Title :
An LPV approach to performance modeling of a web server on a private cloud
Author :
Saikrishna, P.S. ; Bhatt, Nirav P. ; Pasumarthy, Ramkrishna
Author_Institution :
Dept. of Electr. Eng. & Nirav Bhatt, IIT Madras, Chennai, India
Abstract :
This paper presents dynamic modeling of a webserver hosted on a private cloud using grey box identification technique. In contrast to the results in literature, we model the web-server as a linear parameter varying (LPV) state space system valid around several well defined operating regions. We programmatically generate synthetic HTTP load based on open source workload tool called httperf to obtain response time as performance metric. Finally, we validate the models on test data by conducting experiments in the actual Eucalyptus cloud environment.
Keywords :
cloud computing; data privacy; linear parameter varying systems; Eucalyptus cloud environment; LPV approach; Web server; grey box identification technique; httperf open source workload tool; linear parameter varying approach; private cloud; state space system; synthetic HTTP load generation; Cloud computing; Computational modeling; Hardware; Load modeling; Time factors; Virtual machining; Web servers;
Conference_Titel :
American Control Conference (ACC), 2015
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4799-8685-9
DOI :
10.1109/ACC.2015.7170948