Scheduling Workloads of Workflows in Clusters and Clouds

This dissertation addresses three key challenges that are characteristic to the online scheduling of workloads of workflows in modern distributed computing systems. The first challenge is the realistic estimation of the resource demand of a workflow, as it is important for making good task placement and resource allocation decisions. Usually,...

Analytics at the speed of light: Feasibility and challenges for real time analytics of large datasets in hybrid clouds.

''Real-time services'' is a very challenging topic. Running analytics in real-time when there is an abstract network layer makes things even more complicated. The demand to analyze huge data-sets in real time or in the long term has been increasing over the past decade in many sectors including health-care, general science and various online...

Project Jackal Final Report

For companies that deliver hardware services, the ability to scale dynamically has many advantages. In a special case, a company may have some computing resources available and desire to scale out when traffic peaks. A periodical budget may then be allocated, which needs to be used efficiently. This can be achieved through a combination of...

Understanding and Improving the Performance Consistency of Distributed Computing Systems

With the increasing adoption of distributed systems in both academia and industry, and with the increasing computational and storage requirements of distributed applications, users inevitably demand more from these systems. Moreover, users also depend on these systems for latency and throughput sensitive applications, such as interactive...

Performance Evaluation of Cloud Infrastructure using Complex Workloads

Infrastructure as a Service (IaaS) is a delivery model of cloud computing, which provides the ability to users to acquire and release resources according to their demand and pay according to their usage. Resources are provisioned from the cloud as Virtual Machines (VMs), many of which can be deployed on a single computing node, realizing a multi...