• Title/Summary/Keyword: accelerometer bias

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Extended Kalman Filter Based GF-INS Angular Velocity Estimation Algorithm

  • Kim, Heyone;Lee, Junhak;Oh, Sang Heon;Hwang, Dong-Hwan;Lee, Sang Jeong
    • Journal of Positioning, Navigation, and Timing
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    • 제8권3호
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    • pp.107-117
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    • 2019
  • When a vehicle moves with a high rotation rate, it is not easy to measure the angular velocity using an off-the-shelf gyroscope. If the angular velocity is estimated using the extended Kalman filter in the gyro-free inertial navigation system, the effect of the accelerometer error and initial angular velocity error can be reduced. In this paper, in order to improve the navigation performance of the gyro-free inertial navigation system, an angular velocity estimation method is proposed based on an extended Kalman filter with an accelerometer random bias error model. In order to show the validity of the proposed estimation method, angular velocities and navigation outputs of a vehicle with 3 rev/s rotation rate are estimated. The results are compared with estimates by other methods such as the integration and an extended Kalman filter without an accelerometer random bias error model. The proposed method gives better estimation results than other methods.

Wafer Level Vacuum Packaged Out-of-Plane and In-Plane Differential Resonant Silicon Accelerometers for Navigational Applications

  • Kim, Illh-Wan;Seok, Seon-Ho;Kim, Hyeon-Cheol;Kang, Moon-Koo;Chun, Kuk-Jin
    • JSTS:Journal of Semiconductor Technology and Science
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    • 제5권1호
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    • pp.58-66
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    • 2005
  • Inertial-grade vertical-type and lateral-type differential resonant accelerometers (DRXLs) are designed, fabricated using one process and tested for navigational applications. The accelerometers consist of an out-of-plane (for z-axis) accelerometer and in-plane (for x, y-axes) accelerometers. The sensing principle of the accelerometer is based on gap-sensitive electrostatic stiffness changing effect. It says that the natural frequency of the accelerometer can be changed according to an electrostatic force on the proof mass of the accelerometer. The out-of-plane resonant accelerometer shows bias stability of $2.5{\mu}g$, sensitivity of 70 Hz/g and bandwidth of 100 Hz at resonant frequency of 12 kHz. The in-plane resonant accelerometer shows bias stability of $5.2{\mu}g$, sensitivity of 128 Hz/g and bandwidth of 110 Hz at resonant frequency of 23.4 kHz. The measured performances of two accelerometers are suitable for an application of inertial navigation.

국산 고정밀 가속도계의 건설 구조물 적용성 평가 (Application of High-precision Accelerometer Made in Korea to Health Monitoring of Civil Infrastructures)

  • 권남열;강두영;손훈
    • 한국전산구조공학회논문집
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    • 제29권3호
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    • pp.277-283
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    • 2016
  • 본 논문에서는 풍산 FNS에서 개발한 force-feedback형 고정밀 국산 3축 가속도계의 성능을 실험적으로 평가하고, 건설구조물 전산구조해석 및 유지관리용 건전성 모니터링에의 적용성을 논한다. 레이트 테이블 및 가진기를 통해 다양한 형태로 가진실험을 수행함으로써 국산 가속도계의 비선형성, 대역폭, 저주파 신호계측 성능, 바이어스 특성을 검증하고, 국내 가속도계 시장의 대부분을 차지하고 있는 해외 업체들의 대표적 가속도계와 성능을 비교 평가하여 국산 가속도계의 적용성과 시장진입 가능성을 평가하였다. 실험분석 결과 국산 가속도계는 실험으로 평가한 모든 항목에서 실험에 사용된 수입 가속도계보다 좋은 성능을 보였다. 특히 건설 구조물 계측에 필수적인 저주파 대역 계측성능은 수입 가속도계의 성능을 능가하였으며, 바이어스도 상수 특성을 가장 잘 유지하는 것으로 나타나 향후 실험기반 구조해석 및 구조물 장기 건전도 모니터링에 좋은 대안이 될 것으로 평가된다.

A Calibration Method for Six-Accelerometer INS

  • Hung Chao-Yu;Lee Sou-Chen
    • International Journal of Control, Automation, and Systems
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    • 제4권5호
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    • pp.615-623
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    • 2006
  • The gyroscope free strap-down INS is composed only of accelerometers. Any gyroscope free INS navigation error is deeply affected by the accuracy of the sensor bias, scale factor, orientation and location error. However these parameters can be found by calibration. There is an important research issue about a multi-position calibration method in this paper. It provides a novel method to find the error parameters for the six-accelerometer INS. A superior simulation is shown that the multi-position calibration can find the specifications of a six-accelerometer INS in laboratory. From these parameters the six-accelerometer INS could apply in realistic navigation.

실리콘 펜듈럼 서보 가속도계의 제작 및 성능 평가 (Fabrication and evaluation of a silicon pendulous servo accelerometer)

  • 서재범;심규민;오문수;이관섭
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1996년도 한국자동제어학술회의논문집(국내학술편); 포항공과대학교, 포항; 24-26 Oct. 1996
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    • pp.56-60
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    • 1996
  • This paper presents the initial results of development of a inertial navigation grade silicon pendulous accelerometer. This effort focused on developing a bulk-micromachined silicon pendulum and designing a PI-servo controller. Performance data presented in this paper includes threshold, bias short term stability and nonlinearity of scale factor. This accelerometer developed is demonstrated the feasibility of meeting one-nautical-mile-per-hour accuracy.

