Effects of urban form on air quality: A case study from China comparing years with normal and reduced human activity due to the COVID-19 pandemic

被引:13
作者
Wang, Di [1 ]
Zhou, Tao [2 ,3 ]
Sun, Jianing [2 ]
机构
[1] Southwest Univ, Sch Geog Sci, Chongqing 400715, Peoples R China
[2] Chongqing Univ, Sch Management Sci & Real Estate, Chongqing 400044, Peoples R China
[3] Chongqing Univ, Res Ctr Construct Econ & Management, Chongqing 400044, Peoples R China
关键词
Air quality; Urban form; COVID-19; China; RANDOM FOREST; POLLUTION; REGRESSION; DISPERSION; EMISSIONS; IMPACTS;
D O I
10.1016/j.cities.2022.104040
中图分类号
TU98 [区域规划、城乡规划];
学科分类号
0814 ; 082803 ; 0833 ;
摘要
This study explored the dynamic and complex relationships between air quality and urban form when consid-ering reduced human activities. Applying the random forest method to data from 62 prefecture-level cities in China, urban form-air quality relationships were compared between 2015 (a normal year) and 2020 (which had significantly reduced air pollution due to COVID-19 lockdowns). Significant differences were found between these two years; urban compactness, shape, and size were of prime importance to air quality in 2020, while fragmentation was the most critical factor in improving air quality in 2015. An important influence of traffic mode was also found when controlling air pollution. In general, in the pursuit of reducing air pollution across society, the best urban forms are continuous and compact with reasonable building layouts, population, and road densities, and high forest area ratios. A polycentric urban form that alleviates the negative impacts of traffic pollution is preferable. Urban development should aim to reduce air pollution, and optimizing the effects of urban form on air quality is a cost-effective way to create better living environments. This study provides a reference for decision-makers evaluating the effects of urban form on air pollution emission, dispersion, and concentration in the post-pandemic era.
引用
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页数:13
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共 68 条
  • [1] Avdakovic S., 2016, 2016 11 INT S TELECO, P1, DOI [10.1109/BIHTEL.2016.7775719, DOI 10.1109/BIHTEL.2016.7775719]
  • [2] COVID-19 lockdown effects on air quality by NO2 in the cities of Barcelona and Madrid (Spain)
    Baldasano, Jose M.
    [J]. SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 741
  • [3] Effects of Income and Urban Form on Urban NO2: Global Evidence from Satellites
    Bechle, Matthew J.
    Millet, Dylan B.
    Marshall, Julian D.
    [J]. ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2011, 45 (11) : 4914 - 4919
  • [4] Urban Form, Air Pollution, and CO2 Emissions in Large U.S. Metropolitan Areas
    Bereitschaft, Bradley
    Debbage, Keith
    [J]. PROFESSIONAL GEOGRAPHER, 2013, 65 (04) : 612 - 635
  • [5] Population density and urban air quality
    Borck, Rainald
    Schrauth, Philipp
    [J]. REGIONAL SCIENCE AND URBAN ECONOMICS, 2021, 86
  • [6] Clarifying and re-conceptualising density
    Boyko, Christopher T.
    Cooper, Rachel
    [J]. PROGRESS IN PLANNING, 2011, 76 : 1 - 61
  • [7] Random forests
    Breiman, L
    [J]. MACHINE LEARNING, 2001, 45 (01) : 5 - 32
  • [8] Living close to heavy traffic roads, air pollution, and dementia
    Calderon-Garciduenas, Lilian
    Villarreal-Rios, Rodolfo
    [J]. LANCET, 2017, 389 (10070) : 675 - 677
  • [9] Influence of COVID-19 Event on Air Quality and their Association in Mainland China
    Chen, Qi-Xiang
    Huang, Chun-Lin
    Yuan, Yuan
    Tan, He-Ping
    [J]. AEROSOL AND AIR QUALITY RESEARCH, 2020, 20 (07) : 1541 - 1551
  • [10] Simulating the effects of land urbanization on regional meteorology and air quality in Yangtze River Delta, China
    Chen, Tan
    Li, Manchun
    Luo, Lina
    Deng, Shulin
    Zhou, Rui
    Chen, Dong
    [J]. APPLIED GEOGRAPHY, 2020, 120