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Characterizing Spatiotemporal Variability in Phosphorus Export across the United States through Bayesian Hierarchical
Kimia Karimi1, Daniel R Obenour1,2
1Center for Geospatial Analytics, North Carolina State University, Raleigh, North Carolina 27695, United States.
Environmental Science & Technology
|May 17, 2024
Summary
This study quantifies annual phosphorus export across the U.S. using a Bayesian model, identifying precipitation as a key driver of agricultural and geogenic phosphorus loss to waterways.
Area of Science:
- Environmental Science
- Hydrology
- Geochemistry
Background:
- Anthropogenic phosphorus inputs cause water quality issues via riverine export.
- Estimates of hydrologic phosphorus export are often unavailable at large spatial scales.
- Nutrient budgets quantify watershed nutrient import/export but lack broad-scale export data.
Purpose of the Study:
- To develop a Bayesian hierarchical model for estimating annual phosphorus export across the contiguous U.S.
- To identify key drivers of phosphorus loss, including agricultural, urban, and geogenic sources.
- To map hotspots of phosphorus loss and understand factors influencing riverine export.
Main Methods:
- Developed a Bayesian hierarchical model to estimate annual phosphorus export.
- Incorporated agricultural, urban, and geogenic phosphorus sources.
- Utilized an extensive calibration dataset of riverine loadings and considered varying precipitation conditions.
Main Results:
- Precipitation significantly influences hydrologic export rates of anthropogenic phosphorus, particularly from agriculture.
- Geogenic phosphorus sources are important contributors to overall riverine export.
- Mapped U.S. hotspots of phosphorus loss, highlighting key contributing factors.
Conclusions:
- The Bayesian hierarchical model provides robust estimates of national-scale phosphorus export.
- Precipitation is a critical factor modulating phosphorus export from various sources.
- Understanding geogenic phosphorus contributions is vital for comprehensive water quality management.
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