Non-destructive assessment of grapevine water status in the field using a portable NIR spectrophotometer

被引:36
|
作者
Tardaguila, Javier [1 ]
Fernandez-Novales, Juan [1 ]
Gutierrez, Salvador [1 ]
Paz Diago, Maria [1 ]
机构
[1] Univ La Rioja, Inst Ciencias Vid & Vino, Gobierno La Rioja, CSIC, Ctra Burgos Km 6, Logrono 26007, La Rioja, Spain
关键词
stem water potential; relative water content; vineyard water status variability; leaf spectra; modified partial least squares; INFRARED-SPECTROSCOPY; REFLECTANCE; INDEXES; STRESS;
D O I
10.1002/jsfa.8241
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
BACKGROUND: Until now, the majority of methods employed to assess grapevine water status have been destructive, time-intensive, costly and provide information of a limited number of samples, thus the ability of revealing within-field water status variability is reduced. The goal of this work was to evaluate the capability of non-invasive, portable near infrared (NIR) spectroscopy acquired in the field, to assess the grapevine water status in diverse varieties, grown under different environmental conditions, in a fast and reliable way. The research was conducted 2 weeks before harvest in 2012, in two commercial vineyards, planted with eight different varieties. Spectral measurements were acquired in the field on the adaxial and abaxial sides of 160 individual leaves (20 leaves per variety) using a commercially available handheld spectrophotometer (1600-2400 nm). RESULTS: Principal component analysis (PCA) and modified partial least squares (MPLS) were used to interpret the spectra and to develop reliable prediction models for stem water potential (psi(s)) (cross-validation correlation coefficient (r(cv)) ranged from 0.77 to 0.93, and standard error of cross validation (SECV) ranged from 0.10 to 0.23), and leaf relative water content (RWC) (rcv ranged from 0.66 to 0.81, and SECV between 1.93 and 3.20). The performance differences between models built from abaxial and adaxial-acquired spectra is also discussed. CONCLUSIONS: The capability of non-invasive NIR spectroscopy to reliably assess the grapevine water status under field conditions was proved. This technique can be a suitable and promising tool to appraise within-field variability of plant water status, helpful to define optimised irrigation strategies in the wine industry. (C) 2017 Society of Chemical Industry
引用
收藏
页码:3772 / 3780
页数:9
相关论文
共 50 条
  • [21] Rapid non-destructive assessment of pork edible quality by using VIS/NIR spectroscopic technique
    Zhang, Leilei
    Peng, Yankun
    Dhakal, Sagar
    Song, Yulin
    Zhao, Juan
    Zhao, Songwei
    SENSING FOR AGRICULTURE AND FOOD QUALITY AND SAFETY V, 2013, 8721
  • [22] Chemometrics driven portable Vis-SWNIR spectrophotometer for non-destructive quality evaluation of raw tomatoes
    Sharma, Arun
    Kumar, Ritesh
    Kumar, Nishant
    Kaur, Kuljinder
    Saxena, Vikas
    Ghosh, Priyadeep
    CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2023, 242
  • [23] Assessment of Woodcrete Using Destructive and Non-Destructive Test Methods
    Fadiel, Ashraf A. M.
    Abu-Lebdeh, Taher
    Petrescu, Florian Ion T.
    MATERIALS, 2022, 15 (09)
  • [24] Non-destructive determination of quality traits of cashew apples (Anacardium occidentale, L.) using a portable near infrared spectrophotometer
    Dias Ribeiro, Livia Paulia
    Monteiro da Silva, Ana Priscila
    de Lima, Aliny Alencar
    Silva, Ebenezer de Oliveira
    Rinnan, Asmund
    Pasquini, Celio
    JOURNAL OF NEAR INFRARED SPECTROSCOPY, 2016, 24 (01) : 77 - 82
  • [25] Support Vector Machine and Artificial Neural Network Models for the Classification of Grapevine Varieties Using a Portable NIR Spectrophotometer
    Gutierrez, Salvador
    Tardaguila, Javier
    Fernandez-Novales, Juan
    Diago, Maria P.
    PLOS ONE, 2015, 10 (11):
  • [26] Tahiti Lime Postharvest and Non-Destructive Assessment of Essential Oils by NIR Spectroscopy
    Diaz-Candelas, Cecilia C.
    Morales-Payan, Jose P.
    Romanach, Rodolfo
    Kolterman, Duane A.
    Garrastazu, Sonia M.
    XII INTERNATIONAL CITRUS CONGRESS - INTERNATIONAL SOCIETY OF CITRICULTURE, 2015, 1065 : 1463 - 1469
  • [27] Non-destructive assessment of the internal quality of intact persimmon using colour and VIS/NIR hyperspectral imaging
    Munera, Sandra
    Besada, Cristina
    Aleixos, Nuria
    Talens, Pau
    Salvador, Alejandra
    Sun, Da-Wen
    Cubero, Sergio
    Blasco, Jose
    LWT-FOOD SCIENCE AND TECHNOLOGY, 2017, 77 : 241 - 248
  • [28] Non-destructive determination of water-holding capacity in fresh beef by using NIR hyperspectral imaging
    ElMasry, Gamal
    Sun, Da-Wen
    Allen, Paul
    FOOD RESEARCH INTERNATIONAL, 2011, 44 (09) : 2624 - 2633
  • [29] Non-destructive assessment of olive fruit ripening by portable near infrared spectroscopy
    Gracia, A.
    Leon, L.
    GRASAS Y ACEITES, 2011, 62 (03) : 268 - 274
  • [30] NON-DESTRUCTIVE TESTING IN FIELD
    EVANS, DJ
    CHEMICAL ENGINEERING PROGRESS, 1970, 66 (09) : 66 - &