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码垛机器人
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描述智能感知系统如何精准识别并规划码垛抓取过程Describe how the IntelliSense system accurately identifie
发布时间:2024-01-30 10:16:56 | 浏览次数:

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智能感知系统在精准识别并规划抓取过程中的工作流程如下:

三维视觉扫描与识别

:首先,通过集成的高分辨率3D相机对目标货物进行快速扫描和建模。利用先进的图像处理算法(如点云分析、深度学习等)解析获取的3D数据,精确识别出货物的形状、尺寸、表面特征及重心位置,甚至能够识别出货物的材质属性。

力反馈监测

:在接触货物前,装置上的力反馈传感器会对抓取单元与货物之间的微小力交互进行实时监测,以便在抓取过程中实现对力度的精确控制,避免因夹持力度过大而损伤货物或力度过小导致抓取失败。

抓取策略规划

:根据识别结果,智能算法将计算出最佳的抓取点和抓取路径,比如对于不规则形状的物体,会选择其稳定支撑点或中心区域进行抓取,确保搬运过程中的稳定性。同时,会考虑货物搬运过程中的动态变化因素,模拟预测不同抓取方式可能导致的结果,并优化抓取策略。

动态调整与自适应控制

:在实际抓取过程中,系统将持续收集视觉和力反馈信息,对抓取动作进行实时调整和优化,以应对可能出现的不确定性因素,如货物轻微移动、变形等情况,确保抓取的成功率和安全性。

综上所述,智能感知系统在整个抓取过程中扮演了关键角色,它使得这款新型抓取装置具备了对复杂、特殊货物的高效识别能力和灵活、精准的抓取规划能力。

The workflow of the intelligent sensing system in the process of accurately identifying and planning the grasping process is as follows:

3D visual scanning and recognition

: First, the target cargo is quickly scanned and modeled with an integrated, high-resolution 3D camera. Advanced image processing algorithms (such as point cloud analysis, deep learning, etc.) are used to analyze the obtained 3D data, accurately identify the shape, size, surface features and center of gravity position of the goods, and even identify the material properties of the goods.

Force feedback monitoring

Before touching the goods, the force feedback sensor on the device will monitor the small force interaction between the grasping unit and the goods in real time, so as to achieve accurate control of the force during the grasping process and avoid damage to the goods due to excessive clamping force or too little force to cause grasping failure.

Crawl strategy planning

According to the recognition results, the intelligent algorithm will calculate the best gripping point and gripping path, for example, for irregularly shaped objects, it will select its stable support point or central area for grabbing to ensure stability during handling. At the same time, the dynamic factors in the process of cargo handling will be considered, the results that may result from different gripping methods will be simulated and predicted, and the gripping strategy will be optimized.

Dynamic adjustment and adaptive control

In the actual grasping process, the system will continue to collect visual and force feedback information, and adjust and optimize the grasping action in real time to cope with possible uncertain factors, such as slight movement and deformation of goods, to ensure the success rate and safety of grasping.

In summary, the intelligent sensing system plays a key role in the entire grasping process, which makes this new grasping device have the ability to efficiently identify complex and special goods and have flexible and accurate grasping planning.


 上一篇:设计一款新型码垛抓取装置,解决特殊货物搬运问题Design a new palletizing and grabbing device to solve the
 下一篇:电线电缆码垛机器人Wire and cable palletizing robots

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