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Towards Mobile Phone Localization without War-Driving Location is an IP address for content delivery Is GPS the solution? Pros: Good accuracy Cons: Poor battery lifetime Is GSM the solution? Pros: Long battery lifetime Cons: Poor accuracy What about WiFi Localization? E.g., SkyHook: Basic Basic Idea: Idea: 1 Several Several trucks trucks war-drive war-drive aa place place 2 Create Create Radio Radio map map == 3 Distribute Distribute map map to to phones phones 4 Phone Phone user user goes goes to to war-driven war-driven region, region, overhears overhears WiFi WiFi IDs IDs 5 Reverse Reverse Look Look Up Up IDs IDs against against radio radio map map 6 Obtains Obtains location location Is Skyhook the solution? Middle Ground Lower Accuracy than GPS, Longer Battery lifetime Better Accuracy than GSM, Shorter Battery lifetime but … Is Skyhook the solution? Middle Ground Lower Accuracy than GPS, Longer Battery lifetime Better Accuracy than GSM, Shorter Battery lifetime but … At the cost of: Degraded location accuracy: walking paths ~ 60m Reliance on infrastructure (APs) War-driving ($$ + carbon footprint) “NYTimes: Skyhook fleet 500 trucks/drivers” Visual Representation Of the State of the Art (Duke Campus) No Eng Eff & Acc Solution SkyHook GPS unusable with phone battery GSM too inaccurate Skyhook Better than GPS Eng Eff Eng Eff & Acc Solution CompAcc GPS unusable with GPS unusable phone battery with phone battery GSM too inaccurate Contents CompAcc Evaluation Limitations and Future Work Conclusion 10 Contents CompAcc Evaluation Limitations and Future Work Conclusion 35 CompAcc Today’s localization technologies limited Energy- Efficiency Coverage/Accuracy Rely on simple localization mechanism Need: Compass, Accelerometer and Maps Evaluation results: ALE: 11m Battery: 23h CompAcc scales to any mapped part of the world 36 Questions? Thank You! Visit the SyNRG research group @ http://synrg.ee.duke.edu/ 37 Additional Slides 38 Skyhook on walking paths g – GPS position S – Skyhook position Assume GPS is absolute truth 39 Skyhook Coverage 40 Directional trail: displacement Step count/displacement accuracy 41 Trail/Path Size 42 Fallback Mechanism: A-GPS What if the dissimilarity metric is large? Trigger A-GPS 43 Fallback Mechanism 7th Street A 5th Street Estimated Location Main St E 44 Fallback Mechanism 7th Street A 5th Street Estimated Location Main St E 45 Context Pervasive wireless connectivity + Localization technology = Location-based Location-based applications (LBAs) 46 Context Pervasive wireless connectivity + Localization technology = Location-based Location-based applications (LBAs) (iPhone AppStore: 3000 LBAs, Android: 600 LBAs) 47 Location-Based Applications (LBAs) Examples: Location-based recommendations, geo-tagging GeoLife: shopping list when near a grocery store TrafficSense: real-time traffic conditions Location expresses context of user Facilitates content delivery 48 Localization Technology LBAs executed on mobile phones Accuracy Accuracy 10m 10m 20-40m 20-40m 200-400m 200-400m Technology Technology GPS GPS WiFi WiFi // Skyhook Skyhook GSM GSM Energy-Efficiency Energy-Efficiency 4h-8h 4h-8h 16h 16h ~days ~days 49 ... map == 3 Distribute Distribute map map to to phones phones 4 Phone Phone user user goes goes to to war-driven war-driven region, region, overhears overhears... SkyHook GPS unusable with phone battery GSM too inaccurate Skyhook Better than GPS Eng Eff Eng Eff & Acc Solution CompAcc GPS unusable with GPS unusable phone battery with phone battery GSM too inaccurate... Location expresses context of user Facilitates content delivery 48 Localization Technology LBAs executed on mobile phones Accuracy Accuracy 10m 10m 20-40m 20-40m 200-400m 200-400m Technology