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Fast Tennis Swing Motion by Ball Trajectory Prediction and Joint Trajectory Modification in Standalone Humanoid Robot Real-time System

机译:独立人形机器人实时系统中的球轨道预测和关节轨迹改造的快速网球摆动动作

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In this work, we propose a system for humanoid robot fast motions. When a humanoid robot performs a motion such as a tennis forehand stroke motion, a whole-body fast motion in reaction to visual information is required. There are three problems to tackle. (1) Motion is desired to be quick. (2) Real-time visual processing considering visual noises is needed. (3) Real-time joint angle modification with balance keeping is needed. To solve the problem (1), we used an offline optimization system to enhance the motion speed. To solve the problem (2), we implement a ball trajectory prediction algorithm using the Extended Kalman Filter (EKF). To solve the trade-off between (1) and (3), we propose an offline optimization condition with an estimated balance margin. By using these methods, we achieved a non-step tennis forehand stroke motion with a humanoid robot by predicting a ball’s trajectory with stereo cameras on the robot’s head.
机译:在这项工作中,我们提出了一种用于人形机器人的系统快速运动。当人形机器人执行诸如网球正手中行运动的运动时,需要对视觉信息进行反应的全身快速运动。解决有三个问题。 (1)希望快速运动。 (2)需要考虑视觉噪声的实时视觉处理。 (3)需要使用平衡保持的实时接头角度修改。要解决问题(1),我们使用了离线优化系统来增强运动速度。为了解决问题(2),我们使用扩展卡尔曼滤波器(EKF)来实现球轨迹预测算法。要解决(1)和(3)之间的权衡,我们提出了一个估计余额余量的离线优化条件。通过使用这些方法,我们通过在机器人头上预测球的轨迹,实现了具有人形机器人的非步进网球正手冲程运动。

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