DocumentCode :
2014569
Title :
Introducing Queuing Network-Based Performance Awareness in Autonomic Systems
Author :
Harbaoui, Ahmed ; Salmi, Nabila ; Dillenseger, Bruno ; Vincent, Jean-Marc
Author_Institution :
Orange Labs., Grenoble, France
fYear :
2010
fDate :
7-13 March 2010
Firstpage :
7
Lastpage :
12
Abstract :
This paper advocates for the introduction of performance awareness in autonomic systems. The motivation is to be able to predict the performance of a target configuration when a self-* feature is planning a system reconfiguration.We propose a global and partially automated process based on queues and queuing networks models. This process includes decomposing a distributed application into black boxes, identifying the queue model for each black box and assembling these models into a queuing network according to the candidate target configuration. Finally, performance prediction is performed either through simulation or analysis.This paper sketches the global process and focuses on the black box model identification step. This step is automated thanks to a load testing platform enhanced with a workload control loop. Model identification is then based on statistical tests. The model identification process is illustrated by experimental results.
Keywords :
fault tolerant computing; queueing theory; software management; software performance evaluation; statistical testing; autonomic system performance awareness; black box model identification; load testing platform; model identification process; performance prediction analysis; queuing network model; statistical tests; system reconfiguration planning; workload control loop; Analytical models; Assembly; Automatic control; Automatic testing; Computer network management; Containers; Information technology; Middleware; Performance analysis; Predictive models; autonomic computing; black box; load injection; modelling; performance; queue model;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Autonomic and Autonomous Systems (ICAS), 2010 Sixth International Conference on
Conference_Location :
Cancun
Print_ISBN :
978-1-4244-5915-5
Type :
conf
DOI :
10.1109/ICAS.2010.9
Filename :
5442613
Link To Document :
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