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      KCI등재 SCIE

      Dynamic Accuracy Improvement of a MEMS AHRS for Small UAVs

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      https://www.riss.kr/link?id=A105906663

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      다국어 초록 (Multilingual Abstract)

      Nowadays, unmanned aerial vehicles are widely used for various applications, with their sizes progressively decreasing as avionics are miniaturized. The development of microelectromechanical system (MEMS) technology has enabled miniaturization of avio...

      Nowadays, unmanned aerial vehicles are widely used for various applications, with their sizes progressively decreasing as avionics are miniaturized. The development of microelectromechanical system (MEMS) technology has enabled miniaturization of avionics via application of the MEMS inertial measurement unit (IMU) to navigation sensors such as the attitude heading reference system (AHRS). However, perturbation or acceleration is known to cause low accuracy in the MEMS AHRS, which incorporates a critical sensor. Thus, in this paper, a method is proposed to improve the dynamic accuracy of a MEMS AHRS when an aircraft accelerates.
      The attitude calculations implement a quaternion method. The attitude correction of the AHRS algorithm entails the use of a Kalman filter, which is modified to improve the dynamic accuracy of the AHRS by adjusting the measurement noise covariance of the filter to change according to the maneuvering condition. The performance of the proposed algorithm was evaluated via simulation. For the simulation, actual flight data were acquired via a storage device that synchronizes the output of the reference sensor — a GPSaided AHRS — and the IMU. Simulation of the proposed algorithm demonstrates that the proposed attitude estimation method yields results that are similar to the output of the reference sensor.

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      참고문헌 (Reference)

      1 임종환, "안내 로봇 실용화를 위한 비 관성센서 기반 옥외용 위치평가" 한국정밀공학회 34 (34): 315-321, 2017

      2 전태형, "방위각 추정용 3축 마그네토미터를 위한 타원체 피팅 방식 보정기법 비교" 한국정밀공학회 35 (35): 79-85, 2018

      3 Shuster, M. D., "Three-Axis Attitude Determination from Vector Observations" 4 (4): 70-77, 1981

      4 이동규, "Test and Error Parameter Estimation for MEMS - Based Low Cost IMU Calibration" 한국정밀공학회 12 (12): 597-603, 2011

      5 Titterton, D., "Strapdown Inertial Navigation Technology" 2004

      6 Ahmed, M. S., "Strapdown Attitude Algorithms Using Quaternion Transition Matrix and Random Inputs" 55 (55): 3-14, 2005

      7 이원균, "Simulation-Based Energy Usage Profiling of Machine Tool at the Component Level" 한국정밀공학회 1 (1): 183-189, 2014

      8 Soken, H. E., "Robust Kalman Filtering for Small Satellite Attitude Estimation in the Presence of Measurement Faults" 20 (20): 64-72, 2014

      9 Yuan, X., "Quaternion-Based Unscented Kalman Filter for Accurate Indoor Heading Estimation Using Wearable Multi-Sensor System" 15 (15): 10872-10890, 2015

      10 Groves, P. D., "Principles of GNSS, Inertial, and Multisensor Integrated Navigation Systems" Artech House 2013

      1 임종환, "안내 로봇 실용화를 위한 비 관성센서 기반 옥외용 위치평가" 한국정밀공학회 34 (34): 315-321, 2017

      2 전태형, "방위각 추정용 3축 마그네토미터를 위한 타원체 피팅 방식 보정기법 비교" 한국정밀공학회 35 (35): 79-85, 2018

      3 Shuster, M. D., "Three-Axis Attitude Determination from Vector Observations" 4 (4): 70-77, 1981

      4 이동규, "Test and Error Parameter Estimation for MEMS - Based Low Cost IMU Calibration" 한국정밀공학회 12 (12): 597-603, 2011

      5 Titterton, D., "Strapdown Inertial Navigation Technology" 2004

      6 Ahmed, M. S., "Strapdown Attitude Algorithms Using Quaternion Transition Matrix and Random Inputs" 55 (55): 3-14, 2005

      7 이원균, "Simulation-Based Energy Usage Profiling of Machine Tool at the Component Level" 한국정밀공학회 1 (1): 183-189, 2014

      8 Soken, H. E., "Robust Kalman Filtering for Small Satellite Attitude Estimation in the Presence of Measurement Faults" 20 (20): 64-72, 2014

      9 Yuan, X., "Quaternion-Based Unscented Kalman Filter for Accurate Indoor Heading Estimation Using Wearable Multi-Sensor System" 15 (15): 10872-10890, 2015

      10 Groves, P. D., "Principles of GNSS, Inertial, and Multisensor Integrated Navigation Systems" Artech House 2013

      11 Mohammed, M. S., "Performance Analysis of Attitude Determination and Estimation Algorithms Applied to Low Earth Orbit Satellites" 1-6, 2016

      12 Syed Abu Nahian, "Modeling and Fault Tolerant Control of an Electro- Hydraulic Actuator" 한국정밀공학회 17 (17): 1285-1297, 2016

      13 Shan, S., "Linear Kalman Filter for Attitude Estimation from Angular Rate and a Single Vector Measurement" 2017 : 2017

