By a News Reporter-Staff News Editor at Computer Weekly News -- A new study on Computer Systems is now available. According to news reporting out of Antwerp, Belgium, by VerticalNews editors, research stated, "Modern datacenters consist of increasingly powerful hardware. Achieving high levels of utilization on this hardware often requires the execution of multiple concurrent workloads."
Our news journalists obtained a quote from the research from the University of Antwerp, "Virtualization has emerged as an efficient means to isolate workloads by partitioning large physical resources using self-contained virtual machine images. Despite the many advantages, some challenges regarding performance isolation still need to be addressed. Unmanaged multiplexing of resource intensive workloads has the potential to cause unexpected variances in workload performance. In this paper, we address this issue using performance models based on the runtime characteristics of virtualized workloads. A set of resource intensive workloads is benchmarked with increasing degrees of multiplexing. Resource usage profiles are constructed using the metrics made available by the Xen hypervisor. Based on these profiles, performance degradation is predicted using several existing modeling techniques. In addition, we propose a novel approach using both the classification and regression capabilities of support vector machines. Application clustering is used to identify several application types with distinct performance profiles. Finally, we evaluate the developed performance models by introducing several new scheduling techniques."
According to the news editors, the research concluded: "We demonstrate that the integration of these models in the scheduling logic can significantly improve the overall performance of multiplexed workloads."
For more information on this research see: Black box scheduling for resource intensive virtual machine workloads with interference models. Future Generation Computer Systems-The International Journal of Grid Computing and Escience, 2013;29(8):1871-1884. Future Generation Computer Systems-The International Journal of Grid Computing and Escience can be contacted at: Elsevier Science Bv, PO Box 211, 1000 Ae Amsterdam, Netherlands.
Our news journalists report that additional information may be obtained by contacting S. Verboven, University of Antwerp, Dept. of Math & Comp Sci, B-2020 Antwerp, Belgium. Additional authors for this research include K. Vanmechelen and J. Broeckhove.
Keywords for this news article include: Europe, Antwerp, Belgium, Computer Systems
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