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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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Journal ArticleDOI

Yw Semi-Submersible Slurry Pump

You-Wei Lin, +1 more
- 01 May 2018 - 
Journal ArticleDOI

Noise-Resilient Acoustic Low Energy Beacon for Proximity-Based Indoor Positioning Systems.

TL;DR: In this paper, an Acoustic Low Energy (ALE) beacon based on the emission of inaudible Linear Frequency Modulated (LFM) signals was proposed, which provides high robustness to in-band noise, thus ensuring a reliable detection of the beacon at a practical range, after pulse compression.
Journal ArticleDOI

Embracing Consumer-level UWB-equipped Devices for Fine-grained Wireless Sensing

TL;DR: In this paper , the authors proposed a series of methods to realize UWB sensing on consumer-level electronics without any hardware modification and demonstrated that the achieved performance on consumer level electronics is comparable to that achieved using dedicated UWB hardware.

Frictionless Indoor Location using BLE

TL;DR: This paper describes the work in progress of a distributed indoor location system using BLE that migrates the processing and calibration requirements from the smartphone to external hardware and the cloud so there is only one free application that can handle all the location based services of every place.
Book ChapterDOI

Sensor-Fusion-Based Trajectory Reconstruction for Quadrotor Drones

TL;DR: This paper proposes a novel sensor-fusion-based method to eliminate errors of MEMS IMUs, and reconstruct trajectory of quadrotor drones, and applies this method on Parrot AR.Drone 2.0 which employs a low-cost MEMs IMU.
References
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Journal ArticleDOI

Survey of Wireless Indoor Positioning Techniques and Systems

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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