Title :
Exploiting the Concept of Activity for Dynamic Reconfiguration of Distributed Simulation
Author :
Zhang, Ming ; Boukerche, Azzedine ; Zeigler, Bernard P.
Author_Institution :
Univ. of Ottawa, Ottawa
Abstract :
In this paper, we specialize the concept of "activity", defined in earlier work, to measure the heterogeneity of model behavior using the temporal- spatial distribution of its local transitions in a 2D cellular space. We then show how to employ this "activity" metric to balance the computation load using the dynamic reconfiguration of the distributed simulation. We also show how the degree of improvement depends on the heterogeneity of the activity\´s distribution. That is, high concentrations of activity in space that change relatively slowly during simulation can be exploited to reduce execution time significantly within an appropriate infrastructure for dynamic reconfiguration in a DEVS based distributed simulation framework. In contrast to other dynamic load balancing approaches, the activity-based approach discussed here exploits model properties directly rather than relying on resource-based measurements as the basis for its reconfigurations.
Keywords :
discrete event simulation; distributed processing; resource allocation; 2D cellular space; DEVS based distributed simulation framework; activity metric; computation load balancing; dynamic reconfiguration; temporal-spatial distribution; Application software; Computational modeling; Computer simulation; Discrete event simulation; Distributed computing; Electric variables measurement; Information technology; Large-scale systems; Predictive models; Runtime;
Conference_Titel :
Distributed Simulation and Real-Time Applications, 2007. DS-RT 2007. 11th IEEE International Symposium
Conference_Location :
Chania
Print_ISBN :
978-0-7695-3011-6
DOI :
10.1109/DS-RT.2007.15