비교란조건시 관성자기센서의 오차요소에 기인한 기울기 및 헤딩 추정오차 분석 (Analysis of Attitude and Heading Estimation Errors Caused by Error Factors in Inertial/Magnetic Sensors Under Undisturbed Conditions)

서지정보

· 발행기관 : 제어·로봇·시스템학회
· 수록지 정보 : 제어.로봇.시스템학회 논문지 / 30권 / 11호 / 1287 ~ 1293페이지
· 저자명 : 이창준, 이정근

초록

The Attitude and Heading Reference System (AHRS) plays a crucial role in various application fields, including unmanned vehicles, aerospace, and navigation. In an AHRS, 3D orientation, which encompasses both attitude and heading, is determined by processing signals from an inertial/magnetic sensor, which consists of an accelerometer, a gyroscope, and a magnetometer. Specifically, the accelerometer is used to directly determine attitude, while the magnetometer is employed for heading. Consequently, the accuracy of attitude and heading measurements is influenced by the error factors associated with the accelerometer and magnetometer. In this study, we analyze the impact of error factors in inertial/magnetic sensors on the accuracy of attitude and heading under undisturbed conditions, such as static environments and uniform magnetic fields. We compare attitude and heading errors from two orientation estimation algorithms (TRIAD and QUEST) based on various sensor error factors, including noise, bias, nonorthogonality, and misalignment errors. Noise density and bias instability are assessed through Allan deviation analysis, while nonorthogonal and misalignment errors are selected according to the specifications of the commercial AHRS module (MTw, Xsens, Netherlands). Our results present the root mean square errors (RMSEs) of attitude and heading for each individual error factor, as well as for various combinations of error factors. We found that sensor noise with a constant noise density produces attitude and heading errors that converge to a specific RMSE, whereas nonorthogonality and misalignment lead to significant deviations in errors depending on the sensor orientation. In terms of bias, the effects of bias instability were found to be negligible for zero constant bias. However, as the constant bias of the accelerometer and magnetometer increased by 1 mg and 0.5 mGauss, respectively, the attitude and heading errors increased by approximately 0.03°–0.04° and 0.04°, respectively.

영어초록

The Attitude and Heading Reference System (AHRS) plays a crucial role in various application fields, including unmanned vehicles, aerospace, and navigation. In an AHRS, 3D orientation, which encompasses both attitude and heading, is determined by processing signals from an inertial/magnetic sensor, which consists of an accelerometer, a gyroscope, and a magnetometer. Specifically, the accelerometer is used to directly determine attitude, while the magnetometer is employed for heading. Consequently, the accuracy of attitude and heading measurements is influenced by the error factors associated with the accelerometer and magnetometer. In this study, we analyze the impact of error factors in inertial/magnetic sensors on the accuracy of attitude and heading under undisturbed conditions, such as static environments and uniform magnetic fields. We compare attitude and heading errors from two orientation estimation algorithms (TRIAD and QUEST) based on various sensor error factors, including noise, bias, nonorthogonality, and misalignment errors. Noise density and bias instability are assessed through Allan deviation analysis, while nonorthogonal and misalignment errors are selected according to the specifications of the commercial AHRS module (MTw, Xsens, Netherlands). Our results present the root mean square errors (RMSEs) of attitude and heading for each individual error factor, as well as for various combinations of error factors. We found that sensor noise with a constant noise density produces attitude and heading errors that converge to a specific RMSE, whereas nonorthogonality and misalignment lead to significant deviations in errors depending on the sensor orientation. In terms of bias, the effects of bias instability were found to be negligible for zero constant bias. However, as the constant bias of the accelerometer and magnetometer increased by 1 mg and 0.5 mGauss, respectively, the attitude and heading errors increased by approximately 0.03°–0.04° and 0.04°, respectively.

참고자료

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