DocumentCode :
1502799
Title :
Reliable Server Assignment in Networks Using Nature Inspired Metaheuristics
Author :
Konak, Abdullah ; Kulturel-Konak, Sadan
Author_Institution :
Inf. Sci. & Technol., Penn State Berks, Reading, PA, USA
Volume :
60
Issue :
2
fYear :
2011
fDate :
6/1/2011 12:00:00 AM
Firstpage :
381
Lastpage :
393
Abstract :
In this paper, a reliable server assignment problem in networks is defined as determining a deployment of identical servers to maximize a measure of service availability, and solved using nature-inspired metaheuristic approaches, namely Ant Colony Optimization, Particle Swarm Optimization, and Clonal Selection Principle of Artificial Immune Systems. In networks, the communication between a client and a server might be interrupted because the server itself is offline or unreachable as a result of catastrophic network failures. Therefore, it is very important to deploy servers at critical network nodes so that the reliability of the system is maximized. A new reliability measure, called critical service rate, is defined to evaluate alternative server assignments with respect to the network´s ability to provide services in the case of catastrophic component failures. The structure of the optimal server assignments is studied, and the performances of three nature inspired metaheuristics are investigated in a rigorous experimental study. Based on the computational studies, their advantages and disadvantages are discussed.
Keywords :
artificial immune systems; client-server systems; computer network reliability; evolutionary computation; failure analysis; network servers; particle swarm optimisation; alternative server assignment; ant colony optimization; artificial immune systems; catastrophic component failure; catastrophic network failure; client-server communication; clonal selection principle; computer network; critical network nodes; critical service rate; nature inspired metaheuristics; optimal server assignment; particle swarm optimization; reliability measure; reliable server assignment problem; server deployment; service availability; system reliability; Availability; Computational modeling; Extraterrestrial measurements; Optimization; Particle swarm optimization; Servers; Ant colony optimization; clonal selection algorithm; particle swarm optimization; reliable network design; reliable server assignment;
fLanguage :
English
Journal_Title :
Reliability, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9529
Type :
jour
DOI :
10.1109/TR.2011.2136530
Filename :
5755139
Link To Document :
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