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Determination of rotation angle based on invariant moment and MADALINE for HGA grasping

机译:基于不变矩和MADALINE的HGA抓取确定旋转角

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To proposed a new adaptive intelligent system for a robot work cell that can visually track and intercept aninvariant stationary HGA feature undergoing arbitrary orientation anywhere along its predicted trajectorywithin the robot’s workspace is presented in this paper. A combination of the seven invariant momenttechnique, image feature technique and the MADALINE network are used for identifying the stationary HGAat any rotation angle without overlapping and generating the predicted robot trajectory respectively. Aninvariant moment that has system for a scale, translation and orientation are calculated for each significantregion in the input images. Inertial ellipse is determining for angle rotation that compare against to theaccepted orientation that required. The result shown that, the relationship between the visual feedback imagedata and the control command for changing the axis motion shows deviation of robot placing less than 2% bythe MADALINE network for intercepting stationary HGA at any rotation angle. The location and imagefeatures of these HGAs need not be preprogrammed, marked and known before, and any change in a task ispossible without changing the robot program. Finally, this novel method can improve the hard disk drive(HDD) assembly process productivity.
机译:本文提出了一种针对机器人工作单元的新型自适应智能系统,该系统可以可视地跟踪和拦截在机器人工作空间内沿其预测轨迹的任意位置进行任意定向的不变静止HGA特征。七种不变矩技术,图像特征技术和MADALINE网络的组合用于在任何旋转角度下识别静止HGA,而不会重叠并分别生成预测的机器人轨迹。对于输入图像中的每个重要区域,计算具有比例,平移和方向系统的不变矩。惯性椭圆确定的角度旋转与所需的可接受方向相比。结果表明,视觉反馈图像数据与改变轴运动的控制命令之间的关系表明,通过MADALINE网络在任意旋转角度拦截静态HGA的机器人放置的偏差均小于2%。这些HGA的位置和图像特征无需预先进行编程,标记和已知,并且无需更改机器人程序即可对任务进行任何更改。最后,这种新颖的方法可以提高硬盘驱动器(HDD)组装过程的生产率。

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