Towards Automated Data-Driven Model Creation for Cloud Computing Simulation

Journal Title: EAI Endorsed Transactions on Cloud Systems - Year 2016, Vol 2, Issue 5

Abstract

The increasing complexity and scale of cloud computing environments due to widespread data centre heterogeneity makes measurement-based evaluations highly difficult to achieve. Therefore the use of simulation tools to support decision making in cloud computing environments to cope with this problem is an increasing trend. However the data required in order to model cloud computing environments with an appropriate degree of accuracy is typically large, very difficult to collect without some form of automation, often not available in a suitable format and a time consuming process if done manually. In this research, an automated method for cloud computing topology definition, data collection and model creation activities is presented, within the context of a suite of tools that have been developed and integrated to support these activities.

Authors and Affiliations

Sergej Svorobej, James Byrne, Paul Liston, PJ Byrne, Christian Stier, Henning Groenda, Zafeirios Papazachos, Dimitrios Nikolopoulos

Keywords

Related Articles

Necessary & Sufficient Conditions for Consistency of Haar Wavelet Expressions to their resizable Hadoop Cluster Channels and Complexity

Abstract—We develop a novel technique for resizable Hadoop cluster’s lower bounds, the bipartite matching rectangular array of Haar Wavelet expressions. Specifically, fix an arbitrary hybrid kernel function 𝒇 ∶ {𝟎, 𝟏}𝒏 →...

A scalable middleware-based infrastructure for energy management and visualization in city districts

Following the Smart City views, citizens, policy makers and energy distribution companies need a reliable and scalable infrastructure to manage and analyse energy consumption data in a city district context. In order to...

Accessible Wayfinding Testbed: Infrastructure and Components

Despite considerable recent interest in research related to wayfinding and navigation of pedestrians, the needs and preferences of people with disabilities (PWDs) are not yet fully addressed. Some of still unaddressed is...

A Survey on Cognitive computing using Semantic Technology

The sheer volume of data being generated by the resources is creating a form of cognitive overload for enterprises. The data will be useful to multiple processes in enterprises. Learning and understanding natural languag...

Cloud based Software Defined Wireless Body Area Networks Architecture for Virtual Hospital

Recent developments in wireless communication inflate a new area of research named as Wireless Body Area Networks. WBANs enhance the concept of virtual hospital with the help of cloud computing (CC) technology. Still num...

Download PDF file
  • EP ID EP45569
  • DOI http://dx.doi.org/10.4108/eai.24-8-2015.2261129
  • Views 242
  • Downloads 0

How To Cite

Sergej Svorobej, James Byrne, Paul Liston, PJ Byrne, Christian Stier, Henning Groenda, Zafeirios Papazachos, Dimitrios Nikolopoulos (2016). Towards Automated Data-Driven Model Creation for Cloud Computing Simulation. EAI Endorsed Transactions on Cloud Systems, 2(5), -. https://europub.co.uk/articles/-A-45569