Drone and handheld sensors for hemp: Evaluating NDVI and NDRE in relation to nitrogen application and crop yield

被引:0
|
作者
Kaur, Navdeep [1 ]
Sharma, Ayush K. [2 ]
Shellenbarger, Hayden [2 ]
Griffin, Winniefred [2 ]
Serrano, Tamara [3 ]
Brym, Zachary [3 ]
Singh, Aditya [4 ]
Singh, Hardeep [5 ]
Sandhu, Hardev [6 ]
Sharma, Lakesh K. [2 ]
机构
[1] Penn State Univ, Dept Plant Sci, University Pk, PA USA
[2] Univ Florida, Soil Water & Ecosyst Sci Dept, Gainesville, FL 32611 USA
[3] Univ Florida, Trop Res & Educ Ctr, Homestead, FL USA
[4] Univ Florida, Agr & Biol Engn, Gainesville, FL USA
[5] Univ Florida, West Florida Res & Educ Ctr, Jay, FL USA
[6] Univ Florida, Everglades Res & Educ Ctr, Belle Glade, FL USA
关键词
LEAF CHLOROPHYLL CONTENT; GRAIN-YIELD; BIOMASS; PREDICTION; REFLECTANCE; INDEX; WHEAT;
D O I
10.1002/agg2.70075
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Understanding the effect of nitrogen (N) rates on hemp (Cannabis sativa) cultivation is crucial for optimizing crop yield and quality. This study evaluated the effectiveness of handheld (active) and drone (passive) sensors in measuring crop reflectance and predicting key growth parameters in response to varying N application rates. The study was conducted during the summer of 2022 at the Plant Science Research and Education Unit in Citra, FL. The trial involved three hemp cultivars-NWG-2730, Yuma, and IH-Williams-subjected to six N rates (0, 56, 112, 168, 224, and 280 kg/ha). Reflectance data were collected at 76 days after planting to calculate normalized difference vegetation index (NDVI) and normalized difference red edge (NDRE). Results indicated that increased N rates led to higher NDVI and NDRE values in cultivars that had not yet reached senescence. NDVI from the drone sensor showed the strongest relationship with N rates and was the most accurate predictor for in-season biomass yield, final biomass yield, and plant height. However, the predictive efficiency of NDVI and NDRE varied by cultivar and decreased as plants approached senescence. Early-season crop reflectance sensing proved more reliable due to the lower impact of senescent leaves. The study highlights the potential of sensor technology in hemp cultivation, offering insights into yield forecasting, variable N management, and high-throughput phenotyping. Future research should further explore the application of sensors to enhance precision agriculture practices in hemp cultivation.
引用
收藏
页数:15
相关论文
共 50 条
  • [1] COTTON CROP YIELD IN RELATION TO THE APPLICATION OF FERTILIZERS
    BALLS, WL
    NATURE, 1949, 163 (4142) : 452 - 452
  • [2] Nitrogen application and cultivar effects on industrial hemp yield dynamics
    Kaur, Navdeep
    Griffin, Winnifred
    Sandhu, Amanpreet
    Sidhu, Simranpreet
    Brym, Zack
    Sharma, Lakesh
    AGRONOMY JOURNAL, 2024, 116 (02) : 727 - 736
  • [3] COTTON CROP YIELD IN RELATION TO APPLICATION OF FERTILIZERS
    ELHINEIDY, M
    ALLAM, F
    NATURE, 1949, 163 (4140) : 362 - 362
  • [4] Variable nitrogen application:: Effects on crop yield and quality
    Algerbo, PA
    Thylén, L
    PROCEEDINGS OF THE FOURTH INTERNATIONAL CONFERENCE ON PRECISION AGRICULTURE, PTS A AND B, 1999, : 709 - 717
  • [5] Evaluating Different Active Crop Canopy Sensors for Estimating Rice Yield Potential
    Yao, Yinkun
    Miao, Yuxin
    Jiang, Rongfeng
    Khosla, Raj
    Gnyp, Martin L.
    Bareth, Georg
    2013 SECOND INTERNATIONAL CONFERENCE ON AGRO-GEOINFORMATICS (AGRO-GEOINFORMATICS), 2013, : 536 - 540
  • [6] THE DEFICIENCY OF THE ECONOMIC OPTIMUM APPLICATION FOR EVALUATING MODELS WHICH PREDICT CROP YIELD RESPONSE TO NITROGEN-FERTILIZER
    SUTHERLAND, RA
    WRIGHT, CC
    VERSTRAETEN, LMJ
    GREENWOOD, DJ
    FERTILIZER RESEARCH, 1986, 10 (03): : 251 - 262
  • [7] Irrigation quantity and uniformity and nitrogen application effects on crop yield and nitrogen leaching
    Pang, XP
    Letey, J
    Wu, L
    SOIL SCIENCE SOCIETY OF AMERICA JOURNAL, 1997, 61 (01) : 257 - 261
  • [8] Use of Soil Moisture and Handheld Crop Sensors to Assess Water and Nitrogen Status in Fresh Market Onions
    Diaz, Jairo N.
    Soto, Roberto
    Geisseler, Daniel
    HORTSCIENCE, 2023, 58 (09) : S221 - S221
  • [9] EFFECT OF NITROGEN APPLICATION TO THE PLANT CROP OF SUGARCANE ON THE YIELD AND QUALITY OF THE SUBSEQUENT RATOON CROP
    YADAV, RL
    SHARMA, RK
    INDIAN JOURNAL OF AGRICULTURAL SCIENCES, 1983, 53 (01): : 38 - 43
  • [10] Crop yield, nitrogen acquisition and sugarcane quality as affected by interspecific competition and nitrogen application
    Yang, Wenting
    Li, Zhixian
    Wang, Jianwu
    Wu, Peng
    Zhang, Ying
    FIELD CROPS RESEARCH, 2013, 146 : 44 - 50