Title :
A complete framework for modelling and generating workload volatility of a VoD system
Author :
Roy, Sandip ; Begin, Thomas ; Goncalves, Patricia
Author_Institution :
Inria, UCB Lyon 1, Lyon, France
Abstract :
We propose a modelling framework, that can be used to reproduce the workload volatility of a Video on Demand (VoD) system. Based on numerical simulations, we evaluate the precision of the estimation procedure we derive to calibrate our parametric model. We also compare its performance to that of other existing models examining the goodness-of-fit of the steady state distribution and of the autocorrelation function of real workload traces. We then give each parameter of the model an interpretation in terms of the workload volatility, that enlightens on some origins of the system dynamics, like the users behaviour.
Keywords :
estimation theory; numerical analysis; video on demand; VoD system; autocorrelation function; estimation procedure; numerical simulation; steady state distribution; system dynamics; video on demand system; workload volatility generation; workload volatility modelling; Adaptation models; Markov processes; Maximum likelihood estimation; Numerical models; Random variables; Standards; Burstiness; Calibration; Traffic Model; VoD;
Conference_Titel :
Wireless Communications and Mobile Computing Conference (IWCMC), 2013 9th International
Conference_Location :
Sardinia
Print_ISBN :
978-1-4673-2479-3
DOI :
10.1109/IWCMC.2013.6583722