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SYSTEM AND METHOD FOR INTELLIGENT TUNING OF KALMAN FILTERS FOR INS/GPS NAVIGATION APPLICATIONS
SYSTEM AND METHOD FOR INTELLIGENT TUNING OF KALMAN FILTERS FOR INS/GPS NAVIGATION APPLICATIONS
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机译:用于INS / GPS导航应用的卡尔曼滤波器智能调谐的系统和方法
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摘要
Disclosed is a reinforcement learning technique for online tuning ofintegration filters of navigation systems needinga priori tuning parameters, such as Kalman Filters and the like. The methodincludes receiving GNSS measurements from the GNSSunit of the navigation system; and IMU measurements from IMU of the navigationsystem. The method further includes providinga priori tuning parameters to tune the integration filter of the navigationsystem. The method further includes processing the GNSSand IMU measurements using the tuned integration filter to compute a positionestimate and updating the a priori turning parametersbased on the computer position estimate.
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