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Dr.Bing Leng 201 6 .0 6 . 30. IEEE International Conference on Sensing, Communication and Networking ( SECON 16 ). Urban Traffic Condition Estimation: Let WiFi Do It. Estimate Urban Traffic with WiFi University of Science & Technology of China (USTC). 1.
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Dr.Bing Leng 2016.06.30 IEEE International Conference on Sensing, Communication and Networking (SECON16) Urban Traffic Condition Estimation: Let WiFi Do It Estimate Urban Traffic with WiFi University of Science & Technology of China (USTC) 1
IEEE International Conference on Sensing, Communication and Networking (SECON16) CONTENTS Part1 Background Part2 Wireless Devices Detection Part3 Character Recognition Part4 Performance Part5 Conclusion Estimate Urban Traffic with WiFi University of Science & Technology of China (USTC) 2
IEEE International Conference on Sensing, Communication and Networking (SECON16) Estimate Urban Traffic with WiFi University of Science & Technology of China (USTC) 4
IEEE International Conference on Sensing, Communication and Networking (SECON16) Device-level Data Although devices are detected fairly, Obviously, the data have a relation- ship with the bus running status, then, which part of the packets should be aggregated into a new piece of device-level information? their data tell different stories. Estimate Urban Traffic with WiFi University of Science & Technology of China (USTC) 5
IEEE International Conference on Sensing, Communication and Networking (SECON16) One Information Unit: MAC address of the Device Detected Rssi Values A Time Interval Time Information Estimate Urban Traffic with WiFi University of Science & Technology of China (USTC) 6
IEEE International Conference on Sensing, Communication and Networking (SECON16) Long time stop? Long time low speed? Abundant devices nearby? On the bus or not With the bus or not Level of relative motion Small possibility event Signal Activity Vehicle Density Index (VDI) Kendall Similarity Devices in the same vehicle No device in a vehicle Inaccuracy Estimate Urban Traffic with WiFi University of Science & Technology of China (USTC) 7
IEEE International Conference on Sensing, Communication and Networking (SECON16) How to estimate the number of vehicles with no device detected: 70% Estimate Urban Traffic with WiFi University of Science & Technology of China (USTC) 8
IEEE International Conference on Sensing, Communication and Networking (SECON16) Experimentation Estimate Urban Traffic with WiFi University of Science & Technology of China (USTC) 9
IEEE International Conference on Sensing, Communication and Networking (SECON16) Experimentation (cont.) Estimate Urban Traffic with WiFi University of Science & Technology of China (USTC) 10
IEEE International Conference on Sensing, Communication and Networking (SECON16) Experimentation (cont.) Estimate Urban Traffic with WiFi University of Science & Technology of China (USTC) 11
IEEE International Conference on Sensing, Communication and Networking (SECON16) @Bing Leng Estimate Urban Traffic with WiFi University of Science & Technology of China (USTC) 12