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Working stage identification of hydraulic excavator

机译:液压挖掘机的工作阶段识别

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The identification of the working stage is of great significance in the study of energy saving of excavators. In this paper, computer vision is introduced into the excavator's work cycle stage recognition, and the YoloV2 algorithm is used to establish a deep vision target detector to locate and classify these three characteristic parts (bucket, the arm joint and the body). In order to solve the problem of visual misjudgment, this paper proposes a method that comprehensively considers pump pressure information and visual information. Combining the general action sequence of the excavator under normal operation, a state machine is established. All working stages are set to states, and transition conditions are set according to pressure and visual information to realize state switching. This method has been applied in the working process of a certain model of excavator, and the various working stages can be correctly judged according to the operating results.
机译:工作阶段的识别对于挖掘机节能研究具有重要意义。 在本文中,将计算机视觉引入挖掘机的工作周期阶段识别,并且YOLOV2算法用于建立深视觉目标检测器,以定位并分类这三个特征部件(铲斗,臂接头和主体)。 为了解决视觉误判的问题,本文提出了一种全面考虑泵压力信息和视觉信息的方法。 将挖掘机的一般动作序列结合在正常操作下,建立了一个状态机。 所有工作阶段都被设置为状态,并且根据压力和视觉信息设置过渡条件以实现状态切换。 该方法已应用于某种挖掘机模型的工作过程中,并且可以根据操作结果正确判断各种工作阶段。

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