[1] S. Ding, S. Yang, Y. Zhang, C. Liang and C. Xia, "Combining QoS Prediction and Customer Satisfaction Estimation to Solve Cloud Service Trustworthiness Evaluation Problems," Knowledge-Based Systems, Vol. 56, pp. 216-225, 2014.
[2] R. Buyya, C. Vecchiola and S.T. Selvi, "Cloud Computing Architecture," chapter 4, pp. 111-140, 2013.
[3] L.F.P. Eduardo Gonçalves da Silva, Marten van Sinderen, "Towards Runtime Discovery, Selection and Composition of Semantic Services," Computer Communications, Vol. 34, No. 2, pp. 159-168, 2011.
[4] M.L.K. Mr.K.Saravanan, "an Enhanced QOS Architecture Based Framework for Ranking of Cloud Services," International Journal of Engineering Trends and Technology (IJETT), Vol. 4, No. 4, pp. 1022-1031, 2013.
[5] M.D. Stojanovic, S.V. Bostjancic Rakas and V.S. Acimovic-Raspopovic, "End-to-end Quality of Service Specification and Mapping: The Third Party Approach," Computer Communications, Vol. 33, No. 11, pp. 1354-1368, 2010.
[6] W. Itani, C. Ghali, A. Kayssi, A. Chehab, "Accountable Reputation Ranking Schems For Service Providers InCloud Computing," International Conference on Cloud Computing and Services Science, pp. 49-55, 2011.
[7] M.J. Katchabaw, H.L. Lutfiyya and M.A. Bauer, "Usage Based Service Differentiation for End-to-end Quality of Service Management," Computer Communications, Vol. 28, No. 18, pp. 2146-2159, 2005.
[8] V. Raisanen, "Service Quality Support—an Overview," Computer Communications, Vol. 27, No. 15, pp. 1539-1546, 2004.
[9] S.K. Garg, S. Versteeg and R. Buyya, "a Framework for Ranking of Cloud Computing Services," Future Generation Computer Systems, Vol. 29, No. 4, pp. 1012-1023, 2013.
[10] Y. Hao, Y. Zhang and J. Cao, "Web Services Discovery and Rank: an Information Retrieval Approach," Future Generation Computer Systems, Vol. 26, No. 8, pp. 1053-1062, 2010.
[11] H.C.T. Chan, "Ranking and Mapping of Applications to Cloud Computing Services by SVD," Network Operations and Management Symposium Workshops (NOMS Wksps), Osaka, 19-20 April, pp. 362-369, 2010.
[12] P. Choudhury, M. Sharma, K. Vikas, T. Pranshu and V. Satyanarayana, "Service Ranking Systems for Cloud Vendors," Advanced Materials Research, Vol. 433-440, pp. 3949-3953, 2012.
[13] S.C. Tejas Chauhan , A.M. Vikas Kumar and Bhise, "Service Level Agreement Parameter Matching in Cloud Computing," World Congress on Information and Communication Technologies, pp. 564-570, 2011.
[14] Z. Zheng, X. Wu, Y. Zhang, M. Lyu, J. Wang, "QoS Ranking Prediction for Cloud Services," Journal of IEEE Transactions on Parallel and Distributed Systems, Vol. 24, No. 6, pp. 1213-1222, 2012.
[15] L. Qu, Y. Wang and M.A. Orgun, "Cloud Service Selection Based on the Aggregation of User Feedback and Quantitative Performance Assessment," SCC '13 Proceedings of the IEEE International Conference on Services Computing, IEEE Computer Society Washington, DC, USA, pp. 152-159, 2013.
[16] G. Katsaros, J. Subirats, J.O. Fitó, J. Guitart, P. Gilet and D. Espling, "a Service Framework for Energy-aware Monitoring and VM Management in Clouds," Future Generation Computer Systems, Vol. 29, No. 8, pp. 2077-2091, 2013.
[17] O.S. Vaidya and S. Kumar, "Analytic Hierarchy Process: An Overview of Applications," European Journal of Operational Research, Vol. 169, No. 1, pp. 1-29, 2006.
[18] S. Will Sobel, A. Sucharitakul, J. Nguyen, H. Wong, A. Klepchukov, Sh. Patil, A. Fox, D. Patterson, "Cloudstone: Multi-Platform, Multi-Language Benchmark and Measurement Tools for Web 2.0," Provided by Sun Microsystems, pp. 1-6, Oct 2008.
[19] "CloudHarmony," http://www.cloudharmony.com, 2009.
