DocumentCode :
614058
Title :
Reputation Guided Genetic Scheduling Algorithm for Independent Tasks in Inter-clouds Environments
Author :
Pop, Florin ; Cristea, Valentin ; Bessis, Nik ; Sotiriadis, Stelios
Author_Institution :
Comput. Sci. Dept., Univ. Politeh. of Bucharest, Bucharest, Romania
fYear :
2013
fDate :
25-28 March 2013
Firstpage :
772
Lastpage :
776
Abstract :
Evolutionary computing offers different methods to solve NP-hard problems, finding a near-optimal solution. Task scheduling is a complex problem for large environments like Clouds. Genetic algorithms are a good method to find a solution for this problem considering multi-criteria constrains. This is also a method used for optimization. In these type of environments service providers want to increase the profit and the customers (end-users) want to minimize the costs. So, its all about money and we have minimum two optimization constrains. On the other hand, a good technique to ensure the QoS is to use the reputation of resources offered. This aspect is very important for service providers because represents a ranking method for them. We present in this paper a reputation guided genetic scheduling algorithm for independent tasks in inter-Clouds environments. The reputation is considered in the selection phase of genetic algorithm as an evolutionary criteria for the algorithm. We evaluate the proposed solution considering load-balancing as a way to measure the optimization impact for providers and maxspan as a metric for user performance.
Keywords :
cloud computing; genetic algorithms; resource allocation; scheduling; NP-hard problem; QoS ensurance; cost minimization; end-users; evolutionary computing; evolutionary criteria; independent task; intercloud environment; load balancing; multicriteria constrain; near-optimal solution; optimization constrain; optimization impact; reputation guided genetic scheduling algorithm; resource reputation; service provider ranking method; task scheduling; user performance; Biological cells; Genetic algorithms; Measurement; Optimal scheduling; Processor scheduling; Program processors; Schedules; Cloud Computing; Genetic Algorithm; Independent Tasks; Reputation; Scheduling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advanced Information Networking and Applications Workshops (WAINA), 2013 27th International Conference on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4673-6239-9
Electronic_ISBN :
978-0-7695-4952-1
Type :
conf
DOI :
10.1109/WAINA.2013.206
Filename :
6550489
Link To Document :
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