BY-PLANT PREDICTION OF CORN GRAIN YIELD USING OPTICAL SENSOR READINGS AND MEASURED PLANT HEIGHT

被引:18
|
作者
Martin, Kent [3 ]
Raun, William [1 ]
Solie, John [2 ]
机构
[1] Oklahoma State Univ, Dept Plant & Soil Sci, Stillwater, OK 74078 USA
[2] Oklahoma State Univ, Dept Biosyst & Agr Engn, Stillwater, OK 74078 USA
[3] Kansas State Univ, Dept Agron, Garden City, KS USA
关键词
nitrogen; wheat; precision agriculture; SPATIAL VARIABILITY; GROWTH STAGE; NITROGEN;
D O I
10.1080/01904167.2012.684133
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Indirect sensor-based measurements have made on-the-go by-plant recognition possible. This in turn has enabled high resolution by-plant management. The objective of this study was to estimate final grain yield of each corn (Zea mays L.) plant by collecting the normalized difference vegetation index (NDVI), plant height, and distance between plants at the 8-leaf growth stage (V8). The NDVI readings were collected every 1.2 cm in rows 15 to 30 m in length, and average NDVI per plant was calculated by assuming each plant occupied half the distance between it and its neighbors and calculating an average NDVI value within that respective area. First, an equation was developed to calculate the distance occupied by each plant. Then plant height was used in an equation to estimate competition among plants. A combined model employing plant height, area occupied, and NDVI were used to successfully predict by-plant corn grain yields at V8.
引用
收藏
页码:1429 / 1439
页数:11
相关论文
共 50 条
  • [41] Effects of Missing and Two-Plant Hills on Corn Grain Yield: Research articles
    Nafziger, E. D.
    Journal of Production Agriculture, 1996, 9 (02):
  • [42] INFLUENCE OF WITHIN-ROW VARIABILITY IN PLANT SPACING ON CORN GRAIN-YIELD
    KRALL, JM
    ESECHIE, HA
    RANEY, RJ
    CLARK, S
    TENEYCK, G
    LUNDQUIST, M
    HUMBURG, NE
    AXTHELM, LS
    DAYTON, AD
    VANDERLIP, RL
    AGRONOMY JOURNAL, 1977, 69 (05) : 797 - 799
  • [43] Spatial variability of grain yield of irrigated corn and its correlation with explanatory plant variables
    Vian, Andre Luis
    Santi, Antonio Luis
    Carneiro Amado, Telmo Jorge
    Cherubin, Mauricio Roberto
    Simon, Diego Henrique
    Damian, Junior Melo
    Bredemeier, Christian
    CIENCIA RURAL, 2016, 46 (03): : 464 - 471
  • [44] TREATMENT DESIGNS TO ESTIMATE OPTIMUM PLANT DENSITY FOR MAXIMUM CORN GRAIN-YIELD
    CARMER, SG
    AGRONOMY JOURNAL, 1977, 69 (05) : 803 - 807
  • [45] Predicting In-Season Corn Grain Yield Using Optical Sensors
    Oglesby, Camden
    Fox, Amelia A. A.
    Singh, Gurbir
    Dhillon, Jagmandeep
    AGRONOMY-BASEL, 2022, 12 (10):
  • [46] Relationship of Corn Yield, Biomass, and Leaf Nitrogen with Normalized Difference Vegetation Index and Plant Height
    Yin, Xinhua
    McClure, M. Angela
    AGRONOMY JOURNAL, 2013, 105 (04) : 1005 - 1016
  • [47] The effects of cut height and fungicide application on whole-plant corn silage yield.
    Cardoso, F. F.
    Kemp, S. E.
    Schmidt, R.
    Cardoso, F. C.
    JOURNAL OF DAIRY SCIENCE, 2020, 103 : 248 - 248
  • [48] Predicting Days to Maturity, Plant Height, and Grain Yield in Soybean: A Machine and Deep Learning Approach Using Multispectral Data
    Teodoro, Paulo Eduardo
    Teodoro, Larissa Pereira Ribeiro
    Baio, Fabio Henrique Rojo
    da Silva Jr, Carlos Antonio
    dos Santos, Regimar Garcia
    Ramos, Ana Paula Marques
    Pinheiro, Mayara Maezano Faita
    Osco, Lucas Prado
    Goncalves, Wesley Nunes
    Carneiro, Alexsandro Monteiro
    Marcato Jr, Jose
    Pistori, Hemerson
    Shiratsuchi, Luciano Shozo
    REMOTE SENSING, 2021, 13 (22)
  • [49] HERITABILITY AND INHERITANCE OF PLANT HEIGHT, HEADING DATE AND GRAIN YIELD IN 4 SPRING WHEAT CROSSES
    ANWAR, AR
    CHOWDHRY, AR
    CROP SCIENCE, 1969, 9 (06) : 760 - &
  • [50] ALLELE VARIATION IN LOCI FOR ADAPTIVE RESPONSE AND PLANT HEIGHT AND ITS EFFECT ON GRAIN YIELD IN WHEAT
    Kolev, S.
    Ganeva, G.
    Christov, N.
    Belchev, I.
    Kostov, K.
    Tsenov, N.
    Rachovska, G.
    Landgeva, S.
    Ivanov, M.
    Abu-Mhadi, N.
    Todorovska, E.
    BIOTECHNOLOGY & BIOTECHNOLOGICAL EQUIPMENT, 2010, 24 (02) : 1807 - 1813