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BikeLoc: a Real-time High-Precision Bicycle Localization

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Presentation on theme: "BikeLoc: a Real-time High-Precision Bicycle Localization"— Presentation transcript:

1 BikeLoc: a Real-time High-Precision Bicycle Localization
System Using Synthetic Aperture Radar Hongjiang Lyu, Linghe Kong, Chengzhang Li Yunxin Liu, Jiansong Zhang, Guihai Chen APNet 2017

2 Development of Smart Bicycles

3 Why not GPS? GPS's error is at meters level. It performs poorly under tall buildings and in the tunnel.

4 1 2 3 Requirements for Bicycle Localization System Portablility
Little power consumption 2 Online algorithm 3

5 A new bicycle localization system
Related works: S. Kumar, S. Gil, D. Katabi, and D. Rus. Accurate indoor localization with zero start-up cost. MobiCom, 2014. J. Xiong and K. Jamieson. Arraytrack: A fine-grained indoor location system. NSDI, 2013. S. Nirjon, J. Liu, G. DeJean, B. Priyantha, Y. Jin, and T. Hart. Coin-gps: indoor localization from direct gps receiving. MobiSys, 2014. BikeLoc:

6 Overview of BikeLoc 1 2 Take Channel State Information (CSI) snapshots
Performing Circular Synthetic Aperture Radar 2 Determine the direction of APs 3

7 Theoretical Part Circular Synthetic Aperture Radar Wireless Channels
Relative Power Relative Power

8 Theoretical Part Obstacle Circular Synthetic Aperture Radar
Wireless Channels Relative Power Relative Power

9 Theoretical Part Extending to Three Dimensions Relative Power

10 Design of BikeLoc Position of the APs Direction of APs
z Position of the APs x y Direction of APs Motion Sensor Localization Height of the wheel Real-time Localization Position of the wheel Starting point Middle point Current point

11 Design of BikeLoc

12 Why Wheel? We use Circular Synthetic Aperture Radar (CSAR).
CSAR is tansition-resilient.

13 Hardware Prototype of BikeLoc
Laptop Mobike Antennas Gyroscope

14 Relative power among different
Experimental Results Relative power among different azimuthal and polar angle with antenna pairs: A1A2, A1A3, A2A3 and Sum of them. A2 A1 A3 Accuracy: 1.5° A1A2 Sum A2A3 A1A3

15 Angle-Of-Arrival Estimation Accuracy
AOA Estimation of Different Antenna Pairs:

16 Localization Accuracy
Localization Accuracy Against Number of APs:

17 Localization Accuracy
Error in Distance of Motion Sensor Localization:

18 Conclusion We design BikeLoc, a novel design to enable accurate bicycle localization based on a subtle combination of the wheel and WiFi devices. We implement a prototype of BikeLoc. In our testbed, we showed that BikeLoc is very promising to achieve tens of centimeters level localization accuracy.

19 Q&A 19


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