Title :
Estimation of Human Foot Motion During Normal Walking Using Inertial and Magnetic Sensor Measurements
Author :
Yun, Xiaoping ; Calusdian, James ; Bachmann, Eric R. ; Mcghee, Robert B.
Author_Institution :
Naval Postgrad. Sch., Monterey, CA, USA
fDate :
7/1/2012 12:00:00 AM
Abstract :
A foot motion filtering algorithm is presented for estimating foot kinematics relative to an earth-fixed reference frame during normal walking motion. Algorithm input data are obtained from a foot-mounted inertial/magnetic measurement unit. The sensor unit contains a three-axis accelerometer, a three-axis angular rate sensor, and a three-axis magnetometer. The algorithm outputs are the foot kinematic parameters, which include foot orientation, position, velocity, acceleration, and gait phase. The foot motion filtering algorithm incorporates novel methods for orientation estimation, gait detection, and position estimation. Accurate foot orientation estimates are obtained during both static and dynamic motion using an adaptive-gain complementary filter. Reliable gait detection is accomplished using a simple finite state machine that transitions between states based on angular rate measurements. Accurate position estimates are obtained by integrating acceleration data, which has been corrected for drift using zero velocity updates. Algorithm performance is examined using both simulations and real-world experiments. The simulations include a simple but effective model of the human gait cycle. The simulation and experimental results indicate that a position estimation error of less than 1% of the total distance traveled is achievable using commonly available commercial sensor modules.
Keywords :
accelerometers; gait analysis; kinematics; algorithm performance; earth fixed reference frame; foot acceleration; foot gait phase; foot kinematics; foot motion filtering algorithm; foot orientation; foot position; foot velocity; gait detection; human foot motion estimation; inertial sensor measurement; magnetic sensor measurement; normal walking; position estimation; three axis accelerometer; three axis angular rate sensor; three axis magnetometer; Acceleration; Accelerometers; Estimation; Foot; Legged locomotion; Quaternions; Vectors; Accelerometers; angular rate sensors; complementary filter; foot kinematics; foot motion; gyros; inertial sensors; magnetic sensors; personal navigation; position estimation;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
DOI :
10.1109/TIM.2011.2179830