Prediction of Cleaning Loss of Combine Harvester Based on Neural Network

被引：4

作者：

Li, Bo ^{[1
]}

Li, Tingting ^{[1
]}

Jiang, Qing ^{[2
]}

Huang, He ^{[2
]}

Zhang, Zhengyong ^{[2
]}

Wei, Yuanyuan ^{[2
]}

Sun, BingYu ^{[2
]}

Jia, Xiufang ^{[2
]}

Li, Bin ^{[3
]}

Yin, Yanxin ^{[3
]}

机构：

[1] East China Jiaotong Univ, Software Sch, Nanchang 330013, Jiangxi, Peoples R China

[2] Chinese Acad Sci, Inst Intelligent Machines, Hefei 230031, Peoples R China

[3] Beijing Res Ctr Intelligent Equipment Agr, Beijing, Peoples R China

来源：

INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE | 2020年 / 34卷 / 07期

基金：

中国国家自然科学基金;

关键词：

Prediction; neural network; combine harvester; influencing factors; SPEED CONTROL; SYSTEM;

D O I：

10.1142/S0218001420590211

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper explores the performance and obtains a reasonable cleaning effect of the cleaning system of combine harvester and studies the relationship between the cleaning effect of the combine harvester cleaning system and its influencing factors. We established a neural network model between the cleaning loss rate and the clean system parameters. First, we tested the results of the cleaning performance of each group under different combinations of conditions, and analyzed the direct or indirect relationship between the cleaning loss rate and the parameters in the experiment under each working condition. Then, according to the experimental data obtained in the experiment, we predict the clearance loss rate for several sets of conditions by this model. The experimental results show that the prediction results of the model can meet the experimental requirements under the condition that the accuracy is not very high.

引用

页数：14

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