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A platform for research: civil engineering, architecture and urbanism
Bucket tooth monitoring method and device of bucket and bucket
The invention provides a bucket tooth monitoring method and device of a bucket and the bucket, and is applied to the technical field of engineering machinery. The bucket tooth monitoring method comprises the steps that a plurality of bucket images of the bucket in the working state are obtained; the bucket tooth overall structure in each bucket image and each bucket tooth included in the bucket tooth overall structure are marked, and a label file is generated; based on the multiple bucket images and the corresponding label files, training and verifying the neural network model to obtain a trained bucket recognition model; inputting the plurality of real-time bucket images into a bucket recognition model, and outputting recognition results of the plurality of real-time bucket images; and whether the bucket teeth of the bucket are abnormal or not is judged according to the recognition result of the multiple real-time bucket images. According to the scheme, through the trained bucket recognition model, the bucket image in the working state is recognized in real time, the recognition result is monitored, whether the bucket teeth of the bucket are abnormal or not can be accurately recognized, potential safety hazards of a construction site are eliminated, and the accident rate is reduced.
本申请提供一种铲斗的斗齿监测方法、装置、铲斗，应用于工程机械技术领域，所述斗齿监测方法包括：获取铲斗在工作状态下的多个铲斗图像；对每个铲斗图像中的斗齿整体结构以及斗齿整体结构所包括的每个斗齿分别进行标注，并生成标签文件；基于多个铲斗图像以及对应的标签文件，对神经网络模型进行训练并验证，得到训练后的铲斗识别模型；将多个实时铲斗图像输入铲斗识别模型中，输出多个实时铲斗图像的识别结果；根据多个实时铲斗图像的识别结果判断铲斗的斗齿是否异常。本方案通过训练后的铲斗识别模型，对工作状态下的铲斗图像实时进行识别并监测识别结果，可以准确识别铲斗的斗齿是否异常，排除施工现场的安全隐患，降低事故率。
Bucket tooth monitoring method and device of bucket and bucket
The invention provides a bucket tooth monitoring method and device of a bucket and the bucket, and is applied to the technical field of engineering machinery. The bucket tooth monitoring method comprises the steps that a plurality of bucket images of the bucket in the working state are obtained; the bucket tooth overall structure in each bucket image and each bucket tooth included in the bucket tooth overall structure are marked, and a label file is generated; based on the multiple bucket images and the corresponding label files, training and verifying the neural network model to obtain a trained bucket recognition model; inputting the plurality of real-time bucket images into a bucket recognition model, and outputting recognition results of the plurality of real-time bucket images; and whether the bucket teeth of the bucket are abnormal or not is judged according to the recognition result of the multiple real-time bucket images. According to the scheme, through the trained bucket recognition model, the bucket image in the working state is recognized in real time, the recognition result is monitored, whether the bucket teeth of the bucket are abnormal or not can be accurately recognized, potential safety hazards of a construction site are eliminated, and the accident rate is reduced.
本申请提供一种铲斗的斗齿监测方法、装置、铲斗，应用于工程机械技术领域，所述斗齿监测方法包括：获取铲斗在工作状态下的多个铲斗图像；对每个铲斗图像中的斗齿整体结构以及斗齿整体结构所包括的每个斗齿分别进行标注，并生成标签文件；基于多个铲斗图像以及对应的标签文件，对神经网络模型进行训练并验证，得到训练后的铲斗识别模型；将多个实时铲斗图像输入铲斗识别模型中，输出多个实时铲斗图像的识别结果；根据多个实时铲斗图像的识别结果判断铲斗的斗齿是否异常。本方案通过训练后的铲斗识别模型，对工作状态下的铲斗图像实时进行识别并监测识别结果，可以准确识别铲斗的斗齿是否异常，排除施工现场的安全隐患，降低事故率。
Bucket tooth monitoring method and device of bucket and bucket
铲斗的斗齿监测方法、装置、铲斗
LIU WEI (author) / HE YONG (author) / LIU GANGYANG (author)
2024-09-17
Patent
Electronic Resource
Chinese
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