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ICRA
2008
IEEE
157views Robotics» more  ICRA 2008»
13 years 11 months ago
Analysis and improvement of the consistency of extended Kalman filter based SLAM
Abstract— In this work, we study the inconsistency of EKFbased SLAM from the perspective of observability. We analytically prove that when the Jacobians of the state and measurem...
Guoquan Huang, Anastasios I. Mourikis, Stergios I....
ICRA
2005
IEEE
123views Robotics» more  ICRA 2005»
13 years 10 months ago
SLAM via Variable Reduction from Constraint Maps
- The two dominant forms of SLAM are based on Extended Kalman Filtering and Consistent Pose Estimation. We show that these are particular subsets of a more general view of the SLAM...
Kurt Konolige
IROS
2007
IEEE
135views Robotics» more  IROS 2007»
13 years 11 months ago
Power-SLAM: A linear-complexity, consistent algorithm for SLAM
— In this paper, we present an Extended Kalman Filter (EKF)-based estimator for simultaneous localization and mapping (SLAM) with processing requirements that are linear in the n...
Esha D. Nerurkar, Stergios I. Roumeliotis
ICRA
2003
IEEE
103views Robotics» more  ICRA 2003»
13 years 10 months ago
Simultaneous localization and mapping with unknown data association using fastSLAM
— The Extended Kalman Filter (EKF) has been the de facto approach to the Simultaneous Localization and Mapping (SLAM) problem for nearly fifteen years. However, the EKF has two ...
Michael Montemerlo, Sebastian Thrun
IROS
2006
IEEE
116views Robotics» more  IROS 2006»
13 years 10 months ago
Consistency of the EKF-SLAM Algorithm
— This paper presents an analysis of the extended Kalman filter formulation of simultaneous localisation and mapping (EKF-SLAM). We show that the algorithm produces very optimis...
Tim Bailey, Juan Nieto, José E. Guivant, Mi...