Yield prediction in wheat (Triticum aestivum L.) using spectral reflectance indices

被引:19
|
作者
Chandel, N. S. [1 ]
Tiwari, P. S. [1 ]
Singh, K. P. [1 ]
Jat, D. [1 ]
Gaikwad, B. B. [1 ]
Tripathi, H. [1 ]
Golhani, K. [1 ]
机构
[1] ICAR Cent Inst Agr Engn, Bhopal 462038, India
来源
CURRENT SCIENCE | 2019年 / 116卷 / 02期
关键词
Nitrogen management; spectral reflectance; vegetation indices; wheat; yield estimation; WINTER-WHEAT; GRAIN-YIELD; VEGETATION INDEXES; NITROGEN STATUS; CANOPY; WATER; SOIL;
D O I
10.18520/cs/v116/i2/272-278
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Influence of nitrogen on vegetative growth of wheat is significant, and can be monitored and assessed using vegetation indices derived from canopy reflectance at different phenological growth stages. The aim of the present work was to establish a regression model for yield prediction of wheat using spectral reflectance indices (SRIs), normalized difference nitrogen index (NDNI), normalized difference vegetation index (NDVI), normalized difference water index (NDWI) and soil adjusted vegetation index (SAVI) for selected phenological growth stages of wheat. The canopy spectral reflectance was recorded during three winter seasons (2014-2017) for irrigated wheat. A hyperspectral library of canopy reflectance was developed, which enables the study of spectra independent of different nitrogen management practices. It indicated that the precise level of nitrogen for irrigated wheat may be 90 kg ha(-1) in vertisols under agro-climatic of central India. Coefficient of variation (CV) was determined based on significance test between eight levels of nitrogen and SRI values. On the basis of CV, NDVI and NDWI were selected among the four spectral indices for the study of correlation between grain and biomass yields and nitrogen levels for four growth stages, viz. tillering, booting, heading and milking. A regression model was developed to find the best representative stage for yield prediction among the four stages. The regression model indicated that the relations of NDVI with grain and biomass yields were stronger in the heading stage, and it resulted in 96% accurate estimation of grain and biomass yields in irrigated wheat.
引用
收藏
页码:272 / 278
页数:7
相关论文
共 50 条
  • [31] The Effect of Cutting On The Yield and Yield Components of Bread Wheat (Triticum aestivum L.) Cultivars
    Çelen, A. Esen
    Soya, Hikmet
    [J]. Turkish Journal of Agriculture and Forestry, 1999, 23 (10): : 885 - 890
  • [32] Spectral vegetation indices selected for quantifying Russian wheat aphid (Diuraphis noxia) feeding damage in wheat (Triticum aestivum L.)
    Mirik, M.
    Ansley, R. J.
    Michels, G. J., Jr.
    Elliott, N. C.
    [J]. PRECISION AGRICULTURE, 2012, 13 (04) : 501 - 516
  • [33] Spectral vegetation indices selected for quantifying Russian wheat aphid (Diuraphis noxia) feeding damage in wheat (Triticum aestivum L.)
    M. Mirik
    R. J. Ansley
    G. J. Michels
    N. C. Elliott
    [J]. Precision Agriculture, 2012, 13 : 501 - 516
  • [34] Effects of Nitrogen on Photosynthetic Productivity and Yield Quality of Wheat (Triticum aestivum L.)
    Noor, Hafeez
    Yan, Zhouzuo
    Sun, Peijie
    Zhang, Limin
    Ding, Pengcheng
    Li, Linghong
    Ren, Aixia
    Sun, Min
    Gao, Zhiqiang
    [J]. AGRONOMY-BASEL, 2023, 13 (06):
  • [35] Growth and yield response of spring wheat (Triticum aestivum L.) to inoculation with rhizobacteria
    Salanturi, A.
    Ozturk, A.
    Akten, S.
    [J]. PLANT SOIL AND ENVIRONMENT, 2006, 52 (03) : 111 - 118
  • [36] YIELD OF WINTER WHEAT (TRITICUM AESTIVUM L.) ON DIFFERENT SOIL TILLAGE VARIANTS
    Jug, D.
    Krnjaic, S.
    Stipesevic, B.
    [J]. POLJOPRIVREDA, 2006, 12 (01):
  • [37] Genetics of yield, abiotic stress tolerance and biofortification in wheat (Triticum aestivum L.)
    Pushpendra Kumar Gupta
    Harindra Singh Balyan
    Shailendra Sharma
    Rahul Kumar
    [J]. Theoretical and Applied Genetics, 2020, 133 : 1569 - 1602
  • [38] EFFECT OF SALINITY ON GRAIN YIELD AND GRAIN QUALITY OF WHEAT (Triticum aestivum L.)
    Abbas, Ghulam
    Saqib, Muhammad
    Rafique, Qaisir
    Rahman, M. Atiq ur
    Akhtar, Javaid
    ul Haq, M. Anwar
    Nasim, M.
    [J]. PAKISTAN JOURNAL OF AGRICULTURAL SCIENCES, 2013, 50 (02): : 185 - 189
  • [39] Spectral reflectance characteristics to distinguish Malva neglecta in wheat (Triticum aestivum)
    Kaur, Ramanjit
    Jaidka, Manpreet
    [J]. INDIAN JOURNAL OF AGRICULTURAL SCIENCES, 2014, 84 (10): : 1243 - 1249
  • [40] Irrigation and nitrogen effects on grain development and yield in wheat (Triticum aestivum L.)
    Waraich, Ejaz Ahmad
    Ahmad, R.
    Ali, Anser
    Ullah, Saif
    [J]. PAKISTAN JOURNAL OF BOTANY, 2007, 39 (05) : 1663 - 1672