• DocumentCode
    244151
  • 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
  • fYear
    2014
  • fDate
    11-14 March 2014
  • Firstpage
    385
  • Lastpage
    390
  • 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;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Cloud Engineering (IC2E), 2014 IEEE International Conference on
  • Conference_Location
    Boston, MA
  • Type

    conf

  • DOI
    10.1109/IC2E.2014.86
  • Filename
    6903500