Computer Science ›› 2014, Vol. 41 ›› Issue (1): 83-87.

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Application of Unscented Kalman Filter in Rotary Table Tennis Trajectory Prediction

ZHANG Kang-jie and WANG Qi-zhi   

  • Online:2018-11-14 Published:2018-11-14

Abstract: The inaccurate results of ball trajectory prediction lead to ping-pong robot can not play the table tennis intelligently.In order to reduce the trajectory prediction error,the following measures may taken:The proposed method first analyses the kinematics model of the flying rotary ball,and then constructs the motion equation and observation equation of the ball’s flying trajectory based on the Unscented Kalman Filter (UKF).Finally ping-pong ball’s three-dimensional space position,velocity and angular velocity can be estimated,according to the three-dimensional space position information obtained by a visual observation system.The Matlab simulation experiments and real experimentals show that UKF algorithm compared to EKF algorithm in trajectory prediction time can be saved by 99%,and the tracking error is small.

Key words: Rotary table tennis,Trajectory prediction,Unscented kalman filter,Ping-pong robot

[1] Cristina F,Dapoto S,Russo C.A ligutweight method for compu-ting ball spin in real time [J].Journal of Computer Science and Technology,2007,7(1):34-38
[2] Zhang Zheng-tao,Xu De,Yu Jun-zhi.Research and Latest Deve-lopment of Ping-Pong Robot Player [C]∥7th World Congress on Intelligent Control and Automation.Chongqing:IEEE,2008:4881-4886
[3] 芮庆,胡宗武,宫琦文夫.用LWR学习进行乒乓球轨道预测的仿真研究[J].机器人,1998,0(5):373-377
[4] 任艳青,方灶军,徐德,等.基于模糊神经网络的乒乓球旋转飞行轨迹模式分类[J].控制与决策
[5] 张远辉,韦巍.在线角速度估计的乒乓球机器人视觉测量方法[J].浙江大学学报:工学版,2012,46(7)
[6] Raman K,Mehra R.A comparison of several nonlinear filters for Reentry vehicle tracking[J].IEEE Trans.on Automation Contr01,1971,16(4):307-319
[7] Sastry V.Decomposition of the extended Kalman filter[J].IEEE Trans.On Automation Contr01,1971,16(3):260-261
[8] Julier S J,Uhlmann J K.Unscented filtering and nonlinear estimation[J].Proc.of the IEEE,2004,92(3):401-422
[9] Julier S J,Uhlmann J K.A new approach for filtering nonlinear system[C]∥Proc.of the 1995American Control Conference.1995:1628-1632
[10] Song Q,Qi J T,Han J D.An Adaptive UKF Algorithm and Its Application in Mobile Robot Control [C]∥Proceedings of the 2006IEEE International Conference on Robotics and Biomime-tics.Kunming,China,2006:1117-1122
[11] 赵琳,王晓旭,薛红香,等.带噪声统计估计器的Unscented卡尔曼滤波器设计[J].控制与决策,2009,4(10)
[12] Song Qi,Han Jian-da.An Adaptive UKF Alorithm for the State ang Parameter Estimations of a Mobile Robot[J].Acta Automatica Sinica,2008,4(1):72-79
[13] 赵琳.非线性系统滤波理论[M].北京:国防工业出版社
[14] Zhang Zheng-tao,Xu De,Tan Min.Visual measurement andprediction of ball trajectory for table tennis robot[J].IEEE Transactions on Instrumentation and Measurement,2010,9(12):3195-3205
[15] Resnick R,HALLIDAY D,KRANE K S.Physics[M].Singapore:Wiley,2002:351-364

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