Title :
Observability-Based Selection Criterion for Anchor Nodes in Multiple-Cell Localization
Author :
Hyeonwoo Cho ; Jewon Lee ; Daehyun Kim ; Sang Woo Kim
Author_Institution :
Div. of Electr. & Comput. Eng., Pohang Univ. of Sci. & Technol., Pohang, South Korea
Abstract :
The coverage of localization systems for a mobile robot can be expanded by using a multiple-cell structure. In such a structure, there are a number of anchor nodes installed at several positions whose coordinates are known in advance. Therefore, the mobile robot must select some anchor nodes that are suitable for its localization. As a selection criterion for these anchor nodes, the strength of the received ranging signal has been used in the conventional manner, but this approach is highly dependent on the particular environment. In this paper, we focus on the recently proposed localization model for biased chirp spread spectrum ranging. To apply the model to multiple-cell localization, we propose a selection criterion for anchor nodes that is based upon the observability of the model. The proposed criterion assures that the estimated coordinates by the extended Kalman filter can track the actual position of the mobile robot when it is located at the boundary of two adjacent cells.
Keywords :
Kalman filters; Zigbee; mobile robots; nonlinear filters; observability; path planning; position control; IEEE 802.15.4a; anchor nodes; biased chirp spread spectrum ranging; extended Kalman filter; localization system coverage; low-rate wireless personal area networks; mobile robot navigation; multiple-cell localization; observability-based selection criterion; received ranging signal strength; Cascading style sheets; Distance measurement; Mobile robots; Noise; Noise measurement; Observability; Vectors; Chirp spread spectrum (CSS); mobile robot localization; multiple cell; observability; selection criterion;
Journal_Title :
Industrial Electronics, IEEE Transactions on
DOI :
10.1109/TIE.2012.2213557