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GPS/INS 가관측성의 간편한 해석 (Simplified Observability Analysis of GPS/INS)

  • 홍신표
    • 제어로봇시스템학회논문지
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    • 제13권12호
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    • pp.1243-1251
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    • 2007
  • In this paper a study on the simplified observability analysis of GPS/INS is introduced. Errors for the position, velocity, attitude, gyro and accelerometer biases, and lever arm between GPS antenna and inertial sensors are considered in the observablity analysis. From the error dynamics model in which relatively small terms are neglected, simple observability conditions are obtained such that the observability of GPS/INS is determined by the test on the attutude, gyro bias, and lever arm. Unobservable errors for the position, velocity, and accelerometer bias are determined by those for the attitude, gyro bias, and lever arm. The simplified observability conditions are applied to a constant speed horizontal motion. It is shown that there are seven unobservable modes for the motion including the vertical component of gyro bias. The analytic observability analysis results are confirmed with a covariance simulation.

Energy cost of walking in older adults: accuracy of the ActiGraph accelerometer predictive equations

  • Ndahimana, Didace;Kim, Ye-Jin;Wang, Cui-Sang;Kim, Eun-Kyung
    • Nutrition Research and Practice
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    • 제16권5호
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    • pp.565-576
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    • 2022
  • BACKGROUND/OBJECTIVES: Various accelerometer equations are used to predict energy expenditure (EE). On the other hand, the development of these equations and their validation studies have been conducted primarily without including older adults. This study assessed the accuracy of 8 ActiGraph accelerometer equations to predict the energy cost of walking in older adults. SUBJECTS/METHODS: Thirty-one participants with a mean age of 74.3 ± 3.3 yrs were enrolled in this study (20 men and 11 women). The participants completed 8 walking activities, including 5 treadmill and 3 self-paced walking activities. The EE was measured using a portable indirect calorimeter, with each participant simultaneously wearing the ActiGraph accelerometer. Eight ActiGraph equations were assessed for accuracy by comparing the predicted EE with indirect calorimetry results. RESULTS: All equations resulted in an overall underestimation of the EE across the activities (bias -1 to -1.8 kcal·min-1 and -0.7 to -1.8 metabolic equivalents [METs]), as well as during treadmill-based (bias -1.5 to -2.9 kcal·min-1 and -0.9 to -2.1 METs) and self-paced (bias -1.2 to -1.7 kcal·min-1 and -0.2 to -1.3 METs) walking. In addition, there were higher rates of activity intensity misclassifications, particularly among vigorous physical activities. CONCLUSIONS: The ActiGraph equations underestimated the EE for walking activities in older adults. In addition, these equations inaccurately classified the activities based on their intensities. The present study suggests a need to develop ActiGraph equations specific to older adults.

Resonant Loop Design and Performance Test for a Torsional MEMS Accelerometer with Differential Pickoff

  • Sung, Sang-Kyung;Hyun, Chul;Lee, Jang-Gyu
    • International Journal of Control, Automation, and Systems
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    • 제5권1호
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    • pp.35-42
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    • 2007
  • This paper presents an INS(Inertial Navigation System) grade, surface micro-machined differential resonant accelerometer(DRXL) manufactured by an epitaxially grown thick poly silicon process. The proposed DRXL system generates a differential digital output upon an applied acceleration, in which frequency transition is measured due to gap dependent electrical stiffness change. To facilitate the resonance dynamics of the electromechanical system, the micromachined DRXL device is packaged by using the wafer level vacuum sealing process. To test the DRXL performance, a nonlinear self-oscillation loop is designed based on the extended describing function technique. The oscillation loop is implemented using discrete electronic elements including precision charge amplifier and hard feedback nonlinearity. The performance test of the DRXL system shows that the sensitivity of the accelerometer is 24 Hz/g and its long term bias stability is about 2 mg($1{\sigma}$) with dynamic range of ${\sigma}70g$.

VEHICLE SPEED ESTIMATION BASED ON KALMAN FILTERING OF ACCELEROMETER AND WHEEL SPEED MEASUREMENTS

  • HWANG J. K.;UCHANSKI M.;SONG C. K.
    • International Journal of Automotive Technology
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    • 제6권5호
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    • pp.475-481
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    • 2005
  • This paper deals with the algorithm of estimating the longitudinal speed of a braking vehicle using measurements from an accelerometer and a standard wheel speed sensor. We evolve speed estimation algorithms of increasing complexity and accuracy on the basis of experimental tests. A final speed estimation algorithm based on a Kalman filtering is developed to reduce measurement noise of the wheel speed sensor, error of the tire radius, and accelerometer bias. This developed algorithm can give peak errors of less than 3 percent even when the accelerometer signal is significantly biased.

칼만필터를 사용하는 INS/GPS 결합시스템에서 측정치 지연에 의한 오차 분석 및 보상 (Error Analysis and Compensation of Measurement Delay in INS/GPS Integrated Systems with Kalman Filtering)

  • 박찬국;조성윤;진용
    • 제어로봇시스템학회논문지
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    • 제6권11호
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    • pp.1039-1044
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    • 2000
  • In this paper, the error caused by the measurement delay in INS/GPS integrated systems with Kalman filtering is defined and analyzed through the analytical method and the simulation. It is proved that the error of measurement delay causes not only the position error but also the estimate error of the x-axis accelerometer bias when a vehicle turns. And the estimation method of the delay time and the compensation method using an extrapolation method are presented. The performance of the compensation method is shown by the analytic method and the simulation.

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