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Research Report

Rapid Determination of Bud and Leaf Water Content Using Hyperspectral Sensors to Monitor Cold Hardiness in Grapevine

View ORCID ProfileVisna Weerarathne, View ORCID ProfileAsmita Paudel, View ORCID ProfileAkanksha Sehgal, View ORCID ProfileRichard Tegtmeier, View ORCID ProfileUgochukwu Ikeogu, View ORCID ProfileEzekiel Ahn, View ORCID ProfileLance Cadle-Davidson, View ORCID ProfileSilvas Kirubakaran
Am J Enol Vitic.  2025  76: 0760027  ; DOI: 10.5344/ajev.2025.25019
Visna Weerarathne
1USDA-ARS, Grape Genetics Research Unit, 630 West North Street, Geneva, NY 14456;
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  • ORCID record for Visna Weerarathne
Asmita Paudel
2College of Agricultural Sciences and Natural Resources, East Texas A&M University, Commerce, TX 75428;
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  • ORCID record for Asmita Paudel
Akanksha Sehgal
3Department of Plant and Environmental Sciences, Clemson University, Clemson, SC 29634;
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  • ORCID record for Akanksha Sehgal
Richard Tegtmeier
4School of Integrative Plant Science, Plant Pathology and Plant-Microbe Biology Section, Cornell AgriTech, Geneva, NY 14456;
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  • ORCID record for Richard Tegtmeier
Ugochukwu Ikeogu
5School of Integrative Plant Science, Horticulture Section, Cornell AgriTech, Geneva, NY 14456; and
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  • ORCID record for Ugochukwu Ikeogu
Ezekiel Ahn
6USDA-ARS, Sustainable Perennial Crops Laboratory, Beltsville, MD 20705.
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  • ORCID record for Ezekiel Ahn
Lance Cadle-Davidson
1USDA-ARS, Grape Genetics Research Unit, 630 West North Street, Geneva, NY 14456;
3Department of Plant and Environmental Sciences, Clemson University, Clemson, SC 29634;
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Silvas Kirubakaran
1USDA-ARS, Grape Genetics Research Unit, 630 West North Street, Geneva, NY 14456;
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  • ORCID record for Silvas Kirubakaran
  • For correspondence: silvas.kirubakaran{at}usda.gov
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Data supplements

  • Supplemental Table 1  Data distribution statistics of leaf physiological traits and canopy multispectral indices measured in summer 2024. SD, standard deviation.

    Supplemental Figure 1  Monthly averages of solar radiation and soil tension (A); total precipitation (B); and average, maximum, and minimum air temperatures and soil temperature (C) at the field site in winter and spring 2023 to 2024; and summer, fall, and winter 2024 to 2025. Red arrows indicate the respective temperature drop during the sample collection in mid-winter of both year ranges; yellow arrows designate the leaf physiology measurement time windows at preveraison (PV; early June) and veraison (V; between July and August), allowing to quantify the possible carryover effects of winter 2023 to 2024 on the subsequent season’s growth and yield. Different background colors demarcate different seasons in each year on the graphs.

    Supplemental Figure 2  Correlation matrix showing the significance (based on p value) of relationships among leaf physiological traits measured pre- and postveraison, canopy spectral indices (structure independent pigment index [SIPI], carotenoid reflectance index [CRI], anthocyanin reflectance index [ARI], and normalized difference vegetation index [NDVI]), and cluster and berry size measured during summer 2024 and average low-temperature exothermic data (BudLTE) measured (based on differential thermal analysis) in winters 2023 to 2024 (2023_24) and 2024 to 2025 (2024_25). Ver, physiological measures observed at veraison; Pre, physiological measures observed at preveraison; gs, stomatal conductance (mol H2O/m2/sec); ET, evapotranspiration (mmol H2O/m2/sec); VPD, leaf-to-air vapor pressure deficit (kPa); LW, leaf water (%); LH, leaf humidity (%); LT, leaf temperature (°C); ETR, electron transport rate (μ mol/electrons m2/sec); Ltdiff, leaf temperature differential; Fm, maximum fluorescence, Fo, minimum fluorescence; Fs, steady state fluorescence; Fv/Fm, photochemical maximum quantum efficiency; Phi2, photosystem II quantum yield.





