Design, Multiperspective Investigations, and Performance Analysis of Multirotor Unmanned Aerial Vehicle for Precision Farming

IF 1.1 4区 工程技术 Q3 ENGINEERING, AEROSPACE International Journal of Aerospace Engineering Pub Date : 2024-02-23 DOI:10.1155/2024/8703004
Darshan Kumar Jayaram, Vijayanandh Raja, Beena Stanislaus Arputharaj, Hussein A. Z. AL-bonsrulah
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Abstract

Farming and agriculture are the oldest professions, but they are adapting to the technology revolution to accommodate the world’s growing population. UAV technology is part of the agriculture revolution, which aims to boost crop yields, properly monitor fields, and handle manpower shortages and resource efficiency. Rural India’s tiny farmers cannot afford UAV technology; therefore, it has not yet spread. Payload capacity, endurance, and selective spraying are other considerations. Thus, a low-cost, long-lasting UAV is necessary. This study modified the arm assembly to create a cheap hexacopter UAV. The endurance increased by 10% when 1.5 kg was lost. ABS plastic was used to make the modular arm. For working loads of 9 kg and 10 kg, pesticide/fertilizer spraying saves time, money, and manpower. Thus, a pressure-area coverage-cone angle connection is needed. This study examined spray patterns at different pressures and heights by varying flat fan nozzle and complete cone nozzle orifice diameters. These factors were linked, helping farmers choose the right nozzle. This nozzle was installed in the UAV and field-tested for paddy crops, showing a significant production improvement and lower operational cost. Chemical use pollutes and leaves traces in produce. Precision farming with artificial intelligence (AI) has solved this problem. In this experiment, AI algorithms were used to lemon leaves. Three AI systems were tested on different datasets to forecast plant stress by analyzing leaves due to technical constraints. CNN’s accuracy and computing speed make it ideal for precision farming. This work’s UAV was 30% cheaper than commercial UAVs and had more durability. Farmers will also benefit from the flat fan and complete cone nozzles’ pressure-area coverage connection.
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用于精准农业的多旋翼无人机的设计、多视角调查和性能分析
农耕和农业是最古老的职业,但它们正在适应技术革命,以适应全球不断增长的人口。无人机技术是农业革命的一部分,旨在提高作物产量、适当监控田地、解决人力短缺和资源效率问题。印度农村的小农户负担不起无人机技术,因此该技术尚未普及。有效载荷能力、续航能力和选择性喷洒是其他考虑因素。因此,需要一种低成本、长寿命的无人机。本研究通过改装机械臂组件,制造出一种廉价的六旋翼无人机。当损失 1.5 千克时,续航时间增加了 10%。模块化机械臂采用 ABS 塑料制造。工作载荷为 9 千克和 10 千克时,喷洒农药/肥料可节省时间、金钱和人力。因此,需要一种压力-面积覆盖-锥角连接方式。本研究通过改变扁平扇形喷嘴和完整锥形喷嘴的孔径,研究了不同压力和高度下的喷洒模式。这些因素相互关联,有助于农民选择合适的喷嘴。这种喷嘴被安装在无人机上,并对水稻作物进行了实地测试,结果显示产量显著提高,运营成本降低。化学品的使用会造成污染,并在农产品中留下痕迹。利用人工智能(AI)进行的精准农业解决了这一问题。在这项实验中,人工智能算法被用于柠檬叶。由于技术限制,三个人工智能系统在不同的数据集上进行了测试,通过分析叶片来预测植物的压力。CNN 的准确性和计算速度使其成为精准农业的理想选择。这项工作的无人机比商用无人机便宜 30%,而且更耐用。扁平风扇和完整锥形喷嘴的压力-面积覆盖连接也将使农民受益。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
2.70
自引率
7.10%
发文量
195
审稿时长
22 weeks
期刊介绍: International Journal of Aerospace Engineering aims to serve the international aerospace engineering community through dissemination of scientific knowledge on practical engineering and design methodologies pertaining to aircraft and space vehicles. Original unpublished manuscripts are solicited on all areas of aerospace engineering including but not limited to: -Mechanics of materials and structures- Aerodynamics and fluid mechanics- Dynamics and control- Aeroacoustics- Aeroelasticity- Propulsion and combustion- Avionics and systems- Flight simulation and mechanics- Unmanned air vehicles (UAVs). Review articles on any of the above topics are also welcome.
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