Prediction of Air Pollutants Concentration Based on an Extreme Learning Machine: The Case of Hong Kong

Article, Other literature type English OPEN
Zhang, Jiangshe; Ding, Weifu;

With the development of the economy and society all over the world, most metropolitan cities are experiencing elevated concentrations of ground-level air pollutants. It is urgent to predict and evaluate the concentration of air pollutants for some local environmental or... View more
  • References (41)
    41 references, page 1 of 5

    Yu, S.; Mathur, R.; Schere, K.; Kang, D.; Pleim, J.; Otte, T. A detailed evaluation of the Eta-CMAQ forecast model performance for O3, its related precursors, and meteorological parameters during the 2004 ICARTT study. J. Geophys. Res. 2007, 112, 185-194.

    Wang, Y.J.; Zhang, K.M. Modeling near-road air quality ssing a computational fluid dynamics model, CFD-VIT-RIT. Environ. Sci. Technol. 2009, 43, 7778-7783.

    Atmos. Environ. 2015, 109, 262-271.

    Tong, Z.; Baldauf, R.W.; Isakov, V.; Deshmukh, P.; Zhang, M.K. Roadside vegetation barrier designs to mitigate near-road air pollution impacts. Sci. Total Environ. 2016, 541, 920-927.

    5. Keddem, S.; Barg, F.K.; Glanz, K.; Jackson, T.; Green, S.; George, M. Mapping the urban asthma experience: Using qualitative GIS to understand contextual factors affecting asthma control. Soc. Sci. Med. 2015, 140, 9-17.

    6. Ehrendorfer, M. Predicting the uncertainty of numerical weather forecasts: A review. Meteorol. Z. 1997, 6, 147-183.

    7. Robeson, S.M.; Steyn, D.G. A conditional probability density function for forecasting ozone air quality data. Atmos. Environ. 1989, 23, 689-692.

    8. Tan, Q.; Wei, Y.; Wang, M.; Liu, Y. A cluster multivariate statistical method for environmental quality management. Eng. Appl. Artif. Intell. 2014, 32, 1-9.

    9. Wu, J.; Li, J.; Peng, J.; Li, W.; Xu, G. Applying land use regression model to estimate spatial variation of PM2.5 in Beijing. China Environ. Sci. Pollut. Res. 2015, 22, 7045-7061.

    10. Silva, C.; Perez, P.; Trier, A. Statistical modeling and prediction of atmo- spheric pollution by particulate material: Two nonparametric approaches. Environmentrics 2001, 12, 147-159.

  • Related Organizations (6)
  • Metrics