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Vision-based weed identification with farm robots

机译:农场机器人基于视觉的杂草识别

摘要

Robots in agriculture offer new opportunities for real time weed identification and quick removal operations. Weed identification and control remains one of the most challenging task in agriculture, particularly in organic agriculture practices. Considering environmental impacts and food quality, the excess use of chemicals in agriculture for controlling weeds and diseases is decreasing. The cost of herbercides and their field applications must be optimized. As an alternative, a smart weed identification technique followed by the mechanical and thermal weed control can fulfill the organic farmers’ expectations. The smart identification technique works on the concept of ‘shape matching’ and ‘active shape modeling’ of plant and weed leafs. The automated weed detection and control system consists of three major tools. Such as: i) eXcite multispectral camera, ii) LTI image processing library and iii) Hortibot robotic vehicle. The components are combined in Linux interface environment in the eXcite camera associate PC. The laboratory experiments for active shape matching have shown interesting results which will be further enhanced to develop the automated weed detection system. The Hortibot robot will be mounted with the camera unit in the front-end and the mechanical weed remover in the rear-end. The system will be upgraded for intense commercial applications in maize and other row crops.
机译:农业机器人为实时识别杂草和快速清除杂草提供了新的机会。杂草的识别和控制仍然是农业,尤其是有机农业实践中最具挑战性的任务之一。考虑到环境影响和食品质量,用于控制杂草和疾病的农业中化学物质的过量使用正在减少。必须优化除草剂及其现场应用的成本。作为替代方案,智能杂草识别技术以及机械和热杂草控制技术可以满足有机农民的期望。智能识别技术适用于植物和杂草叶片的“形状匹配”和“活动形状建模”概念。自动化杂草检测和控制系统包括三个主要工具。例如:i)eXcite多光谱相机,ii)LTI图像处理库和iii)Hortibot机器人车辆。这些组件在eXcite摄像机关联PC的Linux接口环境中组合在一起。主动形状匹配的实验室实验已显示出有趣的结果,这些结果将得到进一步增强,以开发自动杂草检测系统。 Hortibot机器人将在前端安装摄像头单元,在后端安装机械除草剂。该系统将进行升级,以在玉米和其他大田作物中进行大量商业应用。

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