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Research Assistant, WINLAB, Rutgers University, June '11– Present |
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Reinforcemetn Learning Based Adaptive Access Point Association Management |
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Created 3 bandwidth estimation schemes based on the 802.11 frame exchange sequence and used them to optimize an 802.11 association protocol in the Qualnet network simulator using C++, which increased the throughput by 38%, and reduced the end-to-end delay from 1.07sec to 0.044 sec.
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Created 2 stochastic policies to control mobile clients’ re-association to the base station, and reduced the number of dropped packets by 90%.
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Designed and implemented reinforcement-learning-based strategies to adaptively schedule mobile client association with the base station, improving network throughput by 67%.
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Student Intern, AT&T Labs, June '12 - August '12 |
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Implemented a full-duplex 802.11 MAC protocol in the NS3 network simulator using C++, which nearly doubled the throughput for multi-node, single-AP Wi-Fi networks.
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Created an infrastructure that provided backwards compatibility for the legacy half-duplex Wi-Fi in NS3.
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Built efficient test case generation and results processing tools using Perl to automatically configure and execute batch simulations of 100+ configurations, and extract and analyze the results from simulator output.
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Research Assistant, WINLAB, Rutgers University, Jan. '09–June '11 |
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Tying Data to Geographic Locations in Mobile Networks |
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Designed and implemented a location-based communication protocol using saved trajectory and locally cached data in NS2 using C++, which increased the data delivery rate by 70%.
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Created a road divergence detection algorithm, and using the parameters trained from 5444 GPS recordings obtained from a 2-hour drive, achieved a detection rate of 98.7%.
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Created the mathematical model for calculating the ideal multi-hop packet delivery rate in a Manhattan grid for the proposed protocol and the based-line protocol.
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Optimized the protocol further by applying reinforcement learning to adaptively adjust the packet handoff time according to network feedback, and achieved a 20% improvement in data delivery rate.
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Research Assistant, WINLAB, Rutgers University, May '07– Jan. '09 |
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Adaptive Scheduling Framework for Wireless Sensor Networks |
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Implemented an R-Sentry protocol to protect wireless sensor networks against random node failures in Nes-C.
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Built a prototype for the R-Sentry protocol on 15 MICA2 Motes, which provided continuous 95% coverage, and prolonged the lifetime of the sensor network by 30%.
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T. Sun, Y. Zhang, W. Trappe, “Optimized AP Association Management Through
Channel Utilization and Adaptive Probing”, submitted to of IEEE Transactions on Mobile Computing. |
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T. Sun, B, Zan, Y. Zhang, M. Gruteser, “The Boomerang Protocol: Tying Data to Geographic Locations in Vehicular Ad Hoc Networks”, Proceedings of IEEE Transactions on Mobile Computing, July 2012. (selected as spotlight issue). |
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T. Sun, Y. Zhang, W. Trappe, “Association attacks: Identifying association protocols”, 2012 IEEE International Symposium on World of Wireless, Mobile and Multimedia Networks (WoWMoM), June, 2012. |
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T. Sun, Y. Zhang, W. Trappe, “Improving Access Point Association Protocols Through Channel Utilization and Adaptive Switching”, Proceedings of IEEE 8th International Conference on Mobile Adhoc and Sensor Systems (MASS), 2011. |
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B, Zan, T. Sun, M. Gruteser, Fei Hu, Y. Zhang, “A Privacy Preserving System for Friend Locator Applications”, Proceedings of the ACM International Symposium on Mobility Management and Wireless Access (MOBIWAC), 2011. |
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T. Sun, W. Trappe, Y. Zhang, “Improved AP Association Management using Machine Learning”, Proceedings of Mobile Computing and Communications Review, Sep. 2010. |
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B, Zan, T. Sun, M. Gruteser, Y. Zhang, “Rome: Road Monitoring and Alert System through GeoCache”, Proceedings of the 6th International Workshop on System Management Techniques, Processes, and Services, 2010. |
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B, Zan, T. Sun, M. Gruteser, Y. Zhang, “The Boomerang Protocol: Tying Data to Geographic Locations in Vehicular Ad Hoc Networks”, Proceedings of the 11th International Conference on Mobile Data Management, 2010. |
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Travel Grant to IEEE WoWMoM, San Francisco, CA, 2012 |
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Travel Grant to ACM MobiCom, Chicago, IL, 2010 |
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Travel Grant to ACM Mobisys, Brekenridge, Co, 2008 |
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Outstanding Student Scholarship, USTC 2002-2005 |
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Outstanding Achievement Award in Robogame 2004, USTC |