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Satellite data to support air quality assessment and management
Tracey Holloway1,2, Jennifer R Bratburd1, Arlene M Fiore3
1Nelson Institute Center for Sustainability and the Global Environment, University of Wisconsin-Madison, Madison, WI, USA.
Satellite data are increasingly vital for air quality management, aiding health assessments and regulatory compliance. Advancements in satellite technology and machine learning enhance pollution tracking and forecasting, improving environmental decision-making.
Area of Science:
- Environmental science
- Atmospheric science
- Remote sensing
Background:
- Satellite data are recognized for air quality applications, with rapid growth driven by new geostationary satellites and improved algorithms.
- Machine learning advances enhance near-surface pollution estimates, increasing interest among air quality managers.
Purpose of the Study:
- To review satellite data applications in air quality management under the Clean Air Act.
- To summarize satellite products, progress in deriving surface-level air quality information, and their use in management.
Main Methods:
- Review of satellite data applications over the last 15 years.
- Focus on proven applications relevant to air quality management and health assessments.
Main Results:
- Satellite applications for PM2.5 and NO2 are successful in health risk assessment and emissions inventory.
- Satellite data aid in tracking short- and long-term trends with regulatory relevance.
- Applications include informing epidemiological studies, evaluating regulatory models, and improving air quality forecasting.
Conclusions:
- Satellite data offer significant value for air quality management and health assessments.
- Co-developed solutions between researchers and practitioners promise continued improvements.
- Barriers to satellite data use in air quality management persist but are being addressed.
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