DocumentCode :
608047
Title :
Nature Inspired Self Organization for Adhoc Grids
Author :
Abdullah, Tariq ; Anjum, Ashiq ; Bessis, Nik ; Sotiriadis, Stelios ; Bertels, Koen
Author_Institution :
Sch. of Comput. & Math., Univ. of Derby, Derby, UK
fYear :
2013
fDate :
25-28 March 2013
Firstpage :
682
Lastpage :
689
Abstract :
Ant Colony Optimization (ACO) and other similar nature inspired mechanisms like artificial neural networks, swarm intelligence and evolutionary algorithms are based on naturally existing Complex Adaptive Systems (CAS). Human immune system, sand dune ripples, and ant foraging are some examples of the naturally existing CAS. Participating agents in these systems interact according to simple local rules which result in complex behavior and self-organization at system level. Adhoc grids are dynamic in nature and participating nodes show intermittent and volatile participation. Resource availability fluctuates over time inadhoc grids and results in a new adhoc grid state. These changes require adoption of the adhoc grid to anew state by applying some self organizing mechanism. In this paper, we present nature-inspired (ACO), micro-economic based mechanisms for infrastructure level self-organization in adhoc grids. These mechanisms help in achieving a scalable, dynamic and a self-organizing adhoc grid infrastructure. These mechanisms are evaluated with varying workloads in different network conditions. Study of these mechanisms helped in understanding the effect of ACO based self-organization mechanism on the infrastructural spectrum, ranging from completely centralized to fully decentralized.
Keywords :
ad hoc networks; adaptive systems; ant colony optimisation; grid computing; ACO; ad hoc grid state; ant colony optimization; ant foraging; artificial neural networks; complex adaptive systems; evolutionary algorithm; human immune system; infrastructural spectrum; microeconomic based mechanism; nature inspired mechanism; nature inspired self organization; resource availability; sand dune ripples; self organizing ad hoc grid infrastructure; self organizing mechanism; swarm intelligence; system level; volatile participation; Availability; Dynamic scheduling; Heuristic algorithms; Load management; Organizations; Pricing; Resource management; Adhoc Grid; Ant Colony Optimzation; Nature Inspired; Self Organization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advanced Information Networking and Applications (AINA), 2013 IEEE 27th International Conference on
Conference_Location :
Barcelona
ISSN :
1550-445X
Print_ISBN :
978-1-4673-5550-6
Electronic_ISBN :
1550-445X
Type :
conf
DOI :
10.1109/AINA.2013.144
Filename :
6531820
Link To Document :
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