A Coarse-to-Fine Strategy for Vehicle Motion Trajectory Clustering
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 01
Environmental Modelling & Software
Trajectory clustering: a partition-and-group framework
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Modelling of PM10 concentrations over Milano urban area using two aerosol modules
Environmental Modelling & Software
Adapting CMAQ to investigate air pollution in North Sea coastal regions
Environmental Modelling & Software
Extension and evaluation of sensitivity analysis capabilities in a photochemical model
Environmental Modelling & Software
Environmental Modelling & Software
Prediction of ozone levels in London using the MM5-CMAQ modelling system
Environmental Modelling & Software
Environmental Modelling & Software
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Air pollution in urban cites is caused not only by local emission sources but also significantly by regional atmospheric pollutant transport from surrounding areas. This study is to identify regional atmospheric PM"1"0 transport pathways through an integrated modeling and synoptic pressure pattern analysis approach with a case study in Beijing, northern China. Beijing is a city sensitive to trans-boundary transport of aerosols from its surrounding provinces. The pathway identification was conducted through tracking air masses and analyzing dominant transport patterns leading to air pollution episode in Beijing. Trajectories were calculated using NOAA-HYSPLIT model based on the meteorological field of MM5 outputs in October 2002. A k-means clustering algorithm was applied to group these trajectories into different transport patterns. Monitored PM"1"0 levels during each transport pattern were then examined to evaluate its influence on atmospheric PM"1"0 in Beijing. The southwest transport pathway was identified to be closely associated with the increasing phase of PM"1"0. An integrated MM5-CMAQ modeling system was then applied to simulate PM"1"0 concentrations in Beijing and its surrounding provinces for the southwest transport period. It was found that a convergence flow field with high PM"1"0 concentrations frequently appeared between northwest mountain breeze and southwest plain breeze on the lee of the Taihang Mountains. Further analysis indicated that high-pressure systems accompanied with thermal inversion in the boundary layer were the governing synoptic patterns in southwest transport period. Trans-boundary transport along with the convergence zone induced by mesoscale low pressure system in front of the Taihang Mountains, which was generated by topographical dynamics and thermal effects, proved to be the main cause of high PM"1"0 levels in Beijing.