Hybrid Bermudagrass and Tall Fescue Turfgrass Irrigation in Central California: II. Assessment of NDVI, CWSI, and Canopy Temperature Dynamics
As the drought conditions persist in California and water continues to become less available, the development of methods to reduce water inputs is extremely important. Therefore, improving irrigation water use efficiency and developing water conservation strategies is crucial for maintaining urban g...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2021-08-01
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| Series: | Agronomy |
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| Online Access: | https://www.mdpi.com/2073-4395/11/9/1733 |
| _version_ | 1797520592091480064 |
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| author | Amir Haghverdi Maggie Reiter Amninder Singh Anish Sapkota |
| author_facet | Amir Haghverdi Maggie Reiter Amninder Singh Anish Sapkota |
| author_sort | Amir Haghverdi |
| collection | DOAJ |
| description | As the drought conditions persist in California and water continues to become less available, the development of methods to reduce water inputs is extremely important. Therefore, improving irrigation water use efficiency and developing water conservation strategies is crucial for maintaining urban green infrastructure. This two-year field irrigation project (2018–2019) focused on the application of optical and thermal remote sensing for turfgrass irrigation management in central California. We monitored the response of hybrid bermudagrass and tall fescue to varying irrigation treatments, including irrigation levels (percentages of reference evapotranspiration, ET<sub>o</sub>) and irrigation frequency. The ground-based remote sensing data included NDVI and canopy temperature, which was subsequently used to calculate the crop water stress index (CWSI). The measurements were done within two hours of solar noon under cloud-free conditions. The NDVI and canopy temperature data were collected 21 times in 2018 and 10 times in 2019. For the tall fescue, a strong relationship was observed between NDVI and visual rating (VR) values in both 2018 (<i>r</i> = 0.92) and 2019 (<i>r</i> = 0.83). For the hybrid bermudagrass, there was no correlation in 2018 and a moderate correlation (<i>r</i> = 0.72) in 2019. There was a moderate correlation of 0.64 and 0.88 in 2018 and 2019 between tall fescue canopy minus air temperature difference (<i>dt</i>) and vapor pressure deficit (VPD) for the lower CWSI baseline. The correlation between hybrid bermudagrass <i>dt</i> and VPD for the lower baseline was 0.69 in 2018 and 0.64 in 2019. Irrigation levels significantly impacted tall fescue canopy temperature but showed no significant effect on hybrid bermudagrass canopy temperature. For the same irrigation levels, increasing irrigation frequency slightly but consistently decreased canopy temperature without compromising the turfgrass quality. The empirical CWSI values violated the minimum expected value (of 0) 38% of the time. Our results suggest NDVI thresholds of 0.6–0.65 for tall fescue and 0.5 for hybrid bermudagrass to maintain acceptable quality in the central California region. Further investigation is needed to verify the thresholds obtained in this study, particularly for hybrid bermudagrass, as the recommendation is only based on 2019 data. No CWSI threshold was determined to maintain turf quality in the acceptable range because of the high variability of CWSI values over time and their low correlation with VR values. |
| first_indexed | 2024-03-10T07:58:55Z |
| format | Article |
| id | doaj.art-44019ecfe3934e6cb72f81b4b7bdad35 |
| institution | Directory Open Access Journal |
| issn | 2073-4395 |
| language | English |
| last_indexed | 2024-03-10T07:58:55Z |
| publishDate | 2021-08-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Agronomy |
