IoT Based Smart Agriculture Monitoring System with Predictive Analysis

被引:0
|
作者
Bouarourou, Soukaina [1 ]
Zannou, Abderrahim [2 ]
Boulaalam, Abdelhak [3 ]
Nfaoui, El Habib [1 ]
机构
[1] Univ Sidi Mohamed Ben Abdellah, LISAC Lab, Fes, Morocco
[2] Abdelmalek Essacidi Univ, LPMIC Lab, Tetouan, Morocco
[3] Univ Sidi Mohamed Ben Abdellah, LISA Lab, Fes, Morocco
关键词
monitoring system; smart agriculture; productivity predicting; precision agriculture; Internet of Things; sensors; actuators; MULTILAYER PERCEPTRONS;
D O I
10.1109/IRASET52964.2022.9738367
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Integrating Internet of Things (IoT) techniques into different fields and processing data produced within it can effectively shape the future. In Precision Agriculture, the use of the IoT features helps to manage crops production by optimizing productivity and reducing environmental concerns based on prediction models. In this paper, an IoT-based agricultural monitoring system is proposed, which integrates principal component analysis (PCA) feature selection methods and neural network classification techniques for crop productivity prediction.Furthermore, the model system allowed a sensing network to collect data of some crops (Tomatoes, Potatoes, Etc.). The experimental results show that our proposed model system can make decisions more accurately.
引用
收藏
页码:98 / 102
页数:5
相关论文
共 50 条
  • [41] IoT Smart Irrigation System for Precision Agriculture
    Awawda, Jawad
    Ishaq, Isam
    [J]. INTELLIGENT SUSTAINABLE SYSTEMS, WORLDS4 2022, VOL 2, 2023, 579 : 335 - 346
  • [42] The Smart Agriculture System Using IOT and ML
    Ghadge, Siddhi Vijay
    Devale, Prakash
    Deshmukh, Shrikala
    Shah, Saloni
    Gadhave, Ganesh
    Pawar, Sarika
    Limkar, Swapnali
    [J]. JOURNAL OF ELECTRICAL SYSTEMS, 2024, 20 (02) : 1539 - 1548
  • [43] Adaptive Power System for IoT-Based Smart Agriculture Applications
    Abou Emira, Shahenaz S.
    Youssef, Khaled Y.
    Abouelatta, Mohamed
    [J]. 2019 15TH INTERNATIONAL COMPUTER ENGINEERING CONFERENCE (ICENCO 2019), 2019, : 126 - 131
  • [44] An IoT-Enabled Smart pH Monitoring and Dispensing System for Precision Agriculture Application
    Dutta, Lachit
    Bharali, Swapna
    Barman, Pranjal
    Singh, Amarprit
    [J]. AGRICULTURAL RESEARCH, 2024, 13 (02) : 309 - 318
  • [45] Smart Agriculture in the Digital Age: A Comprehensive IoT-Driven Greenhouse Monitoring System
    Simo, A.
    Dzitac, S.
    Dutu, A.
    Pandelica, I.
    [J]. INTERNATIONAL JOURNAL OF COMPUTERS COMMUNICATIONS & CONTROL, 2023, 18 (06)
  • [46] IoT and agriculture data analysis for smart farm
    Muangprathub, Jirapond
    Boonnam, Nathaphon
    Kajornkasirat, Siriwan
    Lekbangpong, Narongsak
    Wanichsombat, Apirat
    Nillaor, Pichetwut
    [J]. COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2019, 156 : 467 - 474
  • [47] IoT-based Measurement for Smart Agriculture
    Heideker, Alexandre
    Ottolini, Dener
    Zyrianoff, Ivan
    Torre Neto, Andre
    Cinotti, Tullio Salmon
    Kamienski, Carlos
    [J]. PROCEEDINGS OF 2020 IEEE INTERNATIONAL WORKSHOP ON METROLOGY FOR AGRICULTURE AND FORESTRY (METROAGRIFOR), 2020, : 68 - 72
  • [48] IoT-Based Framework for Smart Agriculture
    Yang, Jian
    Sharma, Amit
    Kumar, Rajeev
    [J]. INTERNATIONAL JOURNAL OF AGRICULTURAL AND ENVIRONMENTAL INFORMATION SYSTEMS, 2021, 12 (02) : 1 - 14
  • [49] Smart Agriculture Based on IoT and Cloud Computing
    Namani, Sriveni
    Gonen, Bilal
    [J]. 2020 3RD INTERNATIONAL CONFERENCE ON INFORMATION AND COMPUTER TECHNOLOGIES (ICICT 2020), 2020, : 553 - 556
  • [50] IoT based climate-smart agriculture
    Goar, Vishal Kumar
    Tanwar, Pawan
    Kuri, Manoj
    [J]. Test Engineering and Management, 2019, 81 (11-12): : 6620 - 6624