Design of smart agriculture based on big data and Internet of things

doi:10.1177/1550147720917065

CQUET-IR

	Design of smart agriculture based on big data and Internet of things
	Li, Chunling 1; Niu, Ben 2
	2020-05
发表期刊	International Journal of Distributed Sensor Networks (IF:1.64[JCR-2020],1.476[5-Year])
ISSN	1550-1477
卷号	16 期号:5
摘要	With the wide application of Internet of things technology and era of large data in agriculture, smart agricultural design based on Internet of things technology can efficiently realize the function of real-time data communication and information processing and improve the development of smart agriculture. In the process of analyzing and processing a large amount of planting and environmental data, how to extract effective information from these massive agricultural data, that is, how to analyze and mine the needs of these large amounts of data, is a pressing problem to be solved. According to the needs of agricultural owners, this article studies and optimizes the data storage, data processing, and data mining of large data generated in the agricultural production process, and it uses the k-means algorithm based on the maximum distance to study the data mining. The crop growth curve is simulated and compared with improved K-means algorithm and the original k-means algorithm in the experimental analysis. The experimental results show that the improved K-means clustering method has an average reduction of 0.23 s in total time and an average increase of 7.67% in the F metric value. The algorithm in this article can realize the functions of real-time data communication and information processing more efficiently, and has a significant role in promoting agricultural informatization and improving the level of agricultural modernization.
关键词	Big data smart agriculture Internet of things k-means algorithm data storage
DOI	10.1177/1550147720917065
收录类别	SCIE
语种	英语
WOS研究方向	Computer Science ; Telecommunications
WOS类目	Computer Science, Information Systems ; Telecommunications
WOS记录号	WOS:000536467000001
出版者	SAGE PUBLICATIONS INC
原始文献类型	Article
出版地	THOUSAND OAKS
引用统计	被引频次：34[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	https://ir.cqcet.edu.cn/handle/39TD4454/3567
专题	重庆电子科技职业大学
作者单位	1.Chongqing Coll Elect Engn, Sch Elect & Internet Things, Chongqing 400000, Peoples R China; 2.ZTE Corp, Chongqing Res Inst, Chongqing, Peoples R China
推荐引用方式 GB/T 7714	Li, Chunling,Niu, Ben. Design of smart agriculture based on big data and Internet of things[J]. International Journal of Distributed Sensor Networks,2020,16(5).
APA	Li, Chunling,&Niu, Ben.(2020).Design of smart agriculture based on big data and Internet of things.International Journal of Distributed Sensor Networks,16(5).
MLA	Li, Chunling,et al."Design of smart agriculture based on big data and Internet of things".International Journal of Distributed Sensor Networks 16.5(2020).

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