International Journal of Geographical Information Systems · 2018 · 15 citations · 35 references
Natural SciencesEnvironmental EngineeringEnvironmental SciencesAir PollutionAtmospheric ScienceEnvironmental MonitoringAir PollutantsAir Pollution SourcesAir QualityParticulate MatterUrban Atmospheric ChemistryUrban PollutionAtmospheric Chemical ReactionsAtmospheric Transport ModelingData Stream MiningMulti-dimensional DatabasesMulti-source Data FusionMulti-source Data IntegrationSatellite Remote Sensing DataTemporal Trend Analysis Of Air Pollution
To efficiently and effectively monitor and mitigate air pollution in the urban environment, it is of paramount importance to integrate into a unified whole air pollutant concentration databases coming from different sources including the ground-based stations, mobile sensors, remote sensing, atmospheric-chemical-transport models and social media for the analysis and unraveling of the complex air pollution processes in space and time. This study constructs and implements for the first time a prototype of the fully integrated air pollution decision support system (APDSS) that put together in an integrated manner all relevant multi-scale, multi-type and multi-source data for decision-making on urban air pollution. The prototype contains the main system that handles the multi-source, multi-type and multi-scale databases, queries, visualization and data mining algorithms and the integrated modules that individually and holistically capitalize on the power of the ground-based stations, ground and aerial mobile sensors, satellite-borne remote-sensing technologies, atmospheric-chemical-transport models and social media. It renders a solid scientific foundation and system development methodology for the study of the spatiotemporal air pollution profiles crucial to the mitigation of urban air pollution. Real-life applications of the prototype are employed to illustrate the functionality of the APDSS.
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Aaron van Donkelaar, Randall V. Martin, Michael Bräuer et al. · Environmental Health Perspectives · 2010 · 1.7K citations · Full text
Natural Sciences, Earth Sciences, Environmental Sciences +17
Yu Zheng, Furui Liu, Hsun-Ping Hsieh · 2013 · 910 citations