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A biomimetic approach to inverse kinematics for a redundant robot arm

机译:仿生方法实现冗余机械臂逆运动学

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Redundant robots have received increased attention during the last decades, since they provide solutions to problems investigated for years in the robotic community, e.g. task-space tracking, obstacle avoidance etc. However, robot redundancy may arise problems of kinematic control, since robot joint motion is not uniquely determined. In this paper, a biomimetic approach is proposed for solving the problem of redundancy resolution. First, the kinematics of the human upper limb while performing random arm motion are investigated and modeled. The dependencies among the human joint angles are described using a Bayesian network. Then, an objective function, built using this model, is used in a closed-loop inverse kinematic algorithm for a redundant robot arm. Using this algorithm, the robot arm end-effector can be positioned in the three dimensional (3D) space using human-like joint configurations. Through real experiments using an anthropomorphic robot arm, it is proved that the proposed algorithm is computationally fast, while it results to human-like configurations compared to previously proposed inverse kinematics algorithms. The latter makes the proposed algorithm a strong candidate for applications where anthropomorphism is required, e.g. in humanoids or generally in cases where robotic arms interact with humans.
机译:在过去的几十年中,冗余机器人受到了越来越多的关注,因为它们提供了解决机器人社区多年来研究的问题的解决方案。任务空间跟踪,避障等。但是,由于机器人关节的运动不是唯一确定的,因此机器人冗余可能会引起运动学控制问题。本文提出了一种仿生方法来解决冗余解析问题。首先,对人体上肢在执行随机手臂运动时的运动学进行了研究和建模。使用贝叶斯网络描述了人类关节角度之间的依赖性。然后,使用此模型构建的目标函数将用于冗余机器人手臂的闭环逆运动学算法中。使用此算法,可以使用类人关节构造将机器人手臂末端执行器定位在三维(3D)空间中。通过使用拟人化机械臂进行的真实实验,证明了该算法的计算速度较快,而与先前提出的逆运动学算法相比,它的结果类似于人的配置。后者使所提出的算法成为需要拟人化的应用的强候选者,例如。在类人动物中或通常在机器人手臂与人互动的情况下使用。

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