VIs-image segmentation method for the estimation of agronomic traits in durum- and winter-wheat cultivars

被引:1
|
作者
Marino, S. [1 ]
Ahmad, U. [1 ]
Alvino, A. [1 ]
机构
[1] Univ Molise, Dept Agr Environm & Food Sci DAEFS, I-86100 Campobasso, Italy
来源
关键词
cluster analysis; vegetation indices; unmanned aerial vehicle; crop yield; PRECISION AGRICULTURE; SOIL; YIELD;
D O I
10.3920/978-90-8686-916-9_48
中图分类号
S2 [农业工程];
学科分类号
0828 ;
摘要
Vegetation indices (VIs) acquired by unmanned aerial vehicle (UAV) images are mainly associated with yield, yield components and crop physiological responses. Monitoring spatial and temporal variability of yield crop traits by remote sensing technique is a basis for a correct adoption of precision farming. The study reports a VIs-image segmentation method for the prediction of agronomic yield traits of seventeen wheat cultivars. The VIs-image segmentation was based on the combination of three VIs images (NDVI, SAVI and OSAVI) to improve the VIs sensitivity of the detection of dynamic monitoring and classification of wheat yield and yield crop traits at flowering stage. As expected, yield differences were recorded between durum and winter wheat cultivars. A cluster identified by high-resolution UAV for determining vegetation indices can be a valid strategy although its effectiveness is closely linked to the cultivar component and, therefore, requires extensive verification, since the genetic component can affect the accuracy.
引用
收藏
页码:403 / 409
页数:7
相关论文
共 28 条
  • [1] AGRONOMIC TRAITS OF VARIETIES IN THE WINTER-WHEAT COLLECTION
    KRYSTOF, Z
    ROSTLINNA VYROBA, 1994, 40 (09): : 793 - 802
  • [2] The responses of winter cultivars of common wheat, durum wheat and spelt to agronomic factors
    Budzynski, W. S.
    Bepirszcz, K.
    Jankowski, K. J.
    Dubis, B.
    Hlasko-Nasalska, A.
    Sokolsk, M. M.
    Olszewski, J.
    Zaluski, D.
    JOURNAL OF AGRICULTURAL SCIENCE, 2018, 156 (10): : 1163 - 1174
  • [3] GENETIC-IMPROVEMENT IN AGRONOMIC TRAITS OF HARD RED WINTER-WHEAT CULTIVARS FROM 1919 TO 1987
    COX, TS
    SHROYER, JP
    LIU, BH
    SEARS, RG
    MARTIN, TJ
    CROP SCIENCE, 1988, 28 (05) : 756 - 760
  • [4] DIFFERENTIAL AGRONOMIC RESPONSE OF WINTER-WHEAT CULTIVARS TO PREANTHESIS ENVIRONMENTAL-STRESS
    ENTZ, MH
    FOWLER, DB
    CROP SCIENCE, 1990, 30 (05) : 1119 - 1123
  • [5] EVALUATION OF YIELD AND AGRONOMIC TRAITS OF NEW WINTER BREAD WHEAT CULTIVARS
    Aktas, Bekir
    GENETIKA-BELGRADE, 2020, 52 (01): : 81 - 96
  • [6] INHERITANCE OF SPIKE NODDING AND ITS ASSOCIATION WITH OTHER AGRONOMIC TRAITS IN WINTER-WHEAT
    REISEN, PM
    QUICK, JS
    CEREAL RESEARCH COMMUNICATIONS, 1987, 15 (2-3) : 143 - 149
  • [7] Fusarium Head Blight Influence on Agronomic and Quality Traits of Winter Wheat Cultivars
    Kresimir Dvojkovic
    Georg Drezner
    Daniela Horvat
    Dario Novoselovic
    Valentina Spanic
    Cereal Research Communications, 2007, 35 : 365 - 368
  • [8] Fusarium head blight influence on agronomic and quality traits of winter wheat cultivars
    Dvojkovic, Kresimir
    Drezner, Georg
    Horvat, Daniela
    Novoselovic, Dario
    Spanic, Valentina
    CEREAL RESEARCH COMMUNICATIONS, 2007, 35 (02) : 365 - 368
  • [9] PROGRESS IN OHIO SOFT RED WINTER-WHEAT BREEDING - GRAIN-YIELD AND AGRONOMIC TRAITS OF CULTIVARS RELEASED FROM 1871 TO 1987
    BERZONSKY, WA
    LAFEVER, HN
    CROP SCIENCE, 1993, 33 (06) : 1382 - 1386
  • [10] Relation of Grain Protein Content and Some Agronomic Traits in European Cultivars of Winter Wheat
    V. Mladenov
    B. Banjac
    A. Krishna
    M. Milošević
    Cereal Research Communications, 2012, 40 : 532 - 541