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Prediction of Cleaning Loss of Combine Harvester Based on Neural Network

文献类型：期刊论文

作者Li, Bo1; Li, Tingting1; Jiang, Qing2; Huang, He2; Zhang, Zhengyong2; Wei, Yuanyuan2; Sun, BingYu2; Jia, Xiufang2; Li, Bin3; Yin, Yanxin3
刊名INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE
出版日期2020-06-30
卷号34
关键词Prediction neural network combine harvester influencing factors
ISSN号0218-0014
DOI10.1142/S0218001420590211
通讯作者Jiang, Qing(jiangqing@iim.ac.cn) ; Huang, He(hhuang@iim.ac.cn)
英文摘要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.
WOS关键词SPEED CONTROL ; SYSTEM
资助项目Thirteenth Five-Year National Key Research and Development Program of China[2016YFD0702002] ; Thirteenth Five-Year National Key Research and Development Program of China[2016YFD0702001] ; Thirteenth Five-Year National Key Research and Development Program of China[2016YFD0702003] ; Thirteenth Five-Year National Key Research and Development Program of China[2017YFD0700705-3] ; Thirteenth Five-Year National Key Research and Development Program of China[2017YFD0700501] ; National Natural Science Foundation of China[61773360] ; National Natural Science Foundation of China[61863013] ; National Natural Science Foundation of China[61503362] ; National Natural Science Foundation of China[61305111] ; National Natural Science Foundation of China[31671586] ; National Natural Science Foundation of China[91420104] ; Natural Science Foundation of Anhui Province[1508085MF133] ; Research of Agricultural Science and Technology in Ningxia[XD-XMBW-2016001] ; Natural key projects of the Department of Education of Anhui Province[KJ2016A305] ; Key technology and equipment research and development of intelligent harvest of Chinese wolfberry with high efficiency and low loss[XD-XMBW-2016001] ; Construction of test and maturation platform for complete sets of hardware and software in Agricultural Internet of things (Shanghai agriculture promotion word (2016)[2-5-11]
WOS研究方向Computer Science
语种英语
WOS记录号WOS:000545969600010
出版者WORLD SCIENTIFIC PUBL CO PTE LTD
资助机构Thirteenth Five-Year National Key Research and Development Program of China ; National Natural Science Foundation of China ; Natural Science Foundation of Anhui Province ; Research of Agricultural Science and Technology in Ningxia ; Natural key projects of the Department of Education of Anhui Province ; Key technology and equipment research and development of intelligent harvest of Chinese wolfberry with high efficiency and low loss ; Construction of test and maturation platform for complete sets of hardware and software in Agricultural Internet of things (Shanghai agriculture promotion word (2016)
源URL[http://ir.hfcas.ac.cn:8080/handle/334002/94790]  
专题中国科学院合肥物质科学研究院
通讯作者Jiang, Qing; Huang, He
作者单位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
推荐引用方式
GB/T 7714		 Li, Bo,Li, Tingting,Jiang, Qing,et al. Prediction of Cleaning Loss of Combine Harvester Based on Neural Network[J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE,2020,34.
APA Li, Bo.,Li, Tingting.,Jiang, Qing.,Huang, He.,Zhang, Zhengyong.,...&Yin, Yanxin.(2020).Prediction of Cleaning Loss of Combine Harvester Based on Neural Network.INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE,34.
MLA Li, Bo,et al."Prediction of Cleaning Loss of Combine Harvester Based on Neural Network".INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE 34(2020).

入库方式： OAI收割

来源：合肥物质科学研究院

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