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Article

The Development of Long-Term Mean Annual Total Nitrogen and Total Phosphorus Load Models for Mississippi, U.S., Using RSPARROW

1
Coastal and Hydraulics Laboratory, U.S. Army Engineer Research and Development Center, Vicksburg, MS 39180, USA
2
U.S. Geological Survey, Lower Mississippi-Gulf Water Science Center, Nashville, TN 37211, USA
3
U.S. Geological Survey, Lower Mississippi-Gulf Water Science Center, Jackson, MS 39208, USA
*
Author to whom correspondence should be addressed.
Water 2026, 18(3), 292; https://doi.org/10.3390/w18030292
Submission received: 11 December 2025 / Revised: 11 January 2026 / Accepted: 12 January 2026 / Published: 23 January 2026
(This article belongs to the Section Water Quality and Contamination)

Abstract

Water-quality degradation from nutrient pollution remains a major challenge for resource managers. Developing effective strategies requires tools to characterize nutrient sources and transport. This study used the RSPARROW framework to develop and assess new, smaller-scale models for Total Nitrogen (TN) and Total Phosphorus (TP) transport across Mississippi (MS). These state-level models were built using 15 years (2005–2020) of observation data and considered variables including multiple nutrient sources, land characteristics, and attenuation processes. The MS models demonstrated comparable accuracy to larger regional SPARROW models, validating the use of smaller-scale models for local management. Results showed agricultural sources are the major contributors to TN, dominated by fertilizer in northern MS and livestock manure in the south. Urban land cover also significantly influenced TN and was the second most significant source of TP, following geologic material (background P). Fertilizer and manure were also important TP sources. This study provides valuable, spatially explicit data on nutrient distribution in MS streams, supporting the state’s nutrient reduction planning. It concludes by highlighting the need for future model improvements via updated source data and mean annual flow estimates.
Keywords: water quality; nutrient transport; hydrologic modeling; water quality modeling water quality; nutrient transport; hydrologic modeling; water quality modeling

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MDPI and ACS Style

Roland, V.L., II; Gain, E.; Hicks, M. The Development of Long-Term Mean Annual Total Nitrogen and Total Phosphorus Load Models for Mississippi, U.S., Using RSPARROW. Water 2026, 18, 292. https://doi.org/10.3390/w18030292

AMA Style

Roland VL II, Gain E, Hicks M. The Development of Long-Term Mean Annual Total Nitrogen and Total Phosphorus Load Models for Mississippi, U.S., Using RSPARROW. Water. 2026; 18(3):292. https://doi.org/10.3390/w18030292

Chicago/Turabian Style

Roland, Victor L., II, Emily Gain, and Matthew Hicks. 2026. "The Development of Long-Term Mean Annual Total Nitrogen and Total Phosphorus Load Models for Mississippi, U.S., Using RSPARROW" Water 18, no. 3: 292. https://doi.org/10.3390/w18030292

APA Style

Roland, V. L., II, Gain, E., & Hicks, M. (2026). The Development of Long-Term Mean Annual Total Nitrogen and Total Phosphorus Load Models for Mississippi, U.S., Using RSPARROW. Water, 18(3), 292. https://doi.org/10.3390/w18030292

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