160 likes | 279 Views
HABITS: A History Aware Based Wi-Fi Indoor Tracking System. Eoghan Furey Supervisors: Dr. Kevin Curran, Prof. Paul Mc Kevitt Faculty of Computing and Engineering, University of Ulster, Magee College, Derry. Introduction. Location Aware Computing (LAC) - Academia and Industry
E N D
HABITS:A History Aware Based Wi-Fi Indoor Tracking System Eoghan Furey Supervisors: Dr. Kevin Curran, Prof. Paul Mc KevittFaculty of Computing and Engineering, University of Ulster, Magee College, Derry
Introduction • Location Aware Computing (LAC) - Academia and Industry • Applications – medical, military, logistical and social • Positioning algorithms - period of rapid innovation • Optimize self-location estimates on Wi-Fi enabled devices
Research Objectives • New algorithm - improve location accuracy indoors • PlaceLab software platform - large 802.11 network • Extend the algorithm: • Movement • Multiple floors • Effective Isotropic Radiated Power (EIRP) of the Access Points (AP) • Test - Creative technologies application
Technologies: GPS RFID Ultrasonic Systems Inertia Tracking GSM FM radio Signals 802.11 Wi-Fi Applications: Microsoft's Mappoint Dodgeball (Smith 2005) AT&T mMode’s Friend Finder Location Estimation Approaches
PlaceLab Software Platform PlaceLab (LaMarca et al. 2005) consists of three key elements: • Radio beacons in environment • Databases holding beacon location information • PlaceLab clients - estimate their location from data
PlaceLab Architecture PlaceLab Architecture (LaMarca et al. 2005)
PlaceLab Tracker Hierarchy (LaMarca et al. 2005) PlaceLab mapLoaderGUI interface with wigle.net
No training phase required: Cell ID based Proximity/Closest AP Triangulation Trilateration Training phase required: Centroid Particle Filters Fingerprinting Positioning Algorithms
Effective Isotropic Radiated Power (EIRP) • Tsoulos (1999) defines EIRP as “the radiated power from the antenna referenced to a theoretical point source” • GSM networks – EIRP - median accuracy - 71.3m improvement (Hubrich and Curran 2007)
Software: PlaceLab Eclipse IDE Airmagnet Wi-Fi Analysing Tools Matlab Hardware: Wireless NICs Wi-Fi Access Points Omni directional Antennas Software Analysis
Conclusion • More accurate algorithm for Wi-Fi positioning in indoor environment • History of movement - predict most likely paths traveled by Wi-Fi enabled users • Movement history & EIRP - new method - location estimates • Test in creative technologies software application