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A RELIABLE APPROACH TO COMPUTE THE FORWARD KINEMATICS OF ROBOT WITH UNCERTAIN GEOMETRIC PARAMETERS

机译:用不确定的几何参数计算机器人前进运动学的可靠方法。

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Uncertainties widely exist in engineering structural analysis and mechanical equipment designs, and they cannot always be neglected. The probabilistic method, the fuzzy method and the interval method are the three major approaches to model uncertainties at present. By representing all the uncertain length and the uncertain twist of the link parameters, and the uncertain distance and the uncertain angle between the links as interval numbers, the static pose (position and orientation) of the robot end effector in space was obtained accurately by evaluating interval functions. Overestimation is a major drawback in interval computation. A reliable computation approach is proposed to overcome it. The presented approach is based on the inclusion monotone property of interval mathematics and the physical/real means expressed by the interval function. The interval function was evaluated by solving the corresponding optimization problems to determine the endpoints / bounds of every interval element of the solution. Moreover, an intelligent algorithm named as real-code genetic algorithm was used to locate the global optima of these optimization problems. Before using the present approach to determine the response interval of uncertain robot system, some mathematical examples were used to examine its efficiency also.
机译:在工程结构分析和机械设备设计中广泛存在的不确定性,他们不能总是被忽视。概率方法,模糊方法和间隔方法是目前模拟不确定性的三种主要方法。通过代表链路参数的所有不确定长度和不确定的扭曲,以及链路之间的不确定距离和作为间隔数之间的不确定角度,通过评估精确地获得空间中的机器人末端执行器的静态姿势(位置和方向)间隔函数。高估是间隔计算中的主要缺点。提出了一种可靠的计算方法来克服它。所提出的方法基于间隔数学的包含单调属性和间隔函数表示的物理/真实手段。通过求解相应的优化问题来评估间隔功能,以确定解决方案的每个间隔元素的端点/界限。此外,使用名为Real-Code遗传算法的智能算法来定位这些优化问题的全局Optima。在使用本方法来确定不确定机器人系统的响应间隔之前,使用一些数学例子来检查其效率。

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