Drought phenotyping in Vitis vinifera using RGB and NIR imaging

被引:38
作者
Briglia, Nunzio [1 ]
Montanaro, Giuseppe [1 ]
Petrozza, Angelo [2 ]
Summerer, Stephan [2 ]
Cellini, Francesco [2 ]
Nuzzo, Vitale [1 ]
机构
[1] Univ Basilicata, Dipartimento Culture Europee & Mediterraneo, Via Lanera 20, I-75100 Matera, Italy
[2] ALSIA Ctr Ric Metapontum Agrobios, Ss Jon 106,Km 448,2, I-75010 Metaponto, MT, Italy
关键词
Affordable phenotyping; EPPN; Grapevine; Image analysis; Leaf gas exchanges; Water potential; Water stress; WATER-USE EFFICIENCY; CHLOROPHYLL FLUORESCENCE; PHYSIOLOGICAL-RESPONSES; DEFICIT IRRIGATION; GRAPEVINE; PLANT; STRESS; L; GROWTH; QUANTIFICATION;
D O I
10.1016/j.scienta.2019.108555
中图分类号
S6 [园艺];
学科分类号
0902 ;
摘要
This study examined whether morphophysiological traits (i.e., leaf area, plant water consumption, leaf water potential) of drought stressed grapevines (Vitis vinifera L.) might be determined through the use of non-destructive RGB and NIR image-based analysis techniques for possible implementation of affordable phenotyping. The study was carried out at a centre which is part of the European Plant Phenotyping Network (EPPN) also aiming at contribute to the standardisation of phenotyping protocols. Four groups of 20 potted vines each were subjected to various irrigation treatments restoring 100% (control), 75% (IRR75%), 50% (IRR50%) and 25% (IRR25%) of their daily water consumption within a 22-day period of drought imposition. Leaf gas exchanges, leaf water potential (Psi), photosystem II efficiency (F-v/F-m), RGB and NM data were simultaneously collected during drought imposition. Values of Psi in IRR25% vines reached -1.2 PPa pre-dawn, in turn stomatal conductance and net photosynthetic rate reached values as low as approx. 0.02 mol H2O m(-2) s(-1) and 1.0 mu mol CO2 m(-2) s(-1), respectively. Through a cross-validation analysis, this study modelled (R-2 = 0.78) the estimation of plant canopy area based on the number of pixel of RGB images of vines under various drought levels. Estimated leaf area was employed to calculate water consumption per unit leaf area, which resulted correlated (R-2 = 0.86) with Psi. Results revealed a correlation between Psi, and Dark Green colour class (R-2 = 0.71) and suggest a new working hypothesis concerning the phenotyping of leaf (or petiole) angle. NIR and Dark Green colour fraction decreased with increasing levels of drought while the Yellow one increased. The outcomes presented may strengthen the role of RGB and NIR based images to identify the occurrence of water-stress in Vitis spp. and contribute to both the standardisation of phenotyping protocols pursued by the global phenotyping community and the possible development of new tools for precision irrigation in a HTP domain.
引用
收藏
页数:10
相关论文
共 65 条
  • [1] Effects of grapevine (Vitis vinifera L.) water status on water consumption, vegetative growth and grape quality: An irrigation scheduling application to achieve regulated deficit irrigation
    Acevedo-Opazo, C.
    Ortega-Farias, S.
    Fuentes, S.
    [J]. AGRICULTURAL WATER MANAGEMENT, 2010, 97 (07) : 956 - 964
  • [2] Moderate to severe water limitation differentially affects the phenome and ionome of Arabidopsis
    Acosta-Gamboa, Lucia M.
    Liu, Suxing
    Langley, Erin
    Campbell, Zachary
    Castro-Guerrero, Norma
    Mendoza-Cozatl, David
    Lorence, Argelia
    [J]. FUNCTIONAL PLANT BIOLOGY, 2017, 44 (01) : 94 - 106
  • [3] [Anonymous], 1965, Methods of Soil Analysis. Part II
  • [4] A growth phenotyping pipeline for Arabidopsis thaliana integrating image analysis and rosette area modeling for robust quantification of genotype effects
    Arvidsson, Samuel
    Perez-Rodriguez, Paulino
    Mueller-Roeber, Bernd
    [J]. NEW PHYTOLOGIST, 2011, 191 (03) : 895 - 907
  • [5] Vineyard irrigation scheduling based on airborne thermal imagery and water potential thresholds
    Bellvert, J.
    Zarco-Tejada, P. J.
    Marsal, J.
    Girona, J.
    Gonzalez-Dugo, V.
    Fereres, E.
    [J]. AUSTRALIAN JOURNAL OF GRAPE AND WINE RESEARCH, 2016, 22 (02) : 307 - 315
  • [6] High-throughput shoot imaging to study drought responses
    Berger, Bettina
    Parent, Boris
    Tester, Mark
    [J]. JOURNAL OF EXPERIMENTAL BOTANY, 2010, 61 (13) : 3519 - 3528
  • [7] Boso S, 2010, VITIS, V49, P43
  • [8] Is photosynthesis limited by decreased Rubisco activity and RuBP content under progressive water stress?
    Bota, J
    Medrano, H
    Flexas, J
    [J]. NEW PHYTOLOGIST, 2004, 162 (03) : 671 - 681
  • [9] Using vegetation indices derived from conventional digital cameras as selection criteria for wheat breeding in water-limited environments
    Casadesus, J.
    Kaya, Y.
    Bort, J.
    Nachit, M. M.
    Araus, J. L.
    Amor, S.
    Ferrazzano, G.
    Maalouf, F.
    Maccaferri, M.
    Martos, V.
    Ouabbou, H.
    Villegas, D.
    [J]. ANNALS OF APPLIED BIOLOGY, 2007, 150 (02) : 227 - 236
  • [10] Grapevine under deficit irrigation: hints from physiological and molecular data
    Chaves, M. M.
    Zarrouk, O.
    Francisco, R.
    Costa, J. M.
    Santos, T.
    Regalado, A. P.
    Rodrigues, M. L.
    Lopes, C. M.
    [J]. ANNALS OF BOTANY, 2010, 105 (05) : 661 - 676