外乱オブザーバを用いた平面押し動作の位置予測
Position prediction using disturbance observer for planar pushing
平面押し動作における物体の位置・姿勢予測を外乱オブザーバ設計問題として定式化し、印加力と推定外乱の線形関係を同定・予測に用いる手法を提案した。
著者: Jongrae Kim
分類: cs.RO, cs.SY, eess.SY, math.OC
原文アブストラクト
The position and the orientation of a rigid body object pushed by a robot on a planar surface are extremely difficult to predict. In this paper, the prediction problem is formulated as a disturbance observer design problem. The disturbance observer provides accurate estimation of the total sum of model errors and external disturbances acting on the object. From the estimation results, it is revealed that there is a strong linear relationship between the applied force or torque and the estimated disturbances. The proposed prediction algorithm has two phases: the identification & the prediction. During the identification phase, the linear relationship is identified from the observer output using a recursive least-square algorithm. In the prediction phase, the identified linear relationship is used with a force plan, which would be provided by a mission planner, to predict the position and the orientation of an object. The algorithm is tested for six different push experimental data available from the MIT MCube Lab. The proposed algorithm shows improved performance in reducing the prediction error compared to a simple correction algorithm.