Identification of Isotonic Drought Stress and Salt Stress in Wheat Seedling Based on Plant Electric Signal

被引:0
|
作者
Li J. [1 ,2 ]
Li Y. [1 ,3 ]
De Oliveira R.F. [4 ]
Yao J. [1 ,3 ]
Huang L. [1 ,3 ]
Wang Z. [1 ,2 ]
机构
[1] College of Information and Electrical Engineering, China Agricultural University, Beijing
[2] Key Laboratory of Modern Precision Agriculture System Integration Research, Ministry of Education, China Agricultural University, Beijing
[3] Key Laboratory of Agricultural Information Acquisition Technology (Beijing), Ministry of Agriculture and Rural Affairs, China Agricultural University, Beijing
[4] Luiz de Queiroz College of Agriculture (ESALQ), University of São Paulo, Piracicaba
关键词
Isotonic drought stress and salt stress; Leaf surface potentials of wheat seedlings; Light-induced plant electrical signals; Support vector machine;
D O I
10.6041/j.issn.1000-1298.2021.07.024
中图分类号
学科分类号
摘要
In order to solve the problem that drought stress and salt stress are difficult to distinguish in the early stage when plants are under stress, a method was proposed to identify drought stress and salt stress based on light-induced plant electrical signals. The illumination/darkness cycle stimulation was used to obtain the surface potentials of wheat seedlings under normal conditions, as well as under isotonic drought and salt stress. One-versus-one support vector machine (OVOSVM) was used to classify the obtained plant electrical signals. The results of 3-fold cross validation showed that the two-class classification of wheat seedling leaf surface potential under normal and drought stress had an accuracy of 100%, and the two-class classification of leaf surface potential under normal and salt stress had an accuracy of 94.44%. The accuracy of three-class classifications reached 96.30%. Under the conditions of isosmotic drought stress and salt stress, the classification accuracy of wheat seedling leaf surface potential was 100%. The results showed that plant electrical signals can be used as a method to identify adversity stress, and can accurately identify early drought stress and salt stress under isotonic conditions. © 2021, Chinese Society of Agricultural Machinery. All right reserved.
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页码:231 / 236
页数:5
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