Advanced search
Publication Cover
Ecosystem Health and Sustainability Volume 8, 2022 - Issue 1
Journal homepage
782
Views
1
CrossRef citations to date
0
Altmetric
Research Article

Spatial patterns and influencing factors of intraurban particulate matter in the heating season based on taxi monitoring

Chong Liua CAS Key Laboratory of Forest Ecology and Management, Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang, China;b College of Resources and Environment, University of Chinese Academy of Sciences, Beijing, ChinaView further author information
,
Yuanman Hua CAS Key Laboratory of Forest Ecology and Management, Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang, ChinaView further author information
,
Yu Changa CAS Key Laboratory of Forest Ecology and Management, Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang, ChinaCorrespondence[email protected]
View further author information
,
Miao Liua CAS Key Laboratory of Forest Ecology and Management, Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang, ChinaView further author information
,
Zaiping Xionga CAS Key Laboratory of Forest Ecology and Management, Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang, ChinaView further author information
,
Tan Chenc Key Laboratory of Watershed Geographic Sciences, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing, China;d Shanghai Key Lab for Urban Ecological Processes and Eco-Restoration, East China Normal University, Shanghai, ChinaView further author information
&
Chunlin Lia CAS Key Laboratory of Forest Ecology and Management, Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang, ChinaCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0002-1987-7174View further author information
ORCID Icon show all
Article: 2130826 | Received 06 Jun 2022, Accepted 25 Sep 2022, Published online: 05 Oct 2022

References

  • Baccarelli, A., F. Barretta, C. Dou, X. Zhang, J. P. McCracken, A. Diaz, P. A. Bertazzi, J. Schwartz, S. Wang, and L. F. Hou. 2011. “Effects of Particulate Air Pollution on Blood Pressure in a Highly Exposed Population in Beijing, China: A Repeated-Measure Study.” Environmental Health : A Global Access Science Source 10 (1): 10. doi:10.1186/1476-069X-10-108.
  • Bai, L., Z. J. He, S. Y. Ni, W. Y. Chen, N. Li, and S. Y. Sun. 2019. “Investigation of PM2.5 Absorbed with Heavy Metal Elements, Source Apportionment and Their Health Impacts in Residential Houses in the North-East Region of China.” Sustainable Cities and Society 51: 9. doi:10.1016/j.scs.2019.101690.
  • Briggs, D. J., S. Collins, P. Elliott, P. Fischer, S. Kingham, E. Lebret, K. Pryl, H. VanReeuwijk, K. Smallbone, and A. VanderVeen. 1997. “Mapping Urban Air Pollution Using GIS: A Regression-Based Approach.” International Journal of Geographical Information Science : IJGIS 11 (7): 699–14.
  • Cai, S., Q. Ma, S. Wang, B. Zhao, M. Brauer, A. Cohen, R. V. Martin, et al. 2018. “Impact of Air Pollution Control Policies on Future PM2.5 Concentrations and Their Source Contributions in China.” Journal of Environmental Management 227: 124–133.
  • Cai, W. H., J. Yang, Z. H. Liu, Y. M. Hu, and P. J. Weisberg. 2013. “Post-Fire Tree Recruitment of a Boreal Larch Forest in Northeast China.” Forest Ecology and Management 307: 20–29. doi:10.1016/j.foreco.2013.06.056.
  • Chen, Z. Y., D. L. Chen, C. F. Zhao, M. P. Kwan, J. Cai, Y. Zhuang, B. Zhao, et al. 2020. “Influence of Meteorological Conditions on PM2.5 Concentrations Across China: A Review of Methodology and Mechanism.” Environment International. 139: 105558.
  • Chen, M., F. Dai, B. Yang, and S. W. Zhu. 2019. “Effects of Urban Green Space Morphological Pattern on Variation of PM2.5 Concentration in the Neighborhoods of Five Chinese Megacities.” Building and Environment 158: 1–15. doi:10.1016/j.buildenv.2019.04.058.
  • Chen, W., H. Ran, X. Cao, J. Wang, D. Teng, J. Chen, and X. Zheng. 2020. “Estimating PM2.5 with High-Resolution 1-Km AOD Data and an Improved Machine Learning Model Over Shenzhen, China.” The Science of the Total Environment 746: 141093. doi:10.1016/j.scitotenv.2020.141093.
  • Chen, Y., W. Yue, and D. La Rosa. 2020. “Which Communities Have Better Accessibility to Green Space? An Investigation into Environmental Inequality Using Big Data.” Landscape and Urban Planning 204: 103919. doi:10.1016/j.landurbplan.2020.103919.
