Unleashing the potential of IoT, Artificial Intelligence, and UAVs in contemporary agriculture: A comprehensive review

被引:0
|
作者
El Alaoui, Mustapha [1 ]
EL Amraoui, Khalid [1 ]
Masmoudi, Lhoussaine [1 ]
Ettouhami, Aziz [1 ]
Rouchdi, Mustapha [1 ,2 ]
机构
[1] Mohammed V Univ Rabat, Fac Sci, Phys Dept, LCS Lab, Rabat, Morocco
[2] Mohammed V Univ, Fac Sci, Energy Res Ctr, Grp Semicond Environm Sensor Technol STCE, BP 1014, Rabat, Morocco
关键词
Precision Agriculture; Smart Farming; Artificial Intelligence; Internet of Things; Unmanned Aerial Vehicles; Smart Decision Support Systems; DECISION-SUPPORT-SYSTEM; PRECISION AGRICULTURE; BIG DATA; FUTURE; IRRIGATION;
D O I
10.1016/j.jterra.2024.100986
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This study explores the potential of Precision Agriculture (PA) and Smart Farming (SF) using cutting-edge technologies like Artificial Intelligence (AI), the Internet of Things (IoT), and Unmanned Aerial Vehicles (UAVs) to address global challenges such as food shortages and population growth. The research focuses on recent developments in SF, including data collection, analysis, visualization and viable solutions, highlighting the role of IoT and 5G networks. The paper also discusses the application of robots and UAVs in agricultural tasks, showcasing their integration with IoT, AI, Deep Learning (DL), Machine Learning (ML), and wireless communications. Moreover, Smart Decision Support Systems (SDSS) are explored for realtime soil analysis and decision-making. The study underscores the significance of these technologies in PA, propelling traditional farming practices into an era of intelligent and sustainable farming solutions. This Overview is grounded in a thorough analysis of 80 recent research articles, covering the period from 2019 to 2023, within the domain of SF. This study highlights notable trends and advancements in this ever-evolving sector. Furthermore, this paper delves into the nuances of addressing particular challenges prevalent in developing nations, strategies aimed at surmounting constraints related to infrastructure and resource availability, and the pivotal role of governmental and private sector support in fostering the growth of Smart Agriculture (SA).
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页数:17
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