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作者:

Ma, Weihong (Ma, Weihong.) | Fan, Jinwei (Fan, Jinwei.) (学者:范晋伟) | Li, Qifeng (Li, Qifeng.) | Tang, Yuhang (Tang, Yuhang.)

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EI Scopus

摘要:

An important index for raw milk storage in a dairy farm is the raw milk storage temperature which directly reflects the raw milk quality. Meanwhile, it's hard to centrally manage numerous dairy farms which are not distributed in the same place. We aim to build a kind of raw milk monitoring and warning equipment, gateway and cloud service platform to solve these problems. The raw milk monitoring and warning equipment and service platform were designed to monitor the raw milk temperature in the refrigerated storage tank and provide a warning alarm if an exception occurred. Data-driven modeling was used for acquiring, cleaning, and utilizing data to solve the raw milk storage problems. The raw milk monitoring and warning management system provided a way of predicting and warning for raw milk storage using BP Neural Network and Fuzzy Inference. The test showed that the BP Neural Network and Fuzzy Inference model built in this paper had a good performance in predicting the raw milk storage temperature and reflecting the variation of raw milk temperature in raw milk storage process. The platform and models provided a method to manage the raw milk in dairies and prevent the raw milk from deteriorating caused by the rising temperature. © 2018 China Agricultural University

关键词:

Backpropagation Dairies Digital storage Farms Forecasting Fuzzy inference Fuzzy logic Fuzzy neural networks Gateways (computer networks) Storage as a service (STaaS)

作者机构:

  • [ 1 ] [Ma, Weihong]College of Mechanical Engineering and Applied Electronics Technology, Beijing University of Technology, Beijing; 100124, China
  • [ 2 ] [Ma, Weihong]National Engineering Research Center for Information Technology in Agriculture, Beijing; 100097, China
  • [ 3 ] [Ma, Weihong]Key Laboratory of Agri-informatics, Ministry of Agriculture, Beijing; 100097, China
  • [ 4 ] [Ma, Weihong]Beijing Engineering Research Center of Agriculture Internet of Things, Beijing; 100097, China
  • [ 5 ] [Fan, Jinwei]College of Mechanical Engineering and Applied Electronics Technology, Beijing University of Technology, Beijing; 100124, China
  • [ 6 ] [Li, Qifeng]National Engineering Research Center for Information Technology in Agriculture, Beijing; 100097, China
  • [ 7 ] [Li, Qifeng]Key Laboratory of Agri-informatics, Ministry of Agriculture, Beijing; 100097, China
  • [ 8 ] [Li, Qifeng]Beijing Engineering Research Center of Agriculture Internet of Things, Beijing; 100097, China
  • [ 9 ] [Tang, Yuhang]College of Mechanical Engineering and Applied Electronics Technology, Beijing University of Technology, Beijing; 100124, China

通讯作者信息:

  • [ma, weihong]college of mechanical engineering and applied electronics technology, beijing university of technology, beijing; 100124, china;;[ma, weihong]national engineering research center for information technology in agriculture, beijing; 100097, china;;[ma, weihong]beijing engineering research center of agriculture internet of things, beijing; 100097, china;;[ma, weihong]key laboratory of agri-informatics, ministry of agriculture, beijing; 100097, china

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来源 :

Information Processing in Agriculture

ISSN: 2214-3173

年份: 2018

期: 3

卷: 5

页码: 308-319

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次: 8

ESI高被引论文在榜: 0 展开所有

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