Title
Enhancing IEEE802.11 DCF using Genetic Programming
Abstract
This paper introduces a method of designing optimized MAC layer algorithms using Genetic Programming. qv evolving entire algorithmic behaviour rather than optimizing a set of values to tune a parameterized design, a much wider space of behaviour can be explored automatically. This technique is illustrated using the variation of contention window size that is part of the Distributed Coordination Function of 802.11. When applied to the example of a variable sized network under saturated load this approach produces expressions that comfortably outperform the standard 802.11b behaviour. Also, despite being automatically generated, these solutions achieve the throughput performance of the best enhancements to this aspect of the protocol.
Year
DOI
Venue
2006
10.1109/VETECS.2006.1683037
VTC Spring
Keywords
Field
DocType
access protocols,genetic algorithms,wireless LAN,IEEE 802.11 DCF,MAC layer algorithms,contention window size,distributed coordination function,genetic programming,medium access control,variable sized network,CSMA,Genetic Programming,Wireless LAN
Parameterized complexity,Expression (mathematics),Computer science,Computer network,Genetic programming,Distributed coordination function,Wireless lan,Throughput,Genetic algorithm,Distributed computing
Conference
Volume
ISSN
Citations 
3
1090-3038
3
PageRank 
References 
Authors
0.48
2
3
Name
Order
Citations
PageRank
Tim Lewis130.48
Neil Fanning250.87
Gary Clemo3397.51