Title :
Topology Discovery and Service Classification for Distributed-Aware Clouds
Author :
Jinho Hwang ; Guyue Liu ; Sai Zeng ; Wu, Frederick Y. ; Wood, Tim
Author_Institution :
IBM T.J. Watson Res. Center, Yorktown Heights, NY, USA
Abstract :
Cloud data centers are difficult to manage because providers have no knowledge of what applications are being run by customers or how they interact. As a consequence, current clouds provide minimal automated management functionality, passing the problem on to users who have access to even fewer tools since they lack insight into the underlying infrastructure. Ideally, the cloud platform, not the customer, should be managing data center resources in order to both use them efficiently and provide strong application-level performance and reliability guarantees. To do this, we believe that clouds must become "distibuted-aware" so that they can deduce the overall structure and dependencies within a client\´s distributed applications and use that knowledge to better guide management services. Towards this end we are developing a light-weight topology detection system that maps distributed applications and a service classification algorithm that can determine not only overall application types, but individual VM roles as well.
Keywords :
cloud computing; data mining; pattern classification; resource allocation; virtual machines; VM roles; application types; application-level performance guarantee; cloud data centers; cloud management functionality; cloud platform; data center resource managment; distributed-aware clouds; reliability guarantee; service classification algorithm; topology detection system; topology discovery; virtual machines; Distributed databases; Monitoring; Network topology; Ports (Computers); Reliability; Servers; Topology; cloud computing; resource management; service classification; topology discovery;
Conference_Titel :
Cloud Engineering (IC2E), 2014 IEEE International Conference on
Conference_Location :
Boston, MA
DOI :
10.1109/IC2E.2014.86