  • Clark, L. P., D. B. Millet, and J. D. Marshall. 2011. “Air Quality and Urban Form in US Urban Areas: Evidence from Regulatory Monitors.” Environmental Science & Technology 45 (16): 7028–7035.
  • de Hartog, J. J., G. Hoek, A. Mirme, T. Tuch, G. P. A. Kos, H. M. ten Brink, B. Brunekreef, et al. 2005. “Relationship Between Different Size Classes of Particulate Matter and Meteorology in Three European Cities.” Journal of Environmental Monitoring : JEM 7 (4): 302–310.
  • Demuzere, M., R. M. Trigo, J.-V.-G. de Arellano, and N. P. M. van Lipzig. 2009. “The Impact of Weather and Atmospheric Circulation on O-3 and PM10 Levels at a Rural Mid-Latitude Site.” Atmospheric Chemistry and Physics 9 (8): 2695–2714.
  • Fan, H., C. F. Zhao, and Y. K. Yang. 2020. “A Comprehensive Analysis of the Spatio-Temporal Variation of Urban Air Pollution in China During 2014-2018.” Atmospheric Environment. 220: 117066.
  • Fan, H., C. F. Zhao, Y. K. Yang, X. C. Yang, and C. Y. Wang. 2021. “Impact of Emissions from a Single Urban Source on Air Quality Estimated from Mobile Observation and WRF-STILT Model Simulations.” Air Quality, Atmosphere, & Health 14 (9): 1313–1323.
  • Filonchyk, M., and H. W. Yan. 2018. “The Characteristics of Air Pollutants During Different Seasons in the Urban Area of Lanzhou, Northwest China.” Environmental Earth Sciences 77 (22): 1–17.
  • Freeman, L. C. 1977. “Set of Measures of Centrality Based on Betweenness.” Sociometry 40 (1): 35–41.
  • Froeschke, J. T., and B. F. Froeschke. 2011. “Spatio-Temporal Predictive Model Based on Environmental Factors for Juvenile Spotted Seatrout in Texas Estuaries Using Boosted Regression Trees.” Fisheries Research 111 (3): 131–138.
  • Fu, M., J. A. Kelly, and J. P. Clinch. 2020. “Prediction of PM2.5 Daily Concentrations for Grid Points Throughout a Vast Area Using Remote Sensing Data and an Improved Dynamic Spatial Panel Model.” Atmospheric Environment 237: 117667.
  • General Administration of Quality Supervision, I.a.Q.o.t.P.s.R.o.C. 2017. Calibration Specification for PM2.5 Mass Concentration Measurement Instruments. Beijing: China Quality Inspection Publisher.
  • Golden, H. E., C. R. Lane, A. G. Prues, and E. D’Amico. 2016. “Boosted Regression Tree Models to Explain Watershed Nutrient Concentrations and Biological Condition.” Journal of the American Water Resources Association / AWRA 52 (5): 1251–1274.
  • Guo, B., X. Wang, L. Pei, Y. Su, D. Zhang, and Y. Wang. 2021. “Identifying the Spatiotemporal Dynamic of PM2.5 Concentrations at Multiple Scales Using Geographically and Temporally Weighted Regression Model Across China During 2015-2018.” The Science of the Total Environment 751: 141765.
  • He, W., S. Zhang, H. Meng, J. Han, G. Zhou, H. Song, S. Zhou, and H. Zheng. 2022. “Full-Coverage PM2.5 Mapping and Variation Assessment During the Three-Year Blue-Sky Action Plan Based on a Daily Adaptive Modeling Approach.” Remote Sensing 14 (15): 3571.
  • Ho, C.-C., C.-C. Chan, C.-W. Cho, H.-I. Lin, J.-H. Lee, and C.-F. Wu. 2015. “Land Use Regression Modeling with Vertical Distribution Measurements for Fine Particulate Matter and Elements in an Urban Area.” Atmospheric Environment 104: 256–263. doi:10.1016/j.atmosenv.2015.01.024.
  • Hoek, G., R. Beelen, K. de Hoogh, D. Vienneau, J. Gulliver, P. Fischer, and D. Briggs. 2008. “A Review of Land-Use Regression Models to Assess Spatial Variation of Outdoor Air Pollution.” Atmospheric Environment 42 (33): 7561–7578. doi:10.1016/j.atmosenv.2008.05.057.
