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Updated: Feb 19, 2026

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Published on: July 1, 2019
Source Apportionment of Sulfur and Light Extinction Using Receptor Modeling Techniques
William C Malm1, Kristi A Gebhart1
1a National Park Service , CIRA, Colorado State University , Fort Collins , Colorado.
Visibility impairment is linked to sulfates, carbon, and soil. This study used regression and chemical mass balance (CMB) to apportion sources of aerosols affecting visibility near the Grand Canyon.
Area of Science:
- Atmospheric chemistry and physics
- Environmental science
- Aerosol science
Background:
- Visibility impairment is primarily caused by sulfates, carbonaceous material, and soil.
- Source apportionment schemes must account for both secondary and primary aerosols.
- Chemical Mass Balance (CMB) is a common method for apportioning primary particles.
Purpose of the Study:
- To develop a semiquantitative apportionment of particulate sulfur, total sulfur, absorption, and extinction to source categories.
- To apply regressional techniques for a more comprehensive source apportionment of both primary and secondary species.
- To refine source profile extraction and verification within CMB analysis.
Main Methods:
- Utilized regressional techniques with unique tracer species to apportion secondary and primary aerosols.
- Applied Chemical Mass Balance (CMB) formalism to attribute aerosols to specific sources.
- Integrated regression models with CMB analysis to link trace elements to source categories.
Main Results:
- Approximately 50% of measured particle sulfur is attributed to coal-fired power plants year-round.
- In winter, about 50% of particle sulfur may originate from primary emissions due to burning activities and urban sources.
- Light extinction (babs) is significantly influenced by burning activity (winter) and burning, transportation, and soil (summer).
Conclusions:
- Regressional techniques offer a robust method for source apportionment of both primary and secondary aerosols.
- Coal-fired power plants are a major contributor to particle sulfur.
- Understanding source contributions is crucial for developing effective visibility management strategies.
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