Using electromagnetic induction to inform precision turfgrass management strategies in sand‐capped golf course fairways

Abstract To meet the turfgrass standards that players expect, golf course superintendents rely on intense irrigation, fertilization, and cultivation programs. However, the overapplication of irrigation water and fertilizer has been shown to have negative effects on water quality. Precision turfgrass...

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Main Authors: Dallas M. Williams, Chase M. Straw, A. Peyton Smith, Kathryn L. Watkins, Sarah G. Hong, Weston F. Floyd, Briana M. Wyatt
Format: Article
Language:English
Published: Wiley 2024-12-01
Series:Agrosystems, Geosciences & Environment
Online Access:https://doi.org/10.1002/agg2.70020
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author Dallas M. Williams
Chase M. Straw
A. Peyton Smith
Kathryn L. Watkins
Sarah G. Hong
Weston F. Floyd
Briana M. Wyatt
author_facet Dallas M. Williams
Chase M. Straw
A. Peyton Smith
Kathryn L. Watkins
Sarah G. Hong
Weston F. Floyd
Briana M. Wyatt
author_sort Dallas M. Williams
collection DOAJ
description Abstract To meet the turfgrass standards that players expect, golf course superintendents rely on intense irrigation, fertilization, and cultivation programs. However, the overapplication of irrigation water and fertilizer has been shown to have negative effects on water quality. Precision turfgrass management (PTM) is an emerging area of interest as more golf course superintendents are looking to increase input efficiency while simultaneously reducing water and fertilizer input costs, as well as environmental impacts. Our objectives were to (1) use electromagnetic induction (EMI) to determine the spatial variability of apparent electrical conductivity (EC) in sand‐capped fairways and (2) correlate EC to measured soil and turfgrass characteristics to determine the applicability of mapping EC for PTM. Soil samples and EC data were collected in spring 2021 on four sand‐capped fairways from two golf courses (one hybrid bermudagrass and one zoysiagrass) belonging to the same facility in southeast Texas. Apparent EC was found to be positively and significantly correlated with soil volumetric water content (VWC, 0.40 < r > 0.62) and turfgrass normalized difference vegetation index (NDVI; 0.21 < r > 0.46) in three of four fairways, while EC was negatively and significantly correlated with penetration resistance (PR, −0.29 < r > −0.48) in two of four fairways studied. The strengths of these relationships were corroborated by strong visual similarities when comparing spatial maps of EC with those of VWC, NDVI, and PR, indicating that EMI‐based EC data have potential for use in delineating site‐specific management zones for water and fertilizer applications, as well as targeted aeration.
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spelling doaj-art-2112fc1284be436f8d08bb1742ee0daa2025-08-20T01:56:48ZengWileyAgrosystems, Geosciences & Environment2639-66962024-12-0174n/an/a10.1002/agg2.70020Using electromagnetic induction to inform precision turfgrass management strategies in sand‐capped golf course fairwaysDallas M. Williams0Chase M. Straw1A. Peyton Smith2Kathryn L. Watkins3Sarah G. Hong4Weston F. Floyd5Briana M. Wyatt6Department of Soil and Crop Sciences Texas A&M University College Station Texas USADepartment of Soil and Crop Sciences Texas A&M University College Station Texas USADepartment of Soil and Crop Sciences Texas A&M University College Station Texas USADepartment of Soil and Crop Sciences Texas A&M University College Station Texas USADepartment of Soil and Crop Sciences Texas A&M University College Station Texas USADepartment of Soil and Crop Sciences Texas A&M University College Station Texas USADepartment of Soil and Crop Sciences Texas A&M University College Station Texas USAAbstract To meet the turfgrass standards that players expect, golf course superintendents rely on intense irrigation, fertilization, and cultivation programs. However, the overapplication of irrigation water and fertilizer has been shown to have negative effects on water quality. Precision turfgrass management (PTM) is an emerging area of interest as more golf course superintendents are looking to increase input efficiency while simultaneously reducing water and fertilizer input costs, as well as environmental impacts. Our objectives were to (1) use electromagnetic induction (EMI) to determine the spatial variability of apparent electrical conductivity (EC) in sand‐capped fairways and (2) correlate EC to measured soil and turfgrass characteristics to determine the applicability of mapping EC for PTM. Soil samples and EC data were collected in spring 2021 on four sand‐capped fairways from two golf courses (one hybrid bermudagrass and one zoysiagrass) belonging to the same facility in southeast Texas. Apparent EC was found to be positively and significantly correlated with soil volumetric water content (VWC, 0.40 < r > 0.62) and turfgrass normalized difference vegetation index (NDVI; 0.21 < r > 0.46) in three of four fairways, while EC was negatively and significantly correlated with penetration resistance (PR, −0.29 < r > −0.48) in two of four fairways studied. The strengths of these relationships were corroborated by strong visual similarities when comparing spatial maps of EC with those of VWC, NDVI, and PR, indicating that EMI‐based EC data have potential for use in delineating site‐specific management zones for water and fertilizer applications, as well as targeted aeration.https://doi.org/10.1002/agg2.70020
spellingShingle Dallas M. Williams
Chase M. Straw
A. Peyton Smith
Kathryn L. Watkins
Sarah G. Hong
Weston F. Floyd
Briana M. Wyatt
Using electromagnetic induction to inform precision turfgrass management strategies in sand‐capped golf course fairways
Agrosystems, Geosciences & Environment
title Using electromagnetic induction to inform precision turfgrass management strategies in sand‐capped golf course fairways
title_full Using electromagnetic induction to inform precision turfgrass management strategies in sand‐capped golf course fairways
title_fullStr Using electromagnetic induction to inform precision turfgrass management strategies in sand‐capped golf course fairways
title_full_unstemmed Using electromagnetic induction to inform precision turfgrass management strategies in sand‐capped golf course fairways
title_short Using electromagnetic induction to inform precision turfgrass management strategies in sand‐capped golf course fairways
title_sort using electromagnetic induction to inform precision turfgrass management strategies in sand capped golf course fairways
url https://doi.org/10.1002/agg2.70020
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