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機器人負載的動力學參數辨識

Identification methods for robot payload dynamical parameters

  • 摘要: 為解決機器人末端負載的時變性給高速運動的機器人帶來控制精度降低的問題,研究了參數差值法、力矩求解法、全局參數辨識法的機器人末端負載動力學參數辨識的方法,以提高末端負載的辨識精度.得到的負載動力學參數用于動力學控制以提高機器人動態精度.通過建立拉格朗日動力學線性辨識模型,以最優激勵軌跡進行實時數據采集,采樣數據經過低通濾波及中心差分的處理后,代入相應的負載辨識方程式,并用加權最小二乘法解決線性方程組,可辨識到不同負載的動力學參數.實驗驗證了負載辨識方法的可行性.

     

    Abstract: To solve the problem of low precision control in high speed motion robots due to a time-varying payload and to improve the identification accuracy of the payload, the dynamical parameter identification methods for robot end payload were studied. These methods included the parameter difference method, the moment method, and the global parameter identification method. The parameters were used to improve the dynamic precision in robot dynamic control. The dynamical parameters for different payloads can be identified with the Lagrange dynamic linear identification model, which acquires real-time data using the optimal incentive path and solves the equations by using the least square weight algorithm after the sample data was processed with a low-pass filter and central difference processes. The feasibility of the method was verified by experiments.

     

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