TY - GEN
T1 - Improved accelerometer and magnetometer-based solution to solve quaternion
AU - Zhou, Feng
AU - Wu, Yanxuan
AU - Fan, Ningjun
PY - 2012
Y1 - 2012
N2 - Light overloaded small aircraft, such as ducted fan MAV, could use accelerometer and magnetometer to measure acceleration and earth magnetic field in the body coordinate frame. There is a quaternion that relates the measured accelerations and earth magnetic field in the body coordinate frame to calculated values in the earth coordinate frame. An overdetermined nonlinear equations which could get the quaternion need to be solved. So far, the Gauss-Newton iteration algorithm was being used most commonly to solve the overdetermined equations. However, when the inverse of Jacobian matrix is singular or conditioned, the iteration would be diverge. To overcome the problem, first, transferring the overdetermined problem to determined one by a premultiply transposition of Jacobian matrix, then using Correctional Newton with Parameter iteration algorithm to solve the determined equations. Compared to Gauss-Newton iteration algorithm, this method not only could converge more fast, but also could overcome the situation which Jacobian matrix is singular or conditioned.
AB - Light overloaded small aircraft, such as ducted fan MAV, could use accelerometer and magnetometer to measure acceleration and earth magnetic field in the body coordinate frame. There is a quaternion that relates the measured accelerations and earth magnetic field in the body coordinate frame to calculated values in the earth coordinate frame. An overdetermined nonlinear equations which could get the quaternion need to be solved. So far, the Gauss-Newton iteration algorithm was being used most commonly to solve the overdetermined equations. However, when the inverse of Jacobian matrix is singular or conditioned, the iteration would be diverge. To overcome the problem, first, transferring the overdetermined problem to determined one by a premultiply transposition of Jacobian matrix, then using Correctional Newton with Parameter iteration algorithm to solve the determined equations. Compared to Gauss-Newton iteration algorithm, this method not only could converge more fast, but also could overcome the situation which Jacobian matrix is singular or conditioned.
KW - Correctional Newton
KW - Correctional Newton with Parameter
KW - attitude estimation
KW - quaternion
UR - http://www.scopus.com/inward/record.url?scp=84872547550&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:84872547550
SN - 9781467322478
T3 - International Conference on Control, Automation and Systems
SP - 2093
EP - 2096
BT - ICCAS 2012 - 2012 12th International Conference on Control, Automation and Systems
T2 - 2012 12th International Conference on Control, Automation and Systems, ICCAS 2012
Y2 - 17 October 2012 through 21 October 2012
ER -