In order to improve the navigation accuracy and control precision,some related study on the autonomous navigation of agricultural robot control was carried out. Firstly,the Sage_Husa self-adaptive filtering and strong tracking Kalman filtering were introduced. The former has the characteristics of high precision but huge computation,the latter has strong adaptive capacity,but the filtering accuracy is low.So combined the advantage of these two filtering algorithms and used the strict convergence criterion,a...