DocumentCode :
2927782
Title :
Energy efficient delay leap routing in multicast using feed back neural networks
Author :
Jaleel, Mohammad Uruj ; Jamil, Mohammad Asghar ; Haq, Kashiful
Author_Institution :
Coll. of CS & IS, Jazan Univ., Jazan, Saudi Arabia
fYear :
2011
fDate :
5-8 Dec. 2011
Firstpage :
251
Lastpage :
255
Abstract :
The Hopfield Neural Network is a parallel, distributed information processing structure consisting of many processing elements connected via weighted connections. The objective function was then expressed as quadratic energy function and the associated weights between neurons were computed using the gradient descent of energy function. This paper reports a development of a Hopfield type neural network model to solve minimum cost delay leap multicast routing problem. The multicast tree is obtained by recursively obtaining the delay leap optimized path from source to various destinations and combining them by union operator. The union operator ensures that a link is appearing only once in the multicast tree. The minimum energy function is obtained with minimization of constrained parameter as per a defined annealing schedule, which increases the probability of visiting lower energy states. Finally, the goal of minimization of objective function (minimum cost delay leap route) is achieved by using mean filed approximation with stochastic annealing process of reducing constrained parameter.
Keywords :
Hopfield neural nets; approximation theory; gradient methods; minimisation; multicast communication; simulated annealing; stochastic programming; telecommunication computing; telecommunication network routing; trees (mathematics); Hopfield neural network; distributed information processing structure; energy efficient delay leap routing; feed back neural network; gradient descent; mean filed approximation; minimum energy function; multicast routing problem; multicast tree; objective function minimization; parallel information processing structure; quadratic energy function; stochastic annealing process; union operator; Annealing; Approximation methods; Delay; Energy states; Equations; Hopfield neural networks; Routing; Delay leap; Energy Function; Hopfield Neural Network; Multicast Routing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Assurance and Security (IAS), 2011 7th International Conference on
Conference_Location :
Melaka
Print_ISBN :
978-1-4577-2154-0
Type :
conf
DOI :
10.1109/ISIAS.2011.6122828
Filename :
6122828
Link To Document :
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