Alhussein Abouzeid Research:
Interests
Systems: Communication Networks; Wireless Ad Hoc and Sensor Networks;
Peer-to-Peer Networks.
Applied Theory: Stochastic Processes; Algorithm and Protocol Complexity;
Multi-layer Optimization; Information Theory; Queuing Theory.
Project "Decision": Optimal Localized
Decision Policies in Ad Hoc and Sensor Networks
In
computer networks, each node makes decisions based on its local information
(i.e. without global knowledge) under uncertain conditions. For example, a
sensor network node may need to decide whether to send its local samples immediately,
thus minimizing delay, or wait for more samples to aggregate before sending the
data, thus minimizing communication energy consumption. Similarly, an ad hoc
network node may need to decide whether to select a particular neighboring node
to forward a packet to, or to keep searching for other neighbors with more
favorable channel conditions.
These
types of decision problems are quite common in wireless networks. In our work,
we formally define them as stochastic decision problems, and derive optimal
policies that maximize the expected reward. For the sensor network problem, we
derive optimal threshold-type policies and analyze conditions for the
optimality of these simple-to-implement policies. We also design model-free
learning algorithms for situations where the conditions for optimality of
threshold-based policies do not hold. For the ad-hoc network problem, the
problem can be formulated as an optimal stopping problem in a cross-layer
design context. We implement the policies in a protocol stack composed of IEEE
802.11 MAC and geographic routing. The simulation results show significant
improvements compared to state-of-the-art cross-layer forwarding protocols.
Presentations:
MASS 2006 (includes voice annotation)
IINFOCOM 2007
Key Publications:
Z. Ye, A.A.
Abouzeid and J. Ai, "Optimal Policies for Distributed Data Aggregation in
Wireless Sensor Networks," to appear, Proceedings of 26th Annual IEEE
Conference on Computer Communications (INFOCOM 2007), Anchorage,
Alaska, USA, May 6-12, 2007.
J. Ai,
Z. Ye and A.A. Abouzeid, “Cross-layer Optimal Decision Policies for Spatial
Diversity Forwarding in Wireless Ad Hoc Networks,” Proceedings
of Third IEEE International Conference on Mobile Ad-hoc and Sensor Systems (MASS
2006), October 9-12, 2006, Vancouver, Canada.