In the service computing paradigm, a service broker can build new applications by composing network-accessible services offered by loosely coupled independent providers. In this paper, we address the problem of providing a service broker, which offers to prospective users a composite service with a range of different Quality of Service (QoS) classes, with a forward-looking admission control policy based on Markov Decision Processes (MDP). This mechanism allows the broker to decide whether to accept or reject a new potential user in such a way to maximize its gain while guaranteeing non-functional QoS requirements to its already admitted users. We model the broker using a continuous-time MDP and consider various techniques suitable to solve both infinite-horizon and finitehorizon MDPs. To assess the effectiveness of the MDP-based admission control for the service broker, we present simulation results where we compare the optimal decisions obtained by the analytical solution of the MDP with other admission control policies. To deal with large problem instances, we also propose a heuristic policy for the MDP solution.

Abundo, M., Cardellini, V., LO PRESTI, F. (2012). Admission control policies for a multi-class QoS-aware service oriented architecture. ACM SIGMETRICS PERFORMANCE EVALUATION REVIEW, 39(4), 89-98 [10.1145/2185395.2185445].

Admission control policies for a multi-class QoS-aware service oriented architecture

CARDELLINI, VALERIA;LO PRESTI, FRANCESCO
2012-04-01

Abstract

In the service computing paradigm, a service broker can build new applications by composing network-accessible services offered by loosely coupled independent providers. In this paper, we address the problem of providing a service broker, which offers to prospective users a composite service with a range of different Quality of Service (QoS) classes, with a forward-looking admission control policy based on Markov Decision Processes (MDP). This mechanism allows the broker to decide whether to accept or reject a new potential user in such a way to maximize its gain while guaranteeing non-functional QoS requirements to its already admitted users. We model the broker using a continuous-time MDP and consider various techniques suitable to solve both infinite-horizon and finitehorizon MDPs. To assess the effectiveness of the MDP-based admission control for the service broker, we present simulation results where we compare the optimal decisions obtained by the analytical solution of the MDP with other admission control policies. To deal with large problem instances, we also propose a heuristic policy for the MDP solution.
apr-2012
Pubblicato
Rilevanza internazionale
Articolo
Esperti anonimi
Settore ING-INF/05 - SISTEMI DI ELABORAZIONE DELLE INFORMAZIONI
English
Abundo, M., Cardellini, V., LO PRESTI, F. (2012). Admission control policies for a multi-class QoS-aware service oriented architecture. ACM SIGMETRICS PERFORMANCE EVALUATION REVIEW, 39(4), 89-98 [10.1145/2185395.2185445].
Abundo, M; Cardellini, V; LO PRESTI, F
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/75187
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