DocumentCode :
3678397
Title :
Can Cloud Service Get His Family? A Step Towards Service Family Detecting
Author :
Xinkui Zhao;Jianwei Yin;Chen Zhi;Pengxiang Lin;Zuoning Chen
Author_Institution :
Coll. of Comput. Sci., Zhejiang Univ., Hangzhou, China
fYear :
2015
Firstpage :
496
Lastpage :
497
Abstract :
In cloud computing environment, an application is always composed of several service components. A collection of service components is called a service family, and we name the cloud service components as service family members. In this paper, we propose a solution named Icebreaker to assemble service components belonging to the same application without sniffing tenants´ privacy. Icebreaker characterizes each service component with basic resource consuming information and proposes a new distance calculating algorithm named iEntropy to distinct service components. We adaptively adopt Affinity Propagation (AP) clustering algorithm and maximum Silhouette index to identify the number of service family and assemble the service family members. Experiments are conducted on RUBiS, Hadoop and ApacheBench clusters with 169 VMs. Evaluation results show that Icebreaker can get 96.45% accuracy.
Keywords :
"Accuracy","Measurement","Clustering algorithms","Entropy","Cloud computing","Monitoring","Servers"
Publisher :
ieee
Conference_Titel :
Cluster Computing (CLUSTER), 2015 IEEE International Conference on
Type :
conf
DOI :
10.1109/CLUSTER.2015.80
Filename :
7307627
Link To Document :
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