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COIN-GPS: Indoor Localization from Direct GPS Receiving.

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Presentation on theme: "COIN-GPS: Indoor Localization from Direct GPS Receiving."— Presentation transcript:

1 COIN-GPS: Indoor Localization from Direct GPS Receiving

2

3 What is GPS Global Positioning System – Developed by US DoD in the 1970s

4 What is GPS Global Positioning System – 24 hours a day – global coverage – real-time – cheap – light

5 How GPS works (1) Briefly speaking… – Each satellite is continuously broadcasting its timing information from its internal atomic clock

6 How GPS works (2) Briefly speaking… – Each satellite is continuously broadcasting its timing information from its internal atomic clock – A GPS receiver picks up signals from different satellites, then measures the distance between satellites and itself by calculating the time it takes for each of the signals to reach the receiver – 3 satellites are needed

7 How GPS works (3) Briefly speaking… – However, we use 4 satellites because of clock bias

8 How GPS works (4) Briefly speaking…

9 How GPS works (5) Each frame is 300 bits Transfer speed is 50 bits/sec TTFF Standalone GPS: 300 * 5 / 50 = 30+

10 How GPS works (6) Each frame is 300 bits Transfer speed is 50 bits/sec TTFF A-GPS: 300 * 1/ 50 = 6+

11 How GPS works (7) Each frame is 300 bits Transfer speed is 50 bits/sec TTFF Instant-GPS: 0 / 50 = 0

12 How Instant-GPS works (8)

13 How GPS works (9)

14 Indoor Localization Indoor navigation in shopping malls Tracking friends and family member in indoor public places

15 Existing Indoor Localization Methods Signature matching – Radio Frequency – Magnetic – Sound Continuously tracking – Accelerometer – Compass

16 Why GPS does not work (1) GPS signals are week Multipath effects Inadequate number of satellites

17 Why GPS does not work (2)

18 Why GPS does not work (3) GPS signals are week Multipath effects Inadequate number of satellites

19 Why GPS does not work (4)

20 Why GPS does not work (5) GPS signals are week Multipath effects Inadequate number of satellites

21 Solutions - Overview Directional Antenna – Provide 10 dB gain – Amplify signals from a certain direction and suppress the rest Robust Acquisition Multi-Directional Location Estimation – Does not decode info from GPS packets – Only compute sub-ms part of prop delay from GPS packets

22 Solution – Directional Antenna

23 Solutions - Overview Directional Antenna Robust Acquisition Multi-Directional Location Estimation

24 Solutions – Robust Acquisition (1) Standard Acquisition

25 Solutions – Robust Acquisition (2) Standard Acquisition PRN 5 correlated with PRN 2 PRN 5 correlated with PRN 5 shifted 350 bits

26 Solutions – Robust Acquisition (3) In reality, it is not that easy because of noise PRN5 plus Noise Autocorrelation of the sum of 7 PRNs plus noise with PRN 5 shifted 350 chips

27 Solutions – Robust Acquisition (4) Noise R [m] deviates from its ideal value of 1, and the peak ratio gets close to 1, which means that the highest peak becomes comparable to noise.

28 Solutions – Robust Acquisition (5) How to reduce noise – Directional Antenna – Integrated correlation

29 Solutions - Overview Directional Antenna Robust Acquisition Multi-Directional Location Estimation

30 Solutions – Location Estimation (1) Unknowns – X, Y, Z – Common Bias Error – Coarse Time Error

31 Solutions – Location Estimation (2) Unknowns Handle insufficient number of satellites

32 Solutions – Location Estimation (3)

33 Implementation Hardware – High-gain directional antenna – Direction controller – GPS signal logger Software – Use MS Azure Cloud as a 3 rd -party agent

34 Evaluation - Setup Note actual position before experiments

35 Evaluation – Time

36 Evaluation – Robustness of Acquisition (1) COIN-GPS acquires 3 satellites (on average) when we integrate 50 or more correlation terms With the Garmin antenna, the average number hardly ever reaches 2, even when we integrate over 100 ms

37 Evaluation – Robustness of Acquisition (2) (a) shows that as we increase the amount of signals over which we integrate the correlation, peak ratio increases (b) shows that the relative code phase error diminishes as more and more correlation terms are integrated and becomes less than 5% when 70 or more correlation terms are integrated

38 Evaluation – Robustness of Acquisition (3) CO-GPS acquires 2 or more satellites with only 10% probability, and never acquires 3 or more satellites and never obtains a location fix COIN-GPS acquires at least 3 satellites 60% of the time

39 Evaluation – Algorithm (1) Amongst all successful fixes, 63% use only one direction, 28% use 2, and 3 directions are required for the rest

40 Evaluation – Algorithm (2) highly scattered off the diagonal line

41 Evaluation – Algorithm (3)

42 Conclusion (1) Contributions – Consider indoor movement stationary – Use longer integration Drawbacks – Does not solve multipath issue very well – The benchmarks are not so persuasive

43 Conclusion (2)

44 Conclusion (3)


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