Future Clients' Requests Estimation for Dynamic Resource Allocation in Cloud Data Center Using CGPANN

作者: Jawad Ali , Faheem Zafari , Gul Muhammad Khan , S. Ali Mahmud

DOI: 10.1109/ICMLA.2013.189

关键词:

摘要: Cloud computing is an emerging and rapid growing field of Infrastructure as a Service (IaaS), it has to deal with resource allocation power management issues. This paper proposes CGPANN accurately forecast the client's requests for very short term duration 1 second. A forecasting accuracy high 99.81% been attained that verifies proposed model. The experimental results show model outperforms all contemporary models in past.

参考文章(12)
Gul Muhammad Khan, Shahid Khan, Fahad Ullah, Short-term daily peak load forecasting using fast learning neural network intelligent systems design and applications. pp. 843- 848 ,(2011) , 10.1109/ISDA.2011.6121762
Samira Chabaa, Abdelouhab Zeroual, Jilali Antari, Identification and Prediction of Internet Traffic Using Artificial Neural Networks Journal of Intelligent Learning Systems and Applications. ,vol. 2, pp. 147- 155 ,(2010) , 10.4236/JILSA.2010.23018
Fei Teng, Frédéric Magoulès, Resource Pricing and Equilibrium Allocation Policy in Cloud Computing 2010 10th IEEE International Conference on Computer and Information Technology. pp. 195- 202 ,(2010) , 10.1109/CIT.2010.70
P. Saripalli, G. V. R. Kiran, R. R. Shankar, H. Narware, N. Bindal, Load Prediction and Hot Spot Detection Models for Autonomic Cloud Computing utility and cloud computing. pp. 397- 402 ,(2011) , 10.1109/UCC.2011.66
Ginhung Wang, Kuochen Wang, An efficient hybrid P2P MMOG cloud architecture for dynamic load management The International Conference on Information Network 2012. pp. 199- 204 ,(2012) , 10.1109/ICOIN.2012.6164377
M. Asad Arfeen, Krzysztof Pawlikowski, Andreas Willig, A Framework for Resource Allocation Strategies in Cloud Computing Environment 2011 IEEE 35th Annual Computer Software and Applications Conference Workshops. pp. 261- 266 ,(2011) , 10.1109/COMPSACW.2011.52
Xin Yao, Evolving artificial neural networks Proceedings of the IEEE. ,vol. 87, pp. 1423- 1447 ,(1999) , 10.1109/5.784219
Zhang Yu Bin, Lin Li Zhong, Zhang Ya Ming, Notice of Retraction Study on network flow prediction model based on particle swarm optimization algorithm and RBF neural network international conference on computer science and information technology. ,vol. 2, pp. 302- 306 ,(2010) , 10.1109/ICCSIT.2010.5564575
Riccardo Lancellotti, Mauro Andreolini, Claudia Canali, Michele Colajanni, Dynamic Request Management Algorithms for Web-Based Services in Cloud Computing computer software and applications conference. pp. 401- 406 ,(2011) , 10.1109/COMPSAC.2011.59
N.R. Ram Mohan, E. Babu Raj, Resource Allocation Techniques in Cloud Computing -- Research Challenges for Applications international conference on computational intelligence and communication networks. pp. 556- 560 ,(2012) , 10.1109/CICN.2012.177