[20] T. Abubakr, "Cloud Sleuth," https://www.cloudsleuth.net, 2011.
[21] X.Y. Ang Li, S. Kandula, M. Zhang, "CloudCmp: Comparing Public Cloud Providers," ACM, pp. 1-14, 2011.
[22] X.Y. Ang Li, S. Kandula, M. Zhang, "CloudCmp Shopping for a Cloud Made Easy," 2nd USENIX Workshop on Hot Topics in Cloud Computing, pp. 1-7 2010.
[23] B. Cooper, A. Silberstain, E. Tam, R. Sears, "Benchmarking Cloud Serving Systems with YCSB," Proceeding of the 1st ACM Symposium on Cloud Computing, Indiana, USA, 2010.
[24] J.Z. Chunjie, L. Wang, Gang LU, L. Zhang, Cheng-Zhong XU, Ninghui SUN, "CloudRank-D: Benchmarking and Ranking Cloud Computing Systems for Data Processing Applications," Frontiers of Computer Science, Vol. 6, No. 4, pp. 347-362, 2012.
[25] S. Preeti Gulia, "Automatic Selection and Ranking of Cloud Providers using Service Level Agreements," International Journal of Computer Applications, Vol. 72, No. 11, pp. 45-52, 2013.
[26] "Cirrocumulus: A Semantic Framework for Application and core Services Portability Across Heterogeneous Clouds," project at Kno-e-sis Center at Wright State University, 2010.
[27] M.D. Dikaiakos and D. Zeinalipour-Yazti, "A Distributed Middleware Infrastructure for Personalized Services," Computer Communications, Vol. 27, No. 15, pp. 1464-1480, 2004.
[28] Cloud Service Measurement Index Consortium, "Service Measurement Index Version 1.0," Carnegie Mellon University Silicon Valley Moffett Field, CA USA, pp. 1-8, september 2011.
[2] R. Buyya, C. Vecchiola and S.T. Selvi, "Cloud Computing Architecture," chapter 4, pp. 111-140, 2013.
[3] L.F.P. Eduardo Gonçalves da Silva, Marten van Sinderen, "Towards Runtime Discovery, Selection and Composition of Semantic Services," Computer Communications, Vol. 34, No. 2, pp. 159-168, 2011.
[4] M.L.K. Mr.K.Saravanan, "an Enhanced QOS Architecture Based Framework for Ranking of Cloud Services," International Journal of Engineering Trends and Technology (IJETT), Vol. 4, No. 4, pp. 1022-1031, 2013.
[5] M.D. Stojanovic, S.V. Bostjancic Rakas and V.S. Acimovic-Raspopovic, "End-to-end Quality of Service Specification and Mapping: The Third Party Approach," Computer Communications, Vol. 33, No. 11, pp. 1354-1368, 2010.
[6] W. Itani, C. Ghali, A. Kayssi, A. Chehab, "Accountable Reputation Ranking Schems For Service Providers InCloud Computing," International Conference on Cloud Computing and Services Science, pp. 49-55, 2011.
[7] M.J. Katchabaw, H.L. Lutfiyya and M.A. Bauer, "Usage Based Service Differentiation for End-to-end Quality of Service Management," Computer Communications, Vol. 28, No. 18, pp. 2146-2159, 2005.
[8] V. Raisanen, "Service Quality Support—an Overview," Computer Communications, Vol. 27, No. 15, pp. 1539-1546, 2004.
[9] S.K. Garg, S. Versteeg and R. Buyya, "a Framework for Ranking of Cloud Computing Services," Future Generation Computer Systems, Vol. 29, No. 4, pp. 1012-1023, 2013.
[10] Y. Hao, Y. Zhang and J. Cao, "Web Services Discovery and Rank: an Information Retrieval Approach," Future Generation Computer Systems, Vol. 26, No. 8, pp. 1053-1062, 2010.
[11] H.C.T. Chan, "Ranking and Mapping of Applications to Cloud Computing Services by SVD," Network Operations and Management Symposium Workshops (NOMS Wksps), Osaka, 19-20 April, pp. 362-369, 2010.
[12] P. Choudhury, M. Sharma, K. Vikas, T. Pranshu and V. Satyanarayana, "Service Ranking Systems for Cloud Vendors," Advanced Materials Research, Vol. 433-440, pp. 3949-3953, 2012.
[13] S.C. Tejas Chauhan , A.M. Vikas Kumar and Bhise, "Service Level Agreement Parameter Matching in Cloud Computing," World Congress on Information and Communication Technologies, pp. 564-570, 2011.
