrogen dioxide (NO2) variation with anthropogenic-emission restriction in China
Scientific Reports
author_facet Yuan Meng
Man Sing Wong
Hanfa Xing
Rui Zhu
Kai Qin
Mei-Po Kwan
Kwon Ho Lee
Coco Yin Tung Kwok
Hon Li
author_sort Yuan Meng
title Effects of urban functional fragmentation on nitrogen dioxide (NO2) variation with anthropogenic-emission restriction in China
title_short Effects of urban functional fragmentation on nitrogen dioxide (NO2) variation with anthropogenic-emission restriction in China
title_full Effects of urban functional fragmentation on nitrogen dioxide (NO2) variation with anthropogenic-emission restriction in China
title_fullStr Effects of urban functional fragmentation on nitrogen dioxide (NO2) variation with anthropogenic-emission restriction in China
title_full_unstemmed Effects of urban functional fragmentation on nitrogen dioxide (NO2) variation with anthropogenic-emission restriction in China
title_sort effects of urban functional fragmentation on nitrogen dioxide (no2) variation with anthropogenic-emission restriction in china
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2021-06-01
description Abstract Urban functional fragmentation plays an important role in assessing Nitrogen Dioxide (NO2) emissions and variations. While the mediated impact of anthropogenic-emission restriction has not been comprehensively discussed, the lockdown response to the novel coronavirus disease 2019 (COVID-19) provides an unprecedented opportunity to meet this goal. This study proposes a new idea to explore the effects of urban functional fragmentation on NO2 variation with anthropogenic-emission restriction in China. First, NO2 variations are quantified by an Autoregressive Integrated Moving Average with external variables-Dynamic Time Warping (SARIMAX-DTW)-based model. Then, urban functional fragmentation indices including industrial/public Edge Density (ED) and Landscape Shape Index (LSI), urban functional Aggregation Index (AI) and Number of Patches (NP) are developed. Finally, the mediated impacts of anthropogenic-emission restriction are assessed by evaluating the fragmentation-NO2 variation association before and during the lockdown during COVID-19. The findings reveal negative effects of industrial ED, public LSI, urban functional AI and NP and positive effects of public ED and industrial LSI on NO2 variation based on the restricted anthropogenic emissions. By comparing the association analysis before and during lockdown, the mediated impact of anthropogenic-emission restriction is revealed to partially increase the effect of industrial ED, industrial LSI, public LSI, urban functional AI and NP and decrease the effect of public ED on NO2 variation. This study provides scientific findings for redesigning the urban environment in related to the urban functional configuration to mitigating the air pollution, ultimately developing sustainable societies.
url https://doi.org/10.1038/s41598-021-91236-w
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