DocumentCode :
2027145
Title :
Transient performance evaluation of cloud computing applications and dynamic resource control in large-scale distributed systems
Author :
Mamani, Edwin L. C. ; Pereira, Lourenco A. ; Santana, Marcos J. ; Santana, Regina H. C. ; Nobile, Pedro Northon ; Monaco, Francisco Jose
Author_Institution :
Depto. de Sist. de Comput., Univ. de Sao Paulo, Sao Carlos, Brazil
fYear :
2015
fDate :
20-24 July 2015
Firstpage :
246
Lastpage :
253
Abstract :
This paper discusses on non-stationary performance evaluation and dynamic modeling of cloud computing environments. In computer systems, dynamic effects results from the filling of buffers, event-handling delays, non-deterministic I/O response times, network latency, among other factors. While computer systems performance evaluation under stationary workloads have met the needs of many engineering problems, new challenges arise as the deployment of increasingly complex and large-scale distributed systems becomes commonplace. One key aspect of this discussion is that transient analysis models how the system reacts to changes in the workload and may reveal that the resources necessary to support a high steady-state workload may not be sufficient to handle a small, but sudden, workload change, even of intensity far smaller than that supported by the system´s stationary capacity. This article elaborates on these issues under a control-theoretical approach.
Keywords :
cloud computing; distributed processing; software performance evaluation; cloud computing applications; dynamic resource control; large-scale distributed systems; nonstationary performance evaluation; transient analysis models; transient performance evaluation; Cloud computing; Computational modeling; Performance evaluation; Resource management; Steady-state; Time factors; Transient analysis; Auto-scaling; Cloud Computing; Control Theory; Quality of Service (QoS);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
High Performance Computing & Simulation (HPCS), 2015 International Conference on
Conference_Location :
Amsterdam
Print_ISBN :
978-1-4673-7812-3
Type :
conf
DOI :
10.1109/HPCSim.2015.7237046
Filename :
7237046
Link To Document :
بازگشت