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Fusing Geomagnetism and RF for Indoor Localization
MPhil Thesis Defence Title: "Fusing Geomagnetism and RF for Indoor Localization" By Mr. Hang WU Abstract Geomagnetic field is highly applicable to indoor localization due to its pervasive spatial presence, high signal stability and infrastructureless support. Previous work in the area often fuses it with a pedometer (step counter) via particles. These approaches are computationally intensive and require strong assumptions on user behavior. To overcome the weaknesses, we propose Magil, a pedometer-free approach leveraging upon magnetic fi eld for indoor localization. To the best of our knowledge, this is the fi rst piece of work using geomagnetism for smartphone localization without a pedometer. Magil is applicable to any open or complex indoor environment. Meanwhile, Magil can also incorporate Wi-Fi signals to achieve much improved localization accuracy for indoor environments with Wi-Fi infrastructures. In the offline phase, with a surveyor walking prede fined paths covering the indoor area, it continuously collects and stores geomagnetic and opportunistic Wi-Fi RSSI fingerprints. In the online phase, it identifi es the indoor segments whose fingerprint variations match highly with the target observations. With a modi fied shortest path formulation, Magil selects and connects these matched segments and obtains the target locations and paths. We have implemented Magil, and conducted extensive experiments on our university campus. Our results show that Magil outperforms many state-of-the-art schemes by a wide margin (cutting localization error by more than 30% on average). Date: Friday, 30 June 2017 Time: 3:00pm - 5:00pm Venue: Room 2612B Lifts 31/32 Committee Members: Prof. Gary Chan (Supervisor) Dr. Raymond Wong (Chairperson) Dr. Pan Hui **** ALL are Welcome ****