  • Hoek, G., K. Meliefste, J. Cyrys, M. Lewne, T. Bellander, M. Brauer, P. Fischer, et al. 2002. “Spatial Variability of Fine Particle Concentrations in Three European Areas.” Atmospheric Environment 36 (25): 4077–4088. doi:10.1016/S1352-2310(02)00297-2.
  • Huang, Y. Y., Q. W. Yan, and C. A. R. Zhang. 2018. “Spatial-Temporal Distribution Characteristics of PM2.5 in China in 2016.” Journal of Geovisualization and Spatial Analysis 2 (2): 1–18.
  • Kang, N., F. Deng, R. Khan, K. R. Kumar, K. Hu, X. Yu, X. Wang, and N. S. M. P. Latha Devi. 2020. “Temporal Variations of PM Concentrations, and Its Association with AOD and Meteorology Observed in Nanjing During the Autumn and Winter Seasons of 2014–2017.” Journal of Atmospheric and Solar-Terrestrial Physics 203: 105273.
  • Kong, L., and G. Tian. 2020. “Assessment of the Spatio-Temporal Pattern of PM2.5 and Its Driving Factors Using a Land Use Regression Model in Beijing, China.” Environmental Monitoring and Assessment 192 (2): 95. doi:10.1007/s10661-019-7943-9.
  • Kwag, Y., M.-H. Kim, J. Oh, S. Shah, S. Ye, and E.-H. Ha. 2021. “Effect of Heat Waves and Fine Particulate Matter on Preterm Births in Korea from 2010 to 2016.” Environment International 147: 106239. doi:10.1016/j.envint.2020.106239.
  • Leathwick, J. R., J. Elith, M. P. Francis, T. Hastie, and P. Taylor. 2006. “Variation in Demersal Fish Species Richness in the Oceans Surrounding New Zealand: An Analysis Using Boosted Regression Trees.” Marine Ecology Progress Series 321: 267–281.
  • Lee, M., M. Brauer, P. Wong, R. Tang, T. H. Tsui, C. Choi, W. Cheng, et al. 2017. “Land Use Regression Modelling of Air Pollution in High Density High Rise Cities: A Case Study in Hong Kong.” The Science of the Total Environment 592: 306–315.
  • Lei, Y. K., Y. B. Duan, D. He, X. W. Zhang, L. Q. Chen, Y. H. Li, Y. G. Gao, G. H. Tian, and J. B. Zheng. 2018. “Effects of Urban Greenspace Patterns on Particulate Matter Pollution in Metropolitan Zhengzhou in Henan, China.” Atmosphere 9 (5): 15. doi:10.3390/atmos9050199.
  • Li, C. L., M. Liu, Y. M. Hu, T. Shi, X. Q. Qu, and M. T. Walter. 2018. “Effects of Urbanization on Direct Runoff Characteristics in Urban Functional Zones.” The Science of the Total Environment 643: 301–311.
  • Li, C., M. Liu, Y. Hu, R. Zhou, N. Huang, W. Wu, and C. Liu. 2020. “Spatial Distribution Characteristics of Gaseous Pollutants and Particulate Matter Inside a City in the Heating Season of Northeast China.” Sustainable Cities and Society 61: 102302.
  • Li, M., and C. Mao. 2020. “Spatial Effect of Industrial Energy Consumption Structure and Transportation on Haze Pollution in Beijing-Tianjin-Hebei Region.” International Journal of Environmental Research and Public Health 17 (15): 5610.
  • Ling, H., S. C. Candice Lung, and U. Uhrner. 2020. “Micro-Scale Particle Simulation and Traffic-Related Particle Exposure Assessment in an Asian Residential Community.” Environmental Pollution (Barking, Essex : 1987) 266 (Pt 2): 115046.
  • Li, X. L., G. Q. Tang, L. G. Li, W. J. Quan, Y. F. Wang, Z. Q. Zhao, N. W. Liu, Y. Hong, and Y. J. Ma. 2022. “Multilevel Air Quality Evolution in Shenyang: Impact of Elevated Point Emission Reduction.” Journal of Environmental Sciences 113: 300–310. doi:10.1016/j.jes.2021.05.039.
  • Liu, J., W. Cai, S. Zhu, and F. Dai. 2020. “Impacts of Vehicle Emission from a Major Road on Spatiotemporal Variations of Neighborhood Particulate Pollution—a Case Study in a University Campus.” Sustainable Cities and Society 53: 101917.
