Title :
Comparison of localization methods using CSS-UWB WPAN for mobile robots
Author :
Jeong-Min Lim ; Ji-Won Park ; Kyu-Jin Lee ; Tae-Kyung Sung ; Chang-Eun Lee ; Young-Jo Cho
Author_Institution :
Chungnam Nat. Univ., Daejeon, South Korea
Abstract :
Ultra Wideband (UWB) techniques are utilized to localize mobile robots in indoor environment. Although there are many methods, such as IR-UWB, CSS-UWB, and AWGN-UWB, it is hard to make it smaller. CSS-UWB technique is a viable solution, since it has a chip solution. By utilizing chirp signal, ranging counter, and SDS-TWR technique, CSS-UWB acquires under-meter ranging measurements. To solve position with these measurements in severe indoor condition, robust location algorithm should be exploited. Gauss-Newton (GN) method shows good performance compared to other algorithms. However, GN method has a chance to diverge in poor geometry condition. Moreover, different anchor heights could cause divergence problem in three-dimensional condition. The quadratic corrected least square (QCLS) method is introduced to alleviate this divergence problem. Not only classical QCLS method, but also other methods such as modified QCLS (MQCLS) are introduced. The performances of these algorithms are analyzed by both simulation and experimental results. MQCLS algorithm shows better performance for the edge of the geometry.
Keywords :
AWGN; Newton method; least squares approximations; mobile robots; path planning; personal area networks; spread spectrum communication; ultra wideband technology; AWGN-UWB; CSS-UWB; CSS-UWB WPAN; GN method; Gauss-Newton method; IR-UWB; QCLS method; adaptive white Gaussian noise; chirp spread spectrum; localization method; mobile robot; quadratic corrected least square method; ranging counter; ultra wideband; under-meter ranging measurement; wireless personal area network; Distance measurement; Educational institutions; Geometry; Mobile robots; Quantum cascade lasers; Semiconductor device measurement; Signal processing algorithms; CSS-UWB; Modified QCLS; QCLS;
Conference_Titel :
Ubiquitous Robots and Ambient Intelligence (URAI), 2012 9th International Conference on
Conference_Location :
Daejeon
Print_ISBN :
978-1-4673-3111-1
Electronic_ISBN :
978-1-4673-3110-4
DOI :
10.1109/URAI.2012.6463012