DocumentCode :
2324271
Title :
Soft computing based intelligent grid architecture
Author :
Dabhi, Vipul K. ; Prajapati, Harshad B.
Author_Institution :
IT Dept., Dharmsinh Desai Univ., Nadiad
fYear :
2008
fDate :
13-15 May 2008
Firstpage :
574
Lastpage :
577
Abstract :
Workflow generation, resource management, and scheduling of workflow are three main components of grid based computing architecture. The components in traditional grid architecture require human intervention due to lack of intelligence and use of knowledge from historical data. We have identified the need of intelligence based automatic workflow generation, and the prediction on run-time of tasks for optimal allocation and reservation of resources. We propose soft computing based architecture of intelligent grid. We also propose the neural network based algorithmic flow for the resource matchmaking, the allocation and reservation, and the scheduling of workflow. Our proposed architecture and algorithmic flow does not require human intervention in workflow generation and in finding and allocating optimal resource for task execution. As our proposed work provides flexibility and reduces complexity in workflow generation, it saves the valuable time and cost of user.
Keywords :
grid computing; neural nets; resource allocation; scheduling; task analysis; grid based computing architecture; intelligence based automatic workflow generation; intelligent grid architecture; neural network based algorithmic flow; optimal resource allocation; resource management; resource matchmaking; resource reservation; soft computing; task execution; task prediction; workflow scheduling; Computer architecture; Costs; Grid computing; Humans; Mesh generation; Neural networks; Processor scheduling; Resource management; Runtime; Scheduling algorithm;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer and Communication Engineering, 2008. ICCCE 2008. International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4244-1691-2
Electronic_ISBN :
978-1-4244-1692-9
Type :
conf
DOI :
10.1109/ICCCE.2008.4580669
Filename :
4580669
Link To Document :
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