  • Liu, C., B. H. Henderson, D. Wang, X. Yang, and Z. R. Peng. 2016. “A Land Use Regression Application into Assessing Spatial Variation of Intra-Urban Fine Particulate Matter (PM2.5) and Nitrogen Dioxide (NO2) Concentrations in City of Shanghai, China.” The Science of the Total Environment 565: 607–615.
  • Liu, M., Y. M. Hu, and C. L. Li. 2017. “Landscape Metrics for Three-Dimensional Urban Building Pattern Recognition.” Applied Geography 87: 66–72.
  • Mardones, C., and L. Sanhueza. 2015. “Tradable Permit System for PM2.5 Emissions from Residential and Industrial Sources.” Journal of Environmental Management 157: 326–331.
  • Meng, C., T. Cheng, X. Gu, S. Shi, W. Wang, Y. Wu, and F. Bao. 2019. “Contribution of Meteorological Factors to Particulate Pollution During Winters in Beijing.” The Science of the Total Environment 656: 977–985.
  • MEP. 2012. Technical Regulation on Ambient Air Quality Index(on trial).
  • Merbitz, H., S. Fritz, and C. Schneider. 2012. “Mobile Measurements and Regression Modeling of the Spatial Particulate Matter Variability in an Urban Area.” The Science of the Total Environment 438: 389–403.
  • Messier, K. P., S. E. Chambliss, S. Gani, R. Alvarez, M. Brauer, J. J. Choi, S. P. Hamburg, et al. 2018. “Mapping Air Pollution with Google Street View Cars: Efficient Approaches with Mobile Monitoring and Land Use Regression.” Environmental Science & Technology 52 (21): 12563–12572.
  • Miller, K. A., D. S. Siscovick, L. Sheppard, K. Shepherd, J. H. Sullivan, G. L. Anderson, and J. D. Kaufman. 2007. “Long-Term Exposure to Air Pollution and Incidence of Cardiovascular Events in Women.” The New England Journal of Medicine 356 (5): 447–458.
  • Porta, S., E. Strano, V. Iacoviello, R. Messora, V. Latora, A. Cardillo, F. H. Wang, and S. Scellato. 2009. “Street Centrality and Densities of Retail and Services in Bologna, Italy.” Environment and Planning B: Planning and Design 36 (3): 450–465.
  • Ross, Z., M. Jerrett, K. Ito, B. Tempalski, and G. Thurston. 2007. “A Land Use Regression for Predicting Fine Particulate Matter Concentrations in the New York City Region.” Atmospheric Environment 41 (11): 2255–2269.
  • Sajani, S. Z., S. Marchesi, A. Trentini, D. Bacco, C. Zigola, S. Rovelli, I. Ricciardelli, et al. 2018. “Vertical Variation of PM2.5 Mass and Chemical Composition, Particle Size Distribution, NO2, and BTEX at a High Rise Building.” Environmental Pollution (Barking, Essex : 1987) 235: 339–349.
  • Shahpoury, P., Z. W. Zhang, A. Arangio, V. Celo, E. Dabek-Zlotorzynska, T. Harner, and A. Nenes. 2021. “The Influence of Chemical Composition, Aerosol Acidity, and Metal Dissolution on the Oxidative Potential of Fine Particulate Matter and Redox Potential of the Lung Lining Fluid.” Environment International 148: 106343.
  • Shi, Y., X. Xie, J.-C.-H. Fung, and E. Ng. 2018. “Identifying Critical Building Morphological Design Factors of Street-Level Air Pollution Dispersion in High-Density Built Environment Using Mobile Monitoring.” Building and Environment 128: 248–259.
  • Shi, X. Q., C. F. Zhao, J. H. Jiang, C. Y. Wang, X. Yang, and Y. L. Yung. 2018. “Spatial Representativeness of PM2.5 Concentrations Obtained Using Observations from Network Stations.” Journal of Geophysical Research-Atmospheres 123 (6): 3145–3158.
  • Song, J., C. L. Li, M. Liu, Y. M. Hu, and W. Wu. 2022. “Spatiotemporal Distribution Patterns and Exposure Risks of PM2.5 Pollution in China.” Remote Sensing 14 (13): 3173.
  • Stowell, J. D., J. Bi, M. Z. Al-Hamdan, H. J. Lee, S.-M. Lee, F. Freedman, P. L. Kinney, and Y. Liu. 2020. “Estimating PM2.5 in Southern California Using Satellite Data: Factors That Affect Model Performance.” Environmental Research Letters 15 (9): 094004.