    • 25-019_SupplementalData.pdf
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Open Access
Rapid Determination of Bud and Leaf Water Content Using Hyperspectral Sensors to Monitor Cold Hardiness in Grapevine
View ORCID ProfileVisna Weerarathne, View ORCID ProfileAsmita Paudel, View ORCID ProfileAkanksha Sehgal, View ORCID ProfileRichard Tegtmeier, View ORCID ProfileUgochukwu Ikeogu, View ORCID ProfileEzekiel Ahn, View ORCID ProfileLance Cadle-Davidson, View ORCID ProfileSilvas Kirubakaran
Am J Enol Vitic.  2025  76: 0760027  ; DOI: 10.5344/ajev.2025.25019
Visna Weerarathne
1USDA-ARS, Grape Genetics Research Unit, 630 West North Street, Geneva, NY 14456;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Visna Weerarathne
Asmita Paudel
2College of Agricultural Sciences and Natural Resources, East Texas A&M University, Commerce, TX 75428;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Asmita Paudel
Akanksha Sehgal
3Department of Plant and Environmental Sciences, Clemson University, Clemson, SC 29634;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Akanksha Sehgal
Richard Tegtmeier
4School of Integrative Plant Science, Plant Pathology and Plant-Microbe Biology Section, Cornell AgriTech, Geneva, NY 14456;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Richard Tegtmeier
Ugochukwu Ikeogu
5School of Integrative Plant Science, Horticulture Section, Cornell AgriTech, Geneva, NY 14456; and
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Ugochukwu Ikeogu
Ezekiel Ahn
6USDA-ARS, Sustainable Perennial Crops Laboratory, Beltsville, MD 20705.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Ezekiel Ahn
Lance Cadle-Davidson
1USDA-ARS, Grape Genetics Research Unit, 630 West North Street, Geneva, NY 14456;
3Department of Plant and Environmental Sciences, Clemson University, Clemson, SC 29634;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Lance Cadle-Davidson
Silvas Kirubakaran
1USDA-ARS, Grape Genetics Research Unit, 630 West North Street, Geneva, NY 14456;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Silvas Kirubakaran
  • For correspondence: silvas.kirubakaran{at}usda.gov

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Rapid Determination of Bud and Leaf Water Content Using Hyperspectral Sensors to Monitor Cold Hardiness in Grapevine
View ORCID ProfileVisna Weerarathne, View ORCID ProfileAsmita Paudel, View ORCID ProfileAkanksha Sehgal, View ORCID ProfileRichard Tegtmeier, View ORCID ProfileUgochukwu Ikeogu, View ORCID ProfileEzekiel Ahn, View ORCID ProfileLance Cadle-Davidson, View ORCID ProfileSilvas Kirubakaran
Am J Enol Vitic.  2025  76: 0760027  ; DOI: 10.5344/ajev.2025.25019
Visna Weerarathne
1USDA-ARS, Grape Genetics Research Unit, 630 West North Street, Geneva, NY 14456;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Visna Weerarathne
Asmita Paudel
2College of Agricultural Sciences and Natural Resources, East Texas A&M University, Commerce, TX 75428;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Asmita Paudel
Akanksha Sehgal
3Department of Plant and Environmental Sciences, Clemson University, Clemson, SC 29634;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Akanksha Sehgal
Richard Tegtmeier
4School of Integrative Plant Science, Plant Pathology and Plant-Microbe Biology Section, Cornell AgriTech, Geneva, NY 14456;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Richard Tegtmeier
Ugochukwu Ikeogu
5School of Integrative Plant Science, Horticulture Section, Cornell AgriTech, Geneva, NY 14456; and
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Ugochukwu Ikeogu
Ezekiel Ahn
6USDA-ARS, Sustainable Perennial Crops Laboratory, Beltsville, MD 20705.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Ezekiel Ahn
Lance Cadle-Davidson
1USDA-ARS, Grape Genetics Research Unit, 630 West North Street, Geneva, NY 14456;
3Department of Plant and Environmental Sciences, Clemson University, Clemson, SC 29634;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Lance Cadle-Davidson
Silvas Kirubakaran
1USDA-ARS, Grape Genetics Research Unit, 630 West North Street, Geneva, NY 14456;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Silvas Kirubakaran
  • For correspondence: silvas.kirubakaran{at}usda.gov
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