Publication | Open Access
Effects of Initial Attitude Estimation Errors on Loosely Coupled Smartphone GPS/IMU Integration System
21
Citations
15
References
2020
Year
Unknown Venue
EngineeringLocation EstimationMeasurementGlobal Navigation Satellite SystemPositioning SystemAccelerometerEducationPrecision NavigationLocalizationState EstimationGlobal Positioning SystemCalibrationPositioningKinematicsInclinometerInertial SensorsInertial Measurement UnitOutdoor ExperimentSatellite Navigation SystemsOdometry
Global Positioning System (GPS) and inertial measurement unit (IMU) sensors are commonly integrated using the extended Kalman filter (EKF), for achieving better navigation performance. However, because of nonlinearity, the performance of the EKF is affected by the initial state estimation errors, and the navigation solutions, including the attitude, diverge rapidly as the initial errors increase. This paper analyzes the data obtained from an outdoor experiment, and investigates the effect of the initial errors on the attitude estimation performance using EKF, which is used in loosely coupled low-cost smartphone GPS/IMU sensors.
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