Title :
Accuracy vs efficiency of hyper-exponential approximations of the response time distribution of MMPP/M/1 queues
Author :
Romano, Paolo ; Ciciani, Bruno ; Santoro, Andrea ; Quaglia, Francesco
Author_Institution :
Dipt. di Inf. e Sist., Sapienza Univ. di Roma, Rome
Abstract :
The Markov modulated Poisson process (MMPP) has been shown to well describe the flow of incoming traffic in networked systems, such as the Grid and the WWW. This makes the MMPP/M/1 queue a valuable instrument to evaluate and predict the service level of networked servers. In a recent work we have provided an approximate solution for the response time distribution of the MMPP/M/1 queue, which is based on a weighted superposition of M/M/l queues (i.e. a hyper-exponential process). In this article we address the tradeoff between the accuracy of this approximation and its computational cost. By jointly considering both accuracy and cost, we identify the scenarios where such approximate solution could be effectively used in support of network servers (dynamic) configuration and evaluation strategies, aimed at ensuring the agreed dependability levels in case of, e.g., request redirection due to faults.
Keywords :
Internet; Markov processes; grid computing; queueing theory; telecommunication traffic; MMPP/M/1 queues; Markov modulated Poisson process; hyperexponential approximations; networked servers; response time distribution; Approximation error; Computational efficiency; Costs; Delay; Instruments; Network servers; Queueing analysis; Telecommunication traffic; Traffic control; World Wide Web;
Conference_Titel :
Parallel and Distributed Processing, 2008. IPDPS 2008. IEEE International Symposium on
Conference_Location :
Miami, FL
Print_ISBN :
978-1-4244-1693-6
Electronic_ISBN :
1530-2075
DOI :
10.1109/IPDPS.2008.4536153