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Journal ArticleDOI

Location Fingerprinting With Bluetooth Low Energy Beacons

Ramsey Faragher, +1 more
- 06 May 2015 - 
- Vol. 33, Iss: 11, pp 2418-2428
TLDR
This work provides a detailed study of BLE fingerprinting using 19 beacons distributed around a ~600 m2 testbed to position a consumer device, and investigates the choice of key parameters in a BLE positioning system, including beacon density, transmit power, and transmit frequency.
Abstract
The complexity of indoor radio propagation has resulted in location-awareness being derived from empirical fingerprinting techniques, where positioning is performed via a previously-constructed radio map, usually of WiFi signals. The recent introduction of the Bluetooth Low Energy (BLE) radio protocol provides new opportunities for indoor location. It supports portable battery-powered beacons that can be easily distributed at low cost, giving it distinct advantages over WiFi. However, its differing use of the radio band brings new challenges too. In this work, we provide a detailed study of BLE fingerprinting using 19 beacons distributed around a $\sim\! 600\ \mbox{m}^2$ testbed to position a consumer device. We demonstrate the high susceptibility of BLE to fast fading, show how to mitigate this, and quantify the true power cost of continuous BLE scanning. We further investigate the choice of key parameters in a BLE positioning system, including beacon density, transmit power, and transmit frequency. We also provide quantitative comparison with WiFi fingerprinting. Our results show advantages to the use of BLE beacons for positioning. For one-shot (push-to-fix) positioning we achieve $30\ \mbox{m}^2$ ), compared to $100\ \mbox{m}^2$ ) and < 8.5 m for an established WiFi network in the same area.

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Citations
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Proceedings ArticleDOI

Mobility Parameter Estimation for Seamless Indoor-Outdoor Localization Based on Heterogeneous Information Fusion for 4-wheel Vehicles

TL;DR: This paper presents the design and validation of a mobility parameter estimation system based on heterogeneous information fusion for a wheeled car and proposes a nonlinear model related and the implementation of three non-linear filters.
Journal ArticleDOI

Contact Information-Based Indoor Pedestrian Localization Using Bluetooth Low Energy Beacons

- 01 Jan 2022 - 
TL;DR: In this article , the authors proposed two indoor pedestrian localization methods based on contact information using bluetooth low energy (BLE) beacons, namely multilateration and cooperative localization, which can achieve comparable accuracy to existing methods when the attenuation model is accurate.

BLE Indoor Positioning System Using RSSI-based Trilateration.

TL;DR: A system for indoor positioning that uses Bluetooth Low Energy beacons as transmitting nodes with known positions and the Received Signal Strength Indicator (RSSI) designating the strength of the signal emitted by the nodes with the help of trilateration to establish user’s position in a building with a mobile application is presented.
Journal ArticleDOI

GNSS Repeater Based Differential Indoor Positioning With Multi-Epoch Measurements

TL;DR: In this article , a carrier phase measurement based differential indoor positioning method is proposed to improve the positioning accuracy with GNSS repeaters in indoor environments such as an underground parking lot and an enclosed depot.
Book ChapterDOI

Extracting Service Process Models from Location Data

TL;DR: Services are today over 70% of the Gross National Product in most developed countries, and the productivity improvement of services is increasingly important and it relies heavily on a deep understanding of the service processes.
References
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Journal ArticleDOI

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TL;DR: Comprehensive performance comparisons including accuracy, precision, complexity, scalability, robustness, and cost are presented.
Proceedings ArticleDOI

The Horus WLAN location determination system

TL;DR: The Horus system identifies different causes for the wireless channel variations and addresses them and uses location-clustering techniques to reduce the computational requirements of the algorithm and the lightweight Horus algorithm helps in supporting a larger number of users by running the algorithm at the clients.
Journal ArticleDOI

A Survey of Indoor Inertial Positioning Systems for Pedestrians

TL;DR: It is concluded that PDR techniques alone can offer good short- to medium- term tracking under certain circumstances, but that regular absolute position fixes from partner systems will be needed to ensure long-term operation and to cope with unexpected behaviours.

Enhancements to the RADAR User Location and Tracking System

TL;DR: This paper analyzes shortcomings of the basic system, develops and evaluates solutions to address these shortcomings, and describes several new enhancements, including a novel access point-based environmental profiling scheme, and a Viterbi-like algorithm for continuous user tracking and disambiguation of candidate user locations.

Network Time Protocol Version 4: Protocol and Algorithms Specification

TL;DR: NTP version 4 (NTPv4), which is backwards compatible with NTP version 3 (N TPv3), described in RFC 1305, as well as previous versions of the protocol, are described.
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