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Improved localization by time of arrival for Internet of Things in 3D

Authors
Imtiaz, Ul Haq MianKim, Dongwoo
Issue Date
Sep-2017
Publisher
Institute of Electrical and Electronics Engineers Inc.
Keywords
Cramér-Rao lower bound (CLB); eigenvalue decomposition (EVD); Fisher information matrix (FIM); Internet of things (IoT); mean square location error (MSLE); time of arrival (TOA)
Citation
ICECom 2016 - Conference Proceedings, 22nd International Conference on Applied Electromagnetics and Communications
Indexed
OTHER
Journal Title
ICECom 2016 - Conference Proceedings, 22nd International Conference on Applied Electromagnetics and Communications
URI
https://scholarworks.bwise.kr/erica/handle/2021.sw.erica/11562
DOI
10.1109/ICECom.2016.7843874
Abstract
The demand of smart objects in our life promotes an advanced generation of communications under the umbrella of Internet of Things (IoT). In IoT, location-based service is one of the most promising services, where localization accuracy is a crucial problem. Rather than linearizing a nonlinear cost function used in ordinary localization problem, we propose a novel subspace algorithm by using the time of arrival (TOA) measurements. Our algorithm provides a closed-form solution and is validated to be robust for large measurement noise, as the dimension awareness and eigen structure of scalar product matrix are used. Moreover, we develop a Cramér-Rao Lower Bound (CLB) for 3-dimensional (3D) localization by using the TOA measurements. We evaluate the proposed algorithm by comparing with CLB and show its performance through simulation experiments. © 2016 KoREMA.
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ERICA 공학대학 (SCHOOL OF ELECTRICAL ENGINEERING)
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