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Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info. Dept. of Info. and Learning Dept. of Computer Info. and Engineering Technology Network Eng. National University of Tainan National University of Tainan Lunghwa University of Science Tainan 700, Taiwan Tainan 700, Taiwan and Technology, Taiwan IEEE Proceedings of The 7th International Wireless Communications and Mobile Computing Conference (IWCMC 2011)

Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

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Page 1: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Prediction-based Object Tracking and Coverage in Visual Sensor Networks

Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai

Dept. of Com. Sci. and Info. Dept. of Info. and Learning Dept. of Computer Info. and

Engineering Technology Network Eng.

National University of Tainan National University of Tainan Lunghwa University of Science

Tainan 700, Taiwan Tainan 700, Taiwan and Technology, Taiwan

IEEE Proceedings of The 7th International Wireless Communicationsand Mobile Computing Conference (IWCMC 2011)

Page 2: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Outline Introduction

Goals

Network Model and Assumptions

Prediction-based algorithm for the tracking and coverage of objects(POTC)

Experimental results

Conclusion

Page 3: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Introduction Visual sensor networks(VSNs) are a type of wireless sensor network.

All sensor are equipped with cameras

Difference between visual and scalar sensor

• Visual sensor can capture the image of object

Scalar sensor Visual sensor

0/1

Page 4: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Introduction When tracking a mobile object, visual sensors cannot remain in an

active mode until the object is out of the sensing range

To track objects, a set of visual sensors must be active before the mobile object approaches them

Page 5: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Goals We have developed an algorithm to monitor the mobile object

• Minimum number of visual sensors• Maximum coverage of mobile object

Page 6: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Network Model and Assumptions

Sensor Node

Each sensor

• Deploying randomly• Communication range = Sensing range • Location-aware• Location of object• Equipped the camera• Camera can rotate 360°• Active and sleep

The object is mobile and moving with a random waypoint

Build up a planar graph by Gabriel Graph for the visual sensor network

Mobile object

Page 7: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Prediction-based algorithm for the tracking and coverage of objects(POTC) Awakening the Monitoring Area using Face Routing

Covered Range

Page 8: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Prediction-based algorithm for the tracking and coverage of objects(POTC) Awakening the Monitoring Area using Face Routing

Covered Range

Page 9: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Prediction-based algorithm for the tracking and coverage of objects(POTC)

Sensor node

Mobile object

Nearest node

Cross node

Cross edge

Moving edge

Page 10: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Prediction-based algorithm for the tracking and coverage of objects(POTC)

Sensor node

Mobile object

Nearest node

Cross node

Cross edge

Moving edge

Routing edge

Wake node

F1 F2

F3

F4

F5 F6

Page 11: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Prediction-based algorithm for the tracking and coverage of objects(POTC)

Sensor node

Mobile object

Cross edge

Moving edge

Routing edge

Boundary node

Wake node

F1 F2

F3

F4

F5 F6

F7 F8

F9F10

F11

F13

F12 F14 F15

F16

F17

Page 12: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Prediction-based algorithm for the tracking and coverage of objects(POTC) Awakening the Monitoring Area using Face Routing

Covered Range

Page 13: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Covered Range

• Single Characteristic Point• Multiple Characteristic Point

Covered Segment Both Covered Segment

Prediction-based algorithm for the tracking and coverage of objects(POTC)

Page 14: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Covered Range

• Single Characteristic Point• Multiple Characteristic Point

Prediction-based algorithm for the tracking and coverage of objects(POTC)

Page 15: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Experimental results

Page 16: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Experimental results

Page 17: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Experimental results

Page 18: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Experimental results

Page 19: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Conclusion we developed the algorithm, prediction-based object tracking and

coverage algorithm (POTC) to monitor the mobile object

• Minimum number of visual sensors• Maximum coverage of mobile object

Page 20: Prediction-based Object Tracking and Coverage in Visual Sensor Networks Tzung-Shi Chen Jiun-Jie Peng,De-Wei Lee Hua-Wen Tsai Dept. of Com. Sci. and Info

Thank you