      14 Valenti, R. G., "Keeping a Good Attitude: A Quaternion-Based Orientation Filter for IMUs and MARGs" 15 (15): 19302-19330, 2015

      15 Chang, L., "Indirect Kalman Filtering Based Attitude Estimation for Low-Cost Attitude and Heading Reference Systems" 22 (22): 1850-1858, 2017

      16 승지훈, "Identification of Unknown Parameter Value for Precise Flow Control of Coupled Tank using Robust Unscented Kalman Filter" 한국정밀공학회 18 (18): 31-38, 2017

      17 이재민, "High-Shock Silicon Accelerometer with a Plate Spring" 한국정밀공학회 17 (17): 637-644, 2016

      18 Wu, J., "Fast Linear Quaternion Attitude Estimator Using Vector Observations" 15 (15): 307-319, 2018

      19 송준범, "Experimental study on cascaded attitude angle control of a multi-rotor unmanned aerial vehicle with the simple internal model control method" 대한기계학회 30 (30): 5167-5182, 2016

      20 Triwiyanto Triwiyanto, "Evaluating the Performance of Kalman Filter on Elbow Joint Angle Prediction Based on Electromyography" 한국정밀공학회 18 (18): 1739-1748, 2017

      21 심형원, "Dynamic Workspace Control Method for Underwater Manipulator of Floating ROV" 한국정밀공학회 14 (14): 387-396, 2013

      22 김문식, "Development of a High-Precision Calibration Method for Inertial Measurement Unit" 한국정밀공학회 15 (15): 567-575, 2014

      23 VISTA FELIPE PATINO, "Design of an EKF-CI based Sensor Fusion for Robust Heading Estimation of Marine Vehicle" 한국정밀공학회 16 (16): 403-407, 2015

      24 Suh, Y. S., "Computationally Efficient Pitch and Roll Estimation Using a Unit Direction Vector" 67 (67): 459-465, 2018

      25 Nonami, K., "Autonomous Flying Robots" Springer 2010

      26 Stovner, B. N., "Attitude Estimation by Multiplicative Exogenous Kalman Filter" 95 : 347-355, 2018

      27 Zhu, X., "An Optimized Triad Algorithm for Attitude Determination" 52 (52): 41-47, 2017

      28 Bishop, G., "An Introduction to the Kalman Filter" 2001

      29 정다운, "Accurate Calibration of Systematic Errors for Car-Like Mobile Robots using Experimental Orientation Errors" 한국정밀공학회 17 (17): 1113-1119, 2016

      30 Ahmed, H., "Accurate Attitude Estimation of a Moving Land Vehicle Using Low-Cost MEMS IMU Sensors" 18 (18): 1723-1739, 2017

      31 Yun, X., "A Simplified Quaternion-Based Algorithm for Orientation Estimation from Earth Gravity and Magnetic Field Measurements" 57 (57): 638-650, 2008

      32 Qin, F., "A Sequential Multiplicative Extended Kalman Filter for Attitude Estimation Using Vector Observations" 18 (18): 2018

      33 조항은, "A Review on Optical Fiber Sensors for Environmental Monitoring" 한국정밀공학회 5 (5): 173-191, 2018

      34 Euston, M., "A Complementary Filter for Attitude Estimation of a Fixed-Wing UAV" 340-345, 2008

      35 Christophersen, H. B., "A Compact Guidance, Navigation, and Control System for Unmanned Aerial Vehicles" 3 (3): 187-213, 2006

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      학술지 이력

      학술지 이력
      연월일 이력구분 이력상세 등재구분
      2023 평가예정 해외DB학술지평가 신청대상 (해외등재 학술지 평가)
      2020-01-01 평가 등재학술지 유지 (해외등재 학술지 평가) KCI등재
      2011-01-01 평가 등재학술지 유지 (등재유지) KCI등재
      2009-01-01 평가 등재학술지 유지 (등재유지) KCI등재
      2008-06-23 학회명변경 영문명 : Korean Society Of Precision Engineering -> Korean Society for Precision Engineering KCI등재
      2006-01-01 평가 등재학술지 선정 (등재후보2차) KCI등재
      2005-05-30 학술지명변경 한글명 : 한국정밀공학회 영문논문집 -> International Journal of the Korean of Precision Engineering KCI등재후보
      2005-05-30 학술지명변경 한글명 : International Journal of the Korean of Precision Engineering -> International Journal of Precision Engineering and Manufacturing
      외국어명 : International Journal of the Korean of Precision Engineering -> International Journal of Precision Engineering and Manufacturing
      KCI등재후보
      2005-01-01 평가 등재후보 1차 PASS (등재후보1차) KCI등재후보
      2003-07-01 평가 등재후보학술지 선정 (신규평가) KCI등재후보
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      학술지 인용정보

      학술지 인용정보
      기준연도 WOS-KCI 통합IF(2년) KCIF(2년) KCIF(3년)
      2016 1.38 0.71 1.08
      KCIF(4년) KCIF(5년) 중심성지수(3년) 즉시성지수
      0.92 0.85 0.583 0.11
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