[14] Z. Zheng, X. Wu, Y. Zhang, M. Lyu, J. Wang, "QoS Ranking Prediction for Cloud Services," Journal of IEEE Transactions on Parallel and Distributed Systems, Vol. 24, No. 6, pp. 1213-1222, 2012.
[15] L. Qu, Y. Wang and M.A. Orgun, "Cloud Service Selection Based on the Aggregation of User Feedback and Quantitative Performance Assessment," SCC '13 Proceedings of the IEEE International Conference on Services Computing, IEEE Computer Society Washington, DC, USA, pp. 152-159, 2013.
[16] G. Katsaros, J. Subirats, J.O. Fitó, J. Guitart, P. Gilet and D. Espling, "a Service Framework for Energy-aware Monitoring and VM Management in Clouds," Future Generation Computer Systems, Vol. 29, No. 8, pp. 2077-2091, 2013.
[17] O.S. Vaidya and S. Kumar, "Analytic Hierarchy Process: An Overview of Applications," European Journal of Operational Research, Vol. 169, No. 1, pp. 1-29, 2006.
[18] S. Will Sobel, A. Sucharitakul, J. Nguyen, H. Wong, A. Klepchukov, Sh. Patil, A. Fox, D. Patterson, "Cloudstone: Multi-Platform, Multi-Language Benchmark and Measurement Tools for Web 2.0," Provided by Sun Microsystems, pp. 1-6, Oct 2008.
[19] "CloudHarmony," http://www.cloudharmony.com, 2009.
[20] T. Abubakr, "Cloud Sleuth," https://www.cloudsleuth.net, 2011.
[21] X.Y. Ang Li, S. Kandula, M. Zhang, "CloudCmp: Comparing Public Cloud Providers," ACM, pp. 1-14, 2011.
[22] X.Y. Ang Li, S. Kandula, M. Zhang, "CloudCmp Shopping for a Cloud Made Easy," 2nd USENIX Workshop on Hot Topics in Cloud Computing, pp. 1-7 2010.
[23] B. Cooper, A. Silberstain, E. Tam, R. Sears, "Benchmarking Cloud Serving Systems with YCSB," Proceeding of the 1st ACM Symposium on Cloud Computing, Indiana, USA, 2010.
[24] J.Z. Chunjie, L. Wang, Gang LU, L. Zhang, Cheng-Zhong XU, Ninghui SUN, "CloudRank-D: Benchmarking and Ranking Cloud Computing Systems for Data Processing Applications," Frontiers of Computer Science, Vol. 6, No. 4, pp. 347-362, 2012.
[25] S. Preeti Gulia, "Automatic Selection and Ranking of Cloud Providers using Service Level Agreements," International Journal of Computer Applications, Vol. 72, No. 11, pp. 45-52, 2013.
[26] "Cirrocumulus: A Semantic Framework for Application and core Services Portability Across Heterogeneous Clouds," project at Kno-e-sis Center at Wright State University, 2010.
[27] M.D. Dikaiakos and D. Zeinalipour-Yazti, "A Distributed Middleware Infrastructure for Personalized Services," Computer Communications, Vol. 27, No. 15, pp. 1464-1480, 2004.
[28] Cloud Service Measurement Index Consortium, "Service Measurement Index Version 1.0," Carnegie Mellon University Silicon Valley Moffett Field, CA USA, pp. 1-8, september 2011.
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Affiliations
Arezoo Jahani
master student of tabriz university, Electrical and Computer Engineering Department, university of Tabriz, Iran
Leyli Mohammad Khanli
Associate professor, Electrical and Computer Engineering Department, university of Tabriz, Iran
Seyed Naser Razavi
assistant professor, Electrical and Computer Engineering Department, university of Tabriz, Iran
W_SR: A QoS Based Ranking Approach for Cloud Computing Service
Abstract
Cloud computing is a kind of computing model that promise accessing to information resources in request time and subscription basis. In this environment, there are different type of user’s application with different requirements. In addition, there are different cloud Service providers which present spate services with various qualitative traits. Therefore determining the best cloud computing service for users with specific applications is a serious problem. Service ranking system compares the different services based on quality of services (QoS), in order to select the most appropriate service. In this paper, we propose a W_SR (Weight Service Rank) approach for cloud service ranking that uses from QoS features. Comprehensive experiments are conducted employing real-world QoS dataset, including more than 2500 web services over the world. The experimental results show that execution time of our approach is less than other approaches and it is more flexible and scalable than the others with increase in services or users.