A High-Accuracy TOA-Based Localization Method Without Time Synchronization in a Three-Dimensional Space
- 31 January 2018
- journal article
- research article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Industrial Informatics
- Vol. 15 (1) , 173-182
Abstract
Time-of-arrival (TOA) is a widely used localization technique in robotic localization systems. However, TOA-based methods require strict time synchronization between the source (target) and sensors (receivers), which significantly influences the localization accuracy. In this paper, we propose an iterative localization technique (iTOA) to eliminate the time synchronization error in robotic localization systems. iTOA first measures the distance between the source and sensors according to the travel time of the signal. Then, iTOA constructs the multivariate linear model based on the measured distances, position of sensors and unknown synchronization error, and uses the least square method to calculate the synchronization error. Finally, by using the constructed model and iteratively subtracting the synchronization error, we obtain the precise source localization with the near-zero synchronization error. For the synchronization error elimination, iTOA can work well in both the two-dimensional and three-dimensional space. We conduct experiments in both a simulation environment and a real sensor system to demonstrate the effectiveness of the proposed scheme. The experimental results show that the accuracy of localization is improved by more than 31% and 26% on average compared with the representative algorithms in the simulation and real environments, respectively.Keywords
Funding Information
- National Natural Science Foundation of China (61702357)
This publication has 39 references indexed in Scilit:
- A Geometric Filter Algorithm for Robust Device-Free Localization in Wireless NetworksIEEE Transactions on Industrial Informatics, 2015
- A TOA-Based Geolocation Algorithm Utilizing Convex Combination2015
- Fast Sound Source Localization Using Two-Level Search Space ClusteringIEEE Transactions on Cybernetics, 2015
- Wireless Gas Leak Detection and LocalizationIEEE Transactions on Industrial Informatics, 2015
- 3-D Model-Based Tracking for UAV Indoor LocalizationIEEE Transactions on Cybernetics, 2014
- Least Squares Algorithms for Time-of-Arrival-Based Mobile LocationIEEE Transactions on Signal Processing, 2004
- A simple and efficient estimator for hyperbolic locationIEEE Transactions on Signal Processing, 1994
- Maximum likelihood methods for direction-of-arrival estimationIEEE Transactions on Acoustics, Speech, and Signal Processing, 1990
- Simple solutions for hyperbolic and related position fixesIEEE Transactions on Aerospace and Electronic Systems, 1990
- Multiple emitter location and signal parameter estimationIEEE Transactions on Antennas and Propagation, 1986