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
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