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An Improved Extended Kalman Filter for Localization of a Mobile Node with NLOS Anchors
Authors:
siamak yousefi
Xiao-Wen Chang
Benoit Champagne
Keywords: Extended Kalman filter; localization; non-line of sight; ultra wideband.
Abstract:
Tracking a mobile node using a wireless sensor network under non-line of sight (NLOS) conditions, has been considered in this work, which is of interest to indoor positioning applications. A hybrid of time difference of arrival (TDOA) and angle of arrival (AOA) measurements, suitable for tracking asynchronous targets, is exploited. The NLOS biases of the TDOA measurements and the position and velocity of the target are included in the state vector. To track the latter, we use a modified form of the extended Kalman filter (EKF) with bound constraints on the NLOS biases, as derived from geometrical considerations. Through simulations, we show that our technique can outperform the EKF and the memoryless constrained optimization techniques.
Pages: 25 to 30
Copyright: Copyright (c) IARIA, 2013
Publication date: July 21, 2013
Published in: conference
ISSN: 2308-4219
ISBN: 978-1-61208-284-4
Location: Nice, France
Dates: from July 21, 2013 to July 26, 2013