| spelling | doaj.art-44019ecfe3934e6cb72f81b4b7bdad352023-11-22T11:37:27ZengMDPI AGAgronomy2073-43952021-08-01119173310.3390/agronomy11091733Hybrid Bermudagrass and Tall Fescue Turfgrass Irrigation in Central California: II. Assessment of NDVI, CWSI, and Canopy Temperature DynamicsAmir Haghverdi0Maggie Reiter1Amninder Singh2Anish Sapkota3Environmental Sciences Department, University of California Riverside, Riverside, CA 92521, USADivision of Agriculture and Natural Resources, University of California, Cooperative Extension, Fresno, CA 93710, USAEnvironmental Sciences Department, University of California Riverside, Riverside, CA 92521, USAEnvironmental Sciences Department, University of California Riverside, Riverside, CA 92521, USAAs the drought conditions persist in California and water continues to become less available, the development of methods to reduce water inputs is extremely important. Therefore, improving irrigation water use efficiency and developing water conservation strategies is crucial for maintaining urban green infrastructure. This two-year field irrigation project (2018–2019) focused on the application of optical and thermal remote sensing for turfgrass irrigation management in central California. We monitored the response of hybrid bermudagrass and tall fescue to varying irrigation treatments, including irrigation levels (percentages of reference evapotranspiration, ET<sub>o</sub>) and irrigation frequency. The ground-based remote sensing data included NDVI and canopy temperature, which was subsequently used to calculate the crop water stress index (CWSI). The measurements were done within two hours of solar noon under cloud-free conditions. The NDVI and canopy temperature data were collected 21 times in 2018 and 10 times in 2019. For the tall fescue, a strong relationship was observed between NDVI and visual rating (VR) values in both 2018 (<i>r</i> = 0.92) and 2019 (<i>r</i> = 0.83). For the hybrid bermudagrass, there was no correlation in 2018 and a moderate correlation (<i>r</i> = 0.72) in 2019. There was a moderate correlation of 0.64 and 0.88 in 2018 and 2019 between tall fescue canopy minus air temperature difference (<i>dt</i>) and vapor pressure deficit (VPD) for the lower CWSI baseline. The correlation between hybrid bermudagrass <i>dt</i> and VPD for the lower baseline was 0.69 in 2018 and 0.64 in 2019. Irrigation levels significantly impacted tall fescue canopy temperature but showed no significant effect on hybrid bermudagrass canopy temperature. For the same irrigation levels, increasing irrigation frequency slightly but consistently decreased canopy temperature without compromising the turfgrass quality. The empirical CWSI values violated the minimum expected value (of 0) 38% of the time. Our results suggest NDVI thresholds of 0.6–0.65 for tall fescue and 0.5 for hybrid bermudagrass to maintain acceptable quality in the central California region. Further investigation is needed to verify the thresholds obtained in this study, particularly for hybrid bermudagrass, as the recommendation is only based on 2019 data. No CWSI threshold was determined to maintain turf quality in the acceptable range because of the high variability of CWSI values over time and their low correlation with VR values.https://www.mdpi.com/2073-4395/11/9/1733smart controllerevapotranspirationautonomous landscape irrigation |
| spellingShingle | Amir Haghverdi Maggie Reiter Amninder Singh Anish Sapkota Hybrid Bermudagrass and Tall Fescue Turfgrass Irrigation in Central California: II. Assessment of NDVI, CWSI, and Canopy Temperature Dynamics Agronomy smart controller evapotranspiration autonomous landscape irrigation |
| title | Hybrid Bermudagrass and Tall Fescue Turfgrass Irrigation in Central California: II. Assessment of NDVI, CWSI, and Canopy Temperature Dynamics |
| title_full | Hybrid Bermudagrass and Tall Fescue Turfgrass Irrigation in Central California: II. Assessment of NDVI, CWSI, and Canopy Temperature Dynamics |
| title_fullStr | Hybrid Bermudagrass and Tall Fescue Turfgrass Irrigation in Central California: II. Assessment of NDVI, CWSI, and Canopy Temperature Dynamics |
| title_full_unstemmed | Hybrid Bermudagrass and Tall Fescue Turfgrass Irrigation in Central California: II. Assessment of NDVI, CWSI, and Canopy Temperature Dynamics |
| title_short | Hybrid Bermudagrass and Tall Fescue Turfgrass Irrigation in Central California: II. Assessment of NDVI, CWSI, and Canopy Temperature Dynamics |
| title_sort | hybrid bermudagrass and tall fescue turfgrass irrigation in central california ii assessment of ndvi cwsi and canopy temperature dynamics |
| topic | smart controller evapotranspiration autonomous landscape irrigation |
| url | https://www.mdpi.com/2073-4395/11/9/1733 |
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