Title :
Indoor Positioning Using Ultrawideband and Inertial Measurements
Author :
Kok, Manon ; Hol, Jeroen D. ; Schon, Thomas B.
Author_Institution :
Dept. of Electr. Eng., Linkoping Univ., Linkoping, Sweden
Abstract :
In this paper, we present an approach to combine measurements from inertial sensors (accelerometers and gyroscopes) with time-of-arrival measurements from an ultrawideband (UWB) system for indoor positioning. Our algorithm uses a tightly coupled sensor fusion approach, where we formulate the problem as a maximum a posteriori (MAP) problem that is solved using an optimization approach. It is shown to lead to accurate 6-D position and orientation estimates when compared to reference data from an independent optical tracking system. To be able to obtain position information from the UWB measurements, it is imperative that accurate estimates of the UWB receivers´ positions and their clock offsets are available. Hence, we also present an easy-to-use algorithm to calibrate the UWB system using a maximum-likelihood (ML) formulation. Throughout this work, the UWB measurements are modeled by a tailored heavy-tailed asymmetric distribution to account for measurement outliers. The heavy-tailed asymmetric distribution works well on experimental data, as shown by analyzing the position estimates obtained using the UWB measurements via a novel multilateration approach.
Keywords :
accelerometers; calibration; gyroscopes; indoor navigation; maximum likelihood estimation; optical sensors; optical tracking; optimisation; position measurement; sensor fusion; ultra wideband technology; MAP problem; ML formulation; UWB receiver; UWB system; accelerometer; calibration; coupled sensor fusion approach; easy-to-use algorithm; gyroscope; independent optical tracking system; indoor positioning; inertial measurement; inertial sensor; maximum a posteriori problem; maximum-likelihood formulation; multilateration approach; optimization approach; position estimation; tailored heavy-tailed asymmetric distribution; time-of-arrival measurement; ultrawideband system; Calibration; Position measurement; Pulse measurements; Receivers; Sensors; Synchronization; Transmitters; Calibration; Ultra-wideband; calibration; heavy-tailed noise distribution; inertial sensors; sensor fusion; ultrawideband (UWB);
Journal_Title :
Vehicular Technology, IEEE Transactions on
DOI :
10.1109/TVT.2015.2396640