A control system for fine farming of apple trees

Xuehua Liu, Haojie Liu, Siyuan Yu, Zhenpeng Zhong
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Abstract

Apples are susceptible to diseases during growth that can reduce yields and cause economic losses. The common types of diseases of apple leaves are mainly spotted leaf drop, brown spot, grey spot, tobacco leaf blossom and rust. In this paper, a control system for the fine breeding of apple trees is designed to address the problem of the five diseases mentioned above affecting the growth of apple trees. The system uses a convolutional neural network to build a CNN model for disease identification of apple leaves. The data set is first processed using a pre-processing model (Xception) and the processed data is loaded into the built model. The experiments show that the accuracy of disease recognition using this model is high, and that fine farming of apple trees can be achieved through the control system.
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一种苹果树精细栽培的控制系统
苹果在生长过程中易受病害影响,这些病害会降低产量并造成经济损失。苹果叶片常见病害类型主要有斑落病、褐斑病、灰斑病、烟叶花病和锈病。本文针对上述五种病害影响苹果树生长的问题,设计了一套苹果树优良育种控制系统。该系统利用卷积神经网络建立了苹果叶片病害识别的CNN模型。首先使用预处理模型(Xception)处理数据集,然后将处理后的数据加载到构建的模型中。实验结果表明,该模型对苹果病害的识别准确率较高,可以实现苹果的精细化种植。
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