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Potassium deficiency diagnosis method of apple leaves based on MLR-LDA-SVM

文献类型： 外文期刊

作者： Xu, Kun 1 ; Sun, Lin-Lin 1 ; Wang, Jing 1 ; Liu, Shuang-Xi 1 ; Yang, Hua-Wei 2 ; Xu, Ning 2 ; Zhang, Hong-Jian 1 ; Wang, Jin-Xing 1 ;

作者机构： 1.Shandong Agr Univ, Coll Mech & Elect Engn, Tai An, Peoples R China

2.Shandong Acad Agr Sci, Shandong Acad Agr Machinery Sci, Jinan, Peoples R China

3.Shandong Agr Univ, Shandong Prov Key Lab Hort Machinery & Equipment, Tai An 271018, Peoples R China

4.Shandong Agr Univ, Shandong Agr Equipment Intelligent Engn Lab, Tai An, Peoples R China

关键词： apple leaves; potassium deficiency; diagnostic method; support vector machine; shape-color feature

期刊名称：FRONTIERS IN PLANT SCIENCE （ 影响因子：5.6； 五年影响因子：6.8 ）

ISSN： 1664-462X

年卷期： 2023 年 14 卷

页码：

收录情况： SCI

摘要： IntroductionAt present, machine learning and image processing technology are widely used in plant disease diagnosis. In order to address the challenges of subjectivity, cost, and timeliness associated with traditional methods of diagnosing potassium deficiency in apple tree leaves.MethodsThe study proposes a model that utilizes image processing technology and machine learning techniques to enhance the accuracy of detection during each growth period. Leaf images were collected at different growth stages and processed through denoising and segmentation. Color and shape features of the leaves were extracted and a multiple regression analysis model was used to screen for key features. Linear discriminant analysis was then employed to optimize the data and obtain the optimal shape and color feature factors of apple tree leaves during each growth period. Various machine-learning methods, including SVM, DT, and KNN, were used for the diagnosis of potassium deficiency.ResultsThe MLR-LDA-SVM model was found to be the optimal model based on comprehensive evaluation indicators. Field experiments were conducted to verify the accuracy of the diagnostic model, achieving high diagnostic accuracy during different growth periods.DiscussionThe model can accurately diagnose whether potassium deficiency exists in apple tree leaves during each growth period. This provides theoretical guidance for intelligent and precise water and fertilizer management in orchards.

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