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A 3-D flexible vision system for robotic assembly cell: an artificial intelligence based approach

机译:用于机器人装配单元的3-D柔性视觉系统:基于人工智能的方法

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Determining the identities, position and orientations of randomly placed objects in 3-D space is of fundamental importance in industrial robotics. To precisely accomplish this, a robot must be equipped with a 3-D vision sensor and must be able to interpret vision data to acquire information yielding intrinsic characteristics of objects. This paper presents a 3-D flexible vision system which has been developed using an artificial intelligence and knowledge based approach for a robotic assembly cell. The developed system can robustly recognise any number of objects of any shape, where the objects could be with any random orientation and position, and lying on any side or face. Depending on the shape and size of the objects introduced to the system, it automatically selects a minimum number of important recognition features by using its artificial intelligence program for robustly recognising all the objects, and it automatically modifies the recognition program based on the selected recognition features. After recognition of the object, in order to manipulate the objects by the robot, the system generates 3-D position and orientation data using the moment methods and the data in the knowledge based system.
机译:确定在3D空间中随机放置的对象的身份,位置和方向在工业机器人技术中至关重要。为了精确地做到这一点,机器人必须配备3D视觉传感器,并且必须能够解释视觉数据以获取产生物体固有特性的信息。本文介绍了一种3D柔性视觉系统,该系统已使用基于人工智能和知识的方法为机器人装配单元开发。开发的系统可以可靠地识别任意数量的任何形状的对象,其中这些对象可以具有任意随机的方向和位置,并且可以放置在任何侧面或任何面上。根据引入系统的对象的形状和大小,它使用其人工智能程序来自动识别所有对象,并自动选择最少数量的重要识别特征,并根据所选的识别特征自动修改识别程序。在识别出对象之后,为了通过机器人操作对象,系统使用矩量法和基于知识的系统中的数据生成3-D位置和方向数据。

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