The Context-Dependent Effect of Urban Form on Air Pollution: A Panel Data Analysis

被引:17
|
作者
Liang, Ze [1 ,2 ]
Wei, Feili [1 ,2 ]
Wang, Yueyao [1 ,2 ]
Huang, Jiao [1 ,2 ]
Jiang, Hong [3 ]
Sun, Fuyue [1 ,2 ]
Li, Shuangcheng [1 ,2 ]
机构
[1] Peking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
[2] Peking Univ, Key Lab Earth Surface Proc, Minist Educ, Beijing 100871, Peoples R China
[3] Peking Univ, Sch Urban Planning & Design, Shenzhen Grad Sch, Shenzhen 518055, Peoples R China
基金
中国国家自然科学基金;
关键词
urban form; air pollution; context-dependent effect; panel model; factor interaction; CARBON-DIOXIDE EMISSIONS; HEAT-ISLAND CIRCULATION; TIANJIN-HEBEI REGION; COMPACT CITY; CO2; EMISSION; CHINA; QUALITY; HYPOTHESIS; DYNAMICS; INCOME;
D O I
10.3390/rs12111793
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
There have been debates and a lack of understanding about the complex effects of urban-scale urban form on air pollution. Based on the remotely sensed data of 150 cities in the Beijing-Tianjin-Hebei agglomeration in China from 2000 to 2015, we studied the effects of urban form on fine particulate matter (PM2.5) and nitrogen dioxide (NO2) concentrations from multiple perspectives. The panel models show that the elastic coefficients of aggregation index and fractal dimension are the highest among all factors for the whole region. Population density, aggregation index, and fractal dimension have stronger influences on air pollution in small cities, while area size demonstrates the opposite effect. Population density has a stronger impact on medium/high-elevation cities, while night light intensity (NLI), fractal dimension, and area size show the opposite effect. Low road network density can enlarge the influence magnitude of NLI and population density. The results of the linear regression model with multiplicative interactions provide evidence of interactions between population density and NLI or aggregation index. The slope of the line that captures the relationship between NLI on PM2.5 is positive at low levels of population density, flat at medium levels of population density, and negative at high levels of population density. The study results also show that when increasing the population density, the air pollution in a city with low economic and low morphological aggregation degrees will be impacted more greatly.
引用
收藏
页数:20
相关论文
共 50 条
  • [1] Air pollution and urban form: Evidence from satellite data
    Marshall, Julian D.
    Sander, Heather
    Manson, Steven M.
    [J]. ENVIRONMENTAL SCIENCE, ECOSYSTEMS AND DEVELOPMENT, 2007, : 477 - +
  • [2] Context-dependent data envelopment analysis - Measuring attractiveness and progress
    Seiford, LM
    Zhu, J
    [J]. OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2003, 31 (05): : 397 - 408
  • [3] Ranking sustainable suppliers by context-dependent data envelopment analysis
    Izadikhah, Mohammad
    Saen, Reza Farzipoor
    [J]. ANNALS OF OPERATIONS RESEARCH, 2020, 293 (02) : 607 - 637
  • [4] Context-dependent data envelopment analysis with common set of weights
    Zhu, Weiwei
    Sun, Panpan
    Zhang, Qian
    [J]. INFOR, 2018, 56 (03) : 286 - 297
  • [5] Ranking sustainable suppliers by context-dependent data envelopment analysis
    Mohammad Izadikhah
    Reza Farzipoor Saen
    [J]. Annals of Operations Research, 2020, 293 : 607 - 637
  • [6] Urban Form, Air Pollution, and Health
    Hankey S.
    Marshall J.D.
    [J]. Current Environmental Health Reports, 2017, 4 (4) : 491 - 503
  • [7] CONTEXT-DEPENDENT FORM PERCEPTION IN VISUAL-CORTEX
    DRAGOI, V
    WOLBARSHT, ML
    [J]. INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 1995, 36 (04) : S473 - S473
  • [8] MAPPING CONTEXT-DEPENDENT ACOUSTIC INFORMATION INTO CONTEXT INDEPENDENT FORM BY LVQ
    MANTYSALO, J
    TORKKOLA, K
    KOHONEN, T
    [J]. SPEECH COMMUNICATION, 1994, 14 (02) : 119 - 130
  • [9] The Effect of Experience on Context-dependent Decisions
    Ert, Eyal
    Lejarraga, Tomas
    [J]. JOURNAL OF BEHAVIORAL DECISION MAKING, 2018, 31 (04) : 535 - 546
  • [10] THE CONTEXT-DEPENDENT STIMULUS SUFFIX EFFECT
    NEATH, I
    SURPRENANT, AM
    CROWDER, RG
    [J]. JOURNAL OF EXPERIMENTAL PSYCHOLOGY-LEARNING MEMORY AND COGNITION, 1993, 19 (03) : 698 - 703