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Applying High-Speed Vision Sensing to an Industrial Robot for High-Performance Position Regulation under Uncertainties

机译:不确定性条件下将高速视觉传感应用于工业机器人以实现高性能位置调节

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It is traditionally difficult to implement fast and accurate position regulation on an industrial robot in the presence of uncertainties. The uncertain factors can be attributed either to the industrial robot itself (e.g., a mismatch of dynamics, mechanical defects such as backlash, etc.) or to the external environment (e.g., calibration errors, misalignment or perturbations of a workpiece, etc.). This paper proposes a systematic approach to implement high-performance position regulation under uncertainties on a general industrial robot (referred to as the main robot) with minimal or no manual teaching. The method is based on a coarse-to-fine strategy that involves configuring an add-on module for the main robot’s end effector. The add-on module consists of a 1000 Hz vision sensor and a high-speed actuator to compensate for accumulated uncertainties. The main robot only focuses on fast and coarse motion, with its trajectories automatically planned by image information from a static low-cost camera. Fast and accurate peg-and-hole alignment in one dimension was implemented as an application scenario by using a commercial parallel-link robot and an add-on compensation module with one degree of freedom (DoF). Experimental results yielded an almost 100% success rate for fast peg-in-hole manipulation (with regulation accuracy at about 0.1 mm) when the workpiece was randomly placed.
机译:传统上,在存在不确定性的情况下,很难在工业机器人上实现快速,准确的位置调节。不确定因素既可以归因于工业机器人本身(例如,动力学的不匹配,机械缺陷(例如反冲等),也可以归因于外部环境(例如,校准误差,工件的未对准或扰动等)。 。本文提出了一种在不确定的情况下,只需很少的人工教学或无需人工教学,即可在通用工业机器人(称为主机器人)上实施高性能位置调节的系统方法。该方法基于从粗到精的策略,该策略涉及为主机器人的末端执行器配置一个附加模块。附加模块由1000 Hz视觉传感器和高速执行器组成,以补偿累积的不确定性。主机器人只专注于快速和粗略的运动,其轨迹由来自静态低成本照相机的图像信息自动规划。通过使用商业并行链接机器人和具有一个自由度(DoF)的附加补偿模块,在一个维度上实现了快速准确的桩孔对齐作为应用场景。实验结果表明,当随机放置工件时,快速钉入孔操纵(调节精度约为0.1 mm)的成功率几乎达到100%。

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