Seminar: ECE Faculty Candidate

 

Wednesday
March 7
11:00 - 11:50 AM 
Kelley 1007

 

Min Dong 
Corporate Research and Development
Qualcomm Inc.

 

Data Retrieval and Inference in Wireless Sensor Networks: A Signal
Processing Perspective

 

Developing intelligent wireless sensor networking techniques enables us
to realize the prominent potential of sensor networks in managing our
physical environment. Many characteristics unique to sensor networks,
however, pose great challenges to achieving this goal. One of them is
the inherent data redundancy, specifically, high spatial correlation,
among sensor data that demands cognitive retrieval strategies. In this
talk, I will focus on the interconnection between data retrieval and
inference in a large-scale reach-back sensor network, by considering the
problem of reconstructing a signal field with data retrieved using
deterministic scheduling or random access. We use an integrated approach
of networking and sensing to quantify how different retrieval schemes
influence the reconstruction performance. The proposed approach not only
establishes the connection of retrieval schemes to data sampling
schemes, but also provides a communication and networking perspective of
the traditional sampling problem unique to sensor networks. I will
present the results in both infinite and finite sensor density
conditions. The infinite density results demonstrate the fundamental
difference between distinct data retrieval schemes under the ideal
condition. The finite density case, on the other hand, reveals the
sensitivity of different retrieval schemes in reality where practical
imperfections may exist.

 

Biography:

 

Min Dong received the B.Eng. degree from Tsinghua University, Beijing,
China, in 1998, and the Ph.D. degree in Electrical Engineering with
minor in Applied Mathematics from Cornell University in 2004. Since
2004, she has been with the Corporate Research and Development, Qualcomm
Inc., San Diego, CA, where she has actively contributed to the design
and standardization of an orthogonal frequency division multiple access
(OFDMA) system for the evolved 3G broadband wireless communications. Dr.
Dong received the IEEE Signal Processing Society Best Paper Award for
her work on the pilot design for wireless transmission. Her research
interests include communications, signal processing, and mobile
networks.

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