A Parallel Kalman Filter for Estimation of Magnetic Disturbance and Orientation Based on Nine-axis Inertial/Magnetic Sensor Signals

被引:1
作者
Lee, Jung Keun [1 ]
机构
[1] Hankyong Natl Univ, Dept Mech Engn, Anseong, South Korea
关键词
Parallel Kalman Filter; Magnetic Disturbance; Orientation; Inertial/Magnetic Sensor;
D O I
10.3795/KSME-A.2016.40.7.659
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Magnetic disturbance is one of the main factors that deteriorate the accuracy of orientation estimation methods based on inertial/magnetic sensor signals. This paper proposes a parallel Kalman filter( KF) that explicitly detects magnetic disturbances and thus can accurately estimate 3D orientation in magnetically disturbed environments. Due to the parallel nature of the proposed KF, even severe magnetic disturbances only affect yaw estimation, while roll and pitch values remain accurate. Consequently, the proposed KF can be effectively used in various applications that involve magnetically inhomogeneous environments, such as robots, ships, and planes.
引用
收藏
页码:659 / 666
页数:8
相关论文
共 13 条
[1]   Limitations of attitude estimation algorithms for inertial/Magnetic sensor modules [J].
Bachmann, Eric R. ;
Yun, Xiaoping ;
Brumfield, Anne .
IEEE ROBOTICS & AUTOMATION MAGAZINE, 2007, 14 (03) :76-87
[2]   Magnetic distortion in motion labs, implications for validating inertial magnetic sensors [J].
de Vries, W. H. K. ;
Veeger, H. E. J. ;
Baten, C. T. M. ;
van der Helm, F. C. T. .
GAIT & POSTURE, 2009, 29 (04) :535-541
[3]  
Frassl M., 2013, P INT ROB SYST IROS
[4]   Magnetic Maps for Indoor Navigation [J].
Gozick, Brandon ;
Subbu, Kalyan Pathapati ;
Dantu, Ram ;
Maeshiro, Tomyo .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2011, 60 (12) :3883-3891
[5]   Application of a sensor fusion algorithm for improving grasping stability [J].
Kim, Jae Hyeon ;
Yoon, Hyun-Suck ;
Moon, Hyungpil ;
Choi, Hyouk Ryeol ;
Koo, Ja Choon .
JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, 2015, 29 (07) :2693-2698
[6]  
Lee J. K., T KOREAN SOC MECH A, V39, P179
[7]   Estimation of Attitude and External Acceleration Using Inertial Sensor Measurement During Various Dynamic Conditions [J].
Lee, Jung Keun ;
Park, Edward J. ;
Robinovitch, Stephen N. .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2012, 61 (08) :2262-2273
[8]   A Fast Quaternion-Based Orientation Optimizer via Virtual Rotation for Human Motion Tracking [J].
Lee, Jung Keun ;
Park, Edward J. .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2009, 56 (05) :1574-1582
[9]   People Tracking and Accompanying Algorithm for Mobile Robot Using Kinect Sensor and Extended Kalman Filter [J].
Park, Kyoung Jae ;
Won, Mooncheol .
TRANSACTIONS OF THE KOREAN SOCIETY OF MECHANICAL ENGINEERS A, 2014, 38 (04) :345-354
[10]   Compensation of magnetic disturbances improves inertial and magnetic sensing of human body segment orientation [J].
Roetenberg, D ;
Luinge, HJ ;
Baten, CTM ;
Veltink, PH .
IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2005, 13 (03) :395-405