Research and Application of Spark Platform on Big Data Processing in Intelligent Agriculture of Jilin Province

被引:1
|
作者
Fu, Siwei [1 ]
Chen, Guifen [1 ]
Zhao, Shan [1 ]
Xiao, Enze [1 ]
机构
[1] Jilin Agr Univ, Changchun 130118, Peoples R China
基金
星火计划;
关键词
Spark; Big data processing; MapReduce; Intelligent Agriculture in Jilin Province; DATA ANALYTICS; HADOOP;
D O I
10.1007/978-3-030-06179-1_1
中图分类号
S2 [农业工程];
学科分类号
0828 ;
摘要
Aiming at the demand of real-time massive data processing of Intelligent Agriculture in Jilin Province, this paper studies the big data processing of Intelligent Agriculture in Jilin Province based on Spark platform by acquiring real-time data through monitoring platform. This study first conducted the performance comparison experiment of Hadoop and Spark data processing platform, then used the Spark distributed cluster computing platform, real-time processing the big data of monitoring area. The experimental results show that the Spark platform speeds up 11.4 times faster than the Hadoop platform in the case of 100 million data sizes; and based on the Spark platform for real-time processing of big data intelligent agricultural monitoring network, not only provides memory calculations to reduce IO overhead, but also the results are faster and more accurate. The research results provide strong support for the implementation of precision agriculture technology in intelligent agriculture.
引用
收藏
页码:1 / 12
页数:12
相关论文
共 50 条
  • [41] Research on Intelligent Decision Platform and Key Technologies Based on Logistics Big Data
    Jia YaChao
    Tang XianFang
    Zhang Ru
    [J]. 4TH INTERNATIONAL CONFERENCE ON APPLIED MATERIALS AND MANUFACTURING TECHNOLOGY, 2018, 423
  • [42] Research on intelligent scheduling strategy of elevator group under the big data platform
    Liu, Junjun
    Wu, Jian
    Guo, Lanzhong
    Li, Mingyang
    Zhang, Ming
    [J]. INTERNATIONAL JOURNAL OF INTERNET PROTOCOL TECHNOLOGY, 2020, 13 (02) : 85 - 93
  • [43] Big data intelligent platform and application analysis for oil and gas resource development
    Song H.-Q.
    Du S.-Y.
    Zhou Y.-C.
    Wang Y.-H.
    Wang J.-L.
    [J]. Gongcheng Kexue Xuebao/Chinese Journal of Engineering, 2021, 43 (02): : 179 - 192
  • [44] A Big Data Analysis Platform for Healthcare on Apache Spark
    Zhang, Jinwei
    Zhang, Yong
    Hu, Qingcheng
    Tian, Hongliang
    Xing, Chunxiao
    [J]. SMART HEALTH, ICSH 2016, 2017, 10219 : 32 - 43
  • [45] Research on Public Management Application Innovation Based on Spark Big Data Framework
    Liu, Zhi
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2022, 2022
  • [46] Research on Influencing Factors of Agricultural Patent Application in Jilin Province
    Li, WenLi
    Xu, ZhengLiang
    Li, Wenli
    [J]. PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON PUBLIC ECONOMICS AND MANAGEMENT ICPEM 2009, VOL 7: CLUSTER ANALYSIS, 2009, : 56 - 61
  • [47] Research on Big Data Intelligent Application Effect Evaluation Overall Technology
    Yan, Zhong
    Guo Wensi
    Zhong Yanling
    Sun Maosheng
    [J]. 2020 INTERNATIONAL CONFERENCE ON BIG DATA & ARTIFICIAL INTELLIGENCE & SOFTWARE ENGINEERING (ICBASE 2020), 2020, : 78 - 81
  • [48] Research on heatmap for big data based on spark
    [J]. Wang, Zhangye (zywang@cad.zju.edu.cn), 1881, Institute of Computing Technology (28):
  • [49] Research on Coordinated Processing Scheme of Intelligent Transportation under Big Data Structure
    Wan, Fang
    Li, Ming
    [J]. 2020 5TH INTERNATIONAL CONFERENCE ON ELECTROMECHANICAL CONTROL TECHNOLOGY AND TRANSPORTATION (ICECTT 2020), 2020, : 628 - 631
  • [50] Research on Real Time Processing and Intelligent Analysis Technology of Power Big Data
    Xue, Jiarui
    Chen, Xiangzhou
    Ding, Huixia
    He, Xiao
    [J]. INTERNATIONAL CONFERENCE ON BIG DATA AND INTERNET OF THINGS (BDIOT 2017), 2017, : 43 - 47