  • Tecer, L. H., P. Suren, O. Alagha, F. Karaca, and G. Tuncel. 2008. “Effect of Meteorological Parameters on Fine and Coarse Particulate Matter Mass Concentration in a Coal-Mining Area in Zonguldak.” Turkey Journal of the Air & Waste Management Association 58 (4): 543–552.
  • Wang, F., A. Antipova, and S. Porta. 2011. “Street Centrality and Land Use Intensity in Baton Rouge, Louisiana.” Journal of Transport Geography 19 (2): 285–293.
  • Wang, Q., Z. S. Dong, Y. Guo, F. Yu, Z. Y. Zhang, and R. Q. Zhang. 2020. “Characterization of PM2.5-Bound Polycyclic Aromatic Hydrocarbons at Two Central China Cities: Seasonal Variation.” Sources, and Health Risk Assessment Archives of Environmental Contamination and Toxicology 78 (1): 20–33.
  • Wan, Y., Y. H. Li, C. H. Liu, and Z. Q. Li. 2020. “Is Traffic Accident Related to Air Pollution? A Case Report from an Island of Taihu Lake, China.” Atmospheric Pollution Research 11 (5): 1028–1033.
  • Wei, T., B. Wijesiri, Y. Li, and A. Goonetilleke. 2020. “Particulate Matter Exchange Between Atmosphere and Roads Surfaces in Urban Areas.” Journal of Environmental Sciences 98: 118–123.
  • WHO. 2005. WHO Air Quality Guidelines for Particulate Matter, Ozone, Nitrogen, Dioxide and Sulfur Dioxide. Global Update 2005, Summary of Risk Assessment. Switzerland: WHO Press.
  • Xue, T., J. Liu, Q. Zhang, G. N. Geng, Y. X. Zheng, D. Tong, Z. Liu, et al. 2019. “Rapid Improvement of PM2.5 Pollution and Associated Health Benefits in China During 2013-2017.” Science China Earth Sciences 62 (12): 1847–1856.
  • Yang, D., X. Wang, J. Xu, C. Xu, D. Lu, C. Ye, Z. Wang, and L. Bai. 2018. “Quantifying the Influence of Natural and Socioeconomic Factors and Their Interactive Impact on PM2.5 Pollution in China.” Environmental Pollution (Barking, Essex : 1987) 241: 475–483.
  • Yang, X. C., Y. Wang, C. F. Zhao, H. Fan, Y. K. Yang, Y. L. Chi, L. X. Shen, and X. Yan. 2022. “Health Risk and Disease Burden Attributable to Long-Term Global Fine-Mode Particles.” Chemosphere 287: 132435.
  • Yu, W. H. 2017. “Assessing the Implications of the Recent Community Opening Policy on the Street Centrality in China: A GIS-Based Method and Case Study.” Applied Geography 89: 61–76.
  • Yuan, J., C. Na, Q. Lei, M. Xiong, J. Guo, and Z. Hu. 2018. “Coal Use for Power Generation in China.” Resources, Conservation and Recycling 129: 443–453.
  • Zeng, Y. Y., Y. F. Cao, X. Qiao, B. C. Seyler, and Y. Tang. 2019. “Air Pollution Reduction in China: Recent Success but Great Challenge for the Future.” The Science of the Total Environment 663: 329–337.
  • Zhang, K. Y., C. F. Zhao, H. Fan, Y. K. Yang, and Y. Sun. 2020. “Toward Understanding the Differences of Pm(2.5)Characteristics Among Five China Urban Cities.” Asia-Pacific Journal of Atmospheric Sciences 56 (4): 493–502.
  • Zhao, C. F., Y. Wang, X. Q. Shi, D. Z. Zhang, C. Y. Wang, J. H. Jiang, Q. Zhang, and H. Fan. 2019. “Estimating the Contribution of Local Primary Emissions to Particulate Pollution Using High-Density Station Observations.” Journal of Geophysical Research-Atmospheres 124 (3): 1648–1661.
  • Zhao, Y., Y.-C. Zhang, and I. Destech Publicat. 2016. “Study on Ecological Environmental Problems and Their Countermeasures in the Process of Rural Urbanization.“
  • Zhou, S. H., and R. P. Lin. 2019. “Spatial-Temporal Heterogeneity of Air Pollution: The Relationship Between Built Environment and On-Road PM2.5 at Micro Scale.” Transportation Research Part D: Transport and Environment 76: 305–322.
  • Zhu, D., and X. F. Zhou. 2019. “Effect of Urban Water Bodies on Distribution Characteristics of Particulate Matters and NO2.” Sustainable Cities and Society 50: 10.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.