Quantitative monitoring of salt stress in rice with solar-induced chlorophyll fluorescence

被引:7
|
作者
Wang, Kangkang [1 ,2 ]
Zhu, Jie [1 ]
Xu, Xinwen [1 ]
Li, Tongjie [1 ]
Wang, Xue [1 ]
Warner, Timothy A. [3 ]
Cheng, Tao [1 ]
Zhu, Yan [1 ]
Cao, Weixing [1 ]
Yao, Xia [1 ]
Zhang, Zhengdong [2 ]
机构
[1] Nanjing Agr Univ, Natl Engn & Technol Ctr Informat Agr NETCIA, MOE Engn Res Ctr Smart Agr, MARA Key Lab Crop Syst Anal & Decis Making,Jiangsu, One Weigang, Nanjing 210095, Jiangsu, Peoples R China
[2] Jiangsu Prov Agr Reclamat & Dev Corp, Inst Modern Agr, Nanjing 210031, Jiangsu, Peoples R China
[3] West Virginia Univ, Dept Geol & Geog, Morgantown, WV USA
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
Salt stress; Solar-induced chlorophyll fluorescence; Salt Stress Response Index; Principal component analysis; Membership function; Support vector machine; LINE DISCRIMINATION METHOD; SUN-INDUCED FLUORESCENCE; SALINITY STRESS; HYPERSPECTRAL IMAGERY; VEGETATION INDEXES; PHOTOSYNTHESIS; GROWTH; WHEAT; RESPONSES; DROUGHT;
D O I
10.1016/j.eja.2023.126954
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Under salt stress, rice leaves usually accumulate sodium and chloride ions, causing water loss. The consequent nutrition imbalance and damage to photosynthetic systems ultimately affects growth and development. Therefore, early identification of rice salt stress is important for timely amelioration to reduce rice yield loss. Solar induced chlorophyll fluorescence (SIF) shows substantial effectiveness for its quick and sensitive response to early-stage stress, suggesting its potential for early crop stress detection. To further assess the capacity of SIF for salt stress detection, this study conducted field plot experiments with a single rice cultivar across two growth stages jointing and booting. The leaf reflectance spectrum of rice was obtained using an ASD FieldSpec Pro FR portable field spectrometer (Analytical Spectral Devices, Boulder, Colorado, USA) and a leaf clip holder. The leaf solar-induced chlorophyll fluorescence (SIF) spectrum was obtained from an ASD coupling filter and FluoWat, which filters out incident sunlight beyond 650 nm. We calculated nine SIF yield indices (FYs), including TFY687 (upward fluorescence yield at 687 nm), TFY739 (upward fluorescence yield at 739 nm), jFY739 (downward fluorescence yield at 739 nm), totFY687 (total of upward and downward fluorescence yield at 687 nm), totFY739 (total upward and downward fluorescence yield at 739 nm). We also explored the adaptive regulation of three biological rice parameters under salt stress: the net photosynthetic rate (Photo), chlorophyll content (Chl), and maximum photochemical efficiency of photosystem II (Fv/Fm). Photo was the most sensitive to salt stress, and showed significant differences on the first day under salt stress. A salt stress response index (SSRI), which combines physiological and biochemical parameters, was constructed to describe the salt stress level. SSRI showed a significant difference on the first day of salt stress, and the dynamics of SSRI were consistent with that of Photo. In addition, we clarified the change rule of SIF for rice leaves under the salt stress. The gray correlation analysis identified five SIF fluorescence yield indices (FYs) that are highly correlated with SSRI: totFY739, jFY739, TFY739, totFY687, and TFY687. Based on the results of gray correlation analysis, a support vector regression model of SSRI was established, which gave an excellent result as follow: R2 of the calibration for the all dataset, booting dataset, and jointing dataset were 0.74, 0.74, and 0.70, respectively, and R2 of the validation data were 0.71, 0.73, and 0.68. In summary, the proposed method to quantitatively detect rice leaf salt stress based on SIF technology allows the early monitoring of rice leaf salt stress.
