Title :
Analysis of the reference coordinate system used in the EKF-based SLAM
Author :
Keonyong Lee ; Soo-hyun Ryu ; Jaehyeon Kang ; Hyunga Choi ; ChangHyun Jun ; Don, Nakju Lett
Author_Institution :
Sch. of Electr. Eng., Korea Univ., Seoul, South Korea
Abstract :
In this paper we analyze the differences in the EKF-SLAM frameworks that are constructed using different coordinate system. First, we derive the EKF equations in the world coordinate system through modification of the EKF equations in the robot coordinate system. When the reference coordinate system is changed, the equations change due to its nonlinear behavior. We identify four EKF-SLAM frameworks, and then we demonstrate that any framework can be used in EKF-SLAM by simulation and real-life experiments.
Keywords :
Kalman filters; SLAM (robots); nonlinear filters; EKF-SLAM frameworks; nonlinear behavior; reference coordinate system analysis; robot coordinate system; Equations; Kalman filters; Mathematical model; Robot kinematics; Simultaneous localization and mapping; Data association; EKF; SLAM; reference coordinate system;
Conference_Titel :
Ubiquitous Robots and Ambient Intelligence (URAI), 2014 11th International Conference on
DOI :
10.1109/URAI.2014.7057516