A Smart Agricultural Model by Integrating IoT, Mobile and Cloud-based Big Data Analytics

被引:0
|
作者
Rajeswari, S. [1 ]
Suthendran, K. [2 ]
Rajakumar, K. [2 ]
机构
[1] Kalasalingam Univ, Dept Comp Applicat, Srivilliputtur, Tamil Nadu, India
[2] Kalasalingam Univ, Dept Informat Technol, Srivilliputtur, Tamil Nadu, India
关键词
IoT; WSN; Cloud computing; Big Data; Hadoop; MapReduce; Mobile computing; Data mining; Precision Agriculture;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Nowadays, the traditional database paradigm does not have enough storage for the data produced by Internet of Things (IoT) devices leads to the need of cloud storage. These data's are analyzed with the help of Big Data mining techniques. Cloud based big data analytics and the IoT technology performs an important role in the feasibility study of smart agriculture. Smart or precision agricultural systems are estimated to play an essential role in improving agriculture activities. Mobile device usage is very common by everyone, including the farmers. In that, in the daily life of farmers the Information and Communication Technologies (ICT) play a vital role to get the agricultural Information. The IoT has various applications in Digital Agriculture domain like monitoring the crop growth, selection of the fertilizer, irrigation decision support system, etc. In this paper, IoT device is used to sense the agricultural data and it is stored into the Cloud database. Cloud based Big data analysis is used to analyze the data viz. fertilizer requirements, analysis the crops, market and stock requirements for the crop. Then the prediction is performed based on data mining technique which information reaches the farmer via mobile app. Our ultimate aim is to increase the crop production and control the agricultural cost of the products using this predicted information.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] Smart farming using cloud-based Iot data analytics
    Turukmane, Anil V.
    Pradeepa, M.
    Reddy, K Shyam Sunder
    Suganthi, R.
    Riyazuddin, Y.Md
    Tallapragada, V.V Satyanarayana
    [J]. Measurement: Sensors, 2023, 27
  • [2] Cloud-Based Visual Analytics for Smart Grids Big Data
    Munshi, Amr A.
    Mohamed, Yasser A. I.
    [J]. 2016 IEEE POWER & ENERGY SOCIETY INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE (ISGT), 2016,
  • [3] Cloud-Based Software Platform for Big Data Analytics in Smart Grids
    Simmhan, Yogesh
    Aman, Saima
    Kumbhare, Aloe
    Liu, Rongyang
    Stevens, Sam
    Zhou, Qunzhi
    Prasanna, Viktor
    [J]. COMPUTING IN SCIENCE & ENGINEERING, 2013, 15 (04) : 38 - 47
  • [4] A cloud-based architecture for Big-Data Analytics in Smart Grid: A Proposal
    Mayilvaganan, M.
    Sabitha, M.
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMPUTING RESEARCH (ICCIC), 2013, : 256 - 259
  • [5] Mobile Cloud-Based Big Healthcare Data Processing in Smart Cities
    Islam, Md. Mofijul
    Razzaque, Md. Abdur
    Hassan, Mohammad Mehedi
    Ismail, Walaa Nagy
    Song, Biao
    [J]. IEEE ACCESS, 2017, 5 : 11887 - 11899
  • [6] IoT, Big Data Science & Analytics, Cloud Computing and Mobile App based Hybrid System for Smart Agriculture
    Roy, Sahitya
    Ray, Rajarshi
    Roy, Aishwarya
    Sinha, Subhajit
    Mukherjee, Gourab
    Pyne, Supratik
    Mitra, Sayantan
    Basu, Sounak
    Hazra, Subhadip
    [J]. 2017 8TH ANNUAL INDUSTRIAL AUTOMATION AND ELECTROMECHANICAL ENGINEERING CONFERENCE (IEMECON), 2017, : 303 - 304
  • [7] Characterizing Incidents in Cloud-based IoT Data Analytics
    Hong-Linh Truong
    Halper, Manfred
    [J]. 2018 IEEE 42ND ANNUAL COMPUTER SOFTWARE AND APPLICATIONS CONFERENCE (COMPSAC), VOL 1, 2018, : 442 - 447
  • [8] Distributed and Cloud-based Big Data Analytics and Fusion
    Das, Subrata
    [J]. SIGNAL PROCESSING, SENSOR FUSION, AND TARGET RECOGNITION XXII, 2013, 8745
  • [9] Pipeline provenance for cloud-based big data analytics
    Wang, Ruoyu
    Sun, Daniel
    Li, Guoqiang
    Wong, Raymond
    Chen, Shiping
    [J]. SOFTWARE-PRACTICE & EXPERIENCE, 2020, 50 (05): : 658 - 674
  • [10] A Smart System for Sleep Monitoring by Integrating IoT With Big Data Analytics
    Yacchirema, Diana C.
    Sarabia-Jacome, David
    Palau, Carlos E.
    Esteve, Manuel
    [J]. IEEE ACCESS, 2018, 6 : 35988 - 36001