DocumentCode :
1762102
Title :
Intelligent Deflection Routing in Buffer-Less Networks
Author :
Haeri, Soroush ; Trajkovic, Ljiljana
Author_Institution :
Sch. of Eng. Sci., Simon Fraser Univ., Vancouver, BC, Canada
Volume :
45
Issue :
2
fYear :
2015
fDate :
Feb. 2015
Firstpage :
316
Lastpage :
327
Abstract :
Deflection routing is employed to ameliorate packet loss caused by contention in buffer-less architectures such as optical burst-switched networks. The main goal of deflection routing is to successfully deflect a packet based only on a limited knowledge that network nodes possess about their environment. In this paper, we present a framework that introduces intelligence to deflection routing (iDef). iDef decouples the design of the signaling infrastructure from the underlying learning algorithm. It consists of a signaling and a decision-making module. Signaling module implements a feedback management protocol while the decision-making module implements a reinforcement learning algorithm. We also propose several learning-based deflection routing protocols, implement them in iDef using the ns-3 network simulator, and compare their performance.
Keywords :
decision making; feedback; learning (artificial intelligence); optical burst switching; routing protocols; telecommunication computing; telecommunication network management; bufferless architectures; bufferless networks; decision-making module; feedback management protocol; iDef; intelligent deflection routing; learning-based deflection routing protocols; ns-3 network simulator; optical burst-switched networks; reinforcement learning algorithm; signaling infrastructure design; Artificial neural networks; Decision making; Learning (artificial intelligence); Optical buffering; Optical fiber networks; Prediction algorithms; Routing; Associative learning; buffer-less networks; decision-making; deflection routing; reinforcement learning;
fLanguage :
English
Journal_Title :
Cybernetics, IEEE Transactions on
Publisher :
ieee
ISSN :
2168-2267
Type :
jour
DOI :
10.1109/TCYB.2014.2360680
Filename :
6990534
Link To Document :
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