引用
收藏
页数:14
相关论文
共 50 条
  • [41] A model for estimating transpiration from remotely sensed solar-induced chlorophyll fluorescence
    Shan, Nan
    Zhang, Yongguang
    Chen, Jing M.
    Ju, Weimin
    Migliavacca, Mirco
    Penuelas, Josep
    Yang, Xi
    Zhang, Zhaoying
    Nelson, Jacob A.
    Goulas, Yves
    REMOTE SENSING OF ENVIRONMENT, 2021, 252
  • [42] Drought and Waterlogging Stress Regimes in Northern Peatlands Detected Through Satellite Retrieved Solar-Induced Chlorophyll Fluorescence
    Valkenborg, Bram
    De Lannoy, Gabrielle J. M.
    Gruber, Alexander
    Miralles, Diego G.
    Koehler, Philipp
    Frankenberg, Christian
    Desai, Ankur R.
    Humphreys, Elyn
    Klatt, Janina
    Lohila, Annalea
    Nilsson, Mats B.
    Tuittila, Eeva-Stiina
    Bechtold, Michel
    GEOPHYSICAL RESEARCH LETTERS, 2023, 50 (19)
  • [43] Assessing the potential of red solar-induced chlorophyll fluorescence for drought monitoring in different growth stages of winter wheat
    Zhou, Litao
    Lin, Jingyu
    Wu, Jianjun
    Du, Ruohua
    Chen, Meng
    Zhao, Bingyu
    Yang, Rui
    ECOLOGICAL INDICATORS, 2024, 161
  • [44] Remote sensing monitoring of wheat stripe rust based on red solar-induced chlorophyll fluorescence escape rate
    Jing, Xia
    Zhang, Zhenhua
    Ye, Qixing
    Zhang, Erni
    Zhao, Jiaqi
    Chen, Bing
    Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering, 2024, 40 (17): : 179 - 187
  • [45] Estimation of global transpiration from remotely sensed solar-induced chlorophyll fluorescence
    Yang, Jingjing
    Liu, Zhunqiao
    Yu, Qiang
    Lu, Xiaoliang
    REMOTE SENSING OF ENVIRONMENT, 2024, 303
  • [46] Solar-induced chlorophyll fluorescence and short-term photosynthetic response to drought
    Helm, Levi T.
    Shi, Hanyu
    Lerdau, Manuel T.
    Yang, Xi
    ECOLOGICAL APPLICATIONS, 2020, 30 (05)
  • [47] Variability of Remotely Sensed Solar-Induced Chlorophyll Fluorescence in Relation to Climate Indices
    He, Katherine
    Li, Wenhong
    He, Ruoying
    ENVIRONMENTS, 2022, 9 (09)
  • [48] Flash drought early warning based on the trajectory of solar-induced chlorophyll fluorescence
    Mohammadi, Koushan
    Jiang, Yelin
    Wang, Guiling
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2022, 119 (32)
  • [49] Tracing the nitrogen nutrient status of crop based on solar-induced chlorophyll fluorescence
    Yin, Yuming
    Zhu, Jie
    Xu, Xinwen
    Jia, Min
    Warner, Timothy A.
    Wang, Xue
    Li, Tongjie
    Cheng, Tao
    Zhu, Yan
    Cao, Weixing
    Yao, Xia
    EUROPEAN JOURNAL OF AGRONOMY, 2023, 149
  • [50] Exploring the Sensitivity of Solar-Induced Chlorophyll Fluorescence at Different Wavelengths in Response to Drought
    Xu, Shan
    Liu, Zhigang
    Han, Shuai
    Chen, Zhuang
    He, Xue
    Zhao, Huarong
    Ren, Sanxue
    REMOTE SENSING, 2023, 15 (04)