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Smart Farming: Intelligent Management Approach for Crop Inspection and Evaluation Employing Unmanned Aerial Vehicles

机译:智能农业:智能管理方法,用于雇用无人航空车辆的作物检验和评估

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This work presents an unmanned aerial vehicle management platform encompassed in the concept of smart farming. Automates inspections of different crops and monitors the status of the plantation is done by IoT, analyzing an area on an online map that provides air and weather restrictions. Intelligent route management algorithms are employed to generate the optimal inspection route and waypoints, maximizing the multispectral images capture. These multispectral images can be subsequently processed according to algorithms based on phytosanitary index formulas and regressions obtained with artificial neural networks. Reports are generated with analysis of the results by this approach, for example: optimal collection time, water stress, maturity index, etc.
机译:这项工作提出了一个无人驾驶的空中车辆管理平台,包括智能养殖的概念。 自动检查不同作物的检查,并监视种植园的状态是由IOT完成的,分析在线地图上的区域,提供空气和天气限制。 智能路线管理算法用于生成最佳检测路线和航点,最大化多光谱图像捕获。 随后可以根据基于植物检疫指标公式的算法和用人工神经网络获得的回归来处理这些多光谱图像。 通过这种方法的结果分析了报告,例如:最佳收集时间,水分压力,成熟度指数等。

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