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Wednesday
March 2
11:00 - 11:50 AM 
Owen 106

 
Shuguang Cui 
Ph.D. Candidate
Electrical Engineering
Stanford University


Cross-layer Optimization in Energy-Constrained Wireless Networks 

We consider wireless networks with hard energy constraints, where
reducing the energy consumption becomes the most important network
design consideration. An example of this type of network is a sensor
network, where each node is powered by a non-rechargeable battery. Since
all layers of the protocol stack affect the energy per bit consumed in
its end-to-end transmission, energy minimization requires a joint design
across all protocol layers as well as the underlying hardware, where the
energy is actually expended. 

We show that the cross-layer design across the hardware, link, MAC, and
routing layers is a beneficial and feasible approach to energy efficient
wireless networking. We consider both the interference-free case (with
TDMA-based orthogonal MAC) and the interference-limited case (with
non-orthogonal MAC). For the first case, we start with a point-to-point
link, where we show that dramatic energy savings is possible when the
tradeoff between the transmission energy and the circuit processing
energy is explored. The results tell us that for short-range
applications, bursty transmissions minimize total energy consumption. We
next consider a multiple access scenario, where multiple sensor nodes
are sending data to a central node. We propose a variable-length TDMA
scheme to minimize the total energy consumption through a joint design
of the MAC and link layers. We demonstrate the energy savings of this
approach relative to a non-optimized design. We then extend our analysis
to a joint design optimized across the link, MAC, and routing layers
considering the hardware processing energy. We show that if link
adaptation is not allowed, the energy minimization problem is a LP
problem and can be efficiently solved. The solution tells us how to
optimally route the traffic to minimize the total energy consumption
across the network. If link adaptation is allowed, the total energy
consumption can be further reduced. The optimization is no longer convex
in this case, but can be relaxed to a convex problem where efficient
algorithms exist to obtain a near-optimal solution. For the
energy-efficient TDMA solution we obtained, we show that there exists
optimal scheduling or ordering of the time slot assignments to minimize
the packet delay. In the link layer, we also show that by allowing
multiple nodes to cooperate, we can construct virtual MIMO systems to
reduce both energy and delay. For the interference-limited case with
non-orthogonal channel usage, we decompose the non-convex cross-layer
problem into two sub-problems: link scheduling with heuristics, and
optimal rate adaptation with routing. We'll show how iterations between
these two sub-problems lead to an energy-efficient solution. The talk
will conclude with a brief discussion of joint estimation problems in
sensor networks, where multiple sensors cooperate in an energy-efficient
manner to estimate an unknown signal. The results will lead to a
strategy where sensors with bad observation quality or bad transmission
channels should be silenced to save energy. 


Biography

Shuguang Cui received the B.Eng. degree in Radio Engineering with the
highest distinction from Beijing University of Posts and
Telecommunications, Beijing, China, in 1997, and the M.Eng. degree in
Electrical Engineering from McMaster University, Hamilton, Canada, in
2000. He is currently working toward the Ph.D. degree in Electrical
Engineering at Stanford University, California, USA. From 1997 to 1998
he worked at Hewlett-Packard, Beijing, P.R.China, as a system engineer.
In the summer of 2003, he worked at National Semiconductor, Santa Clara,
CA, as a wirless system researcher. His current research interests
include cross-layer optimization for energy-constrained wireless
networks, hardware and system synergies for high-performance wireless
radios, and general communication theories. He is the winner of the
NSERC graduate fellowship from the National Science and Engineering
Research Council of Canada and the Canadian Wireless Telecommunications
Association (CWTA) graduate scholarship.
 

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