ICC   25427
INSTITUTO DE INVESTIGACION EN CIENCIAS DE LA COMPUTACION
Unidad Ejecutora - UE
congresos y reuniones científicas
Título:
Simulation study of dynamic load balancing for processor sharing servers with finite capacity under generalized Halfin-Whitt-Jagerman regimes
Autor/es:
RODRIGO CASTRO; MATTHIEU JONCKHEERE; MATÍAS BONAVENTURA
Lugar:
2018 Winter Simulation Conference (WSC), Gothenburg
Reunión:
Conferencia; 2018 Winter Simulation Conference (WSC), Gothenburg; 2018
Resumen:
Defining efficient decentralized load balancing schemes exhibiting low memory and communication costs is an important ongoing topic. In particular, characterizing critical regimes where a system should operate to optimize resources usage is uncharted territory.We consider here dynamic balancing schemes in a set of processor sharing servers with finite capacity (i.e., a finite maximum number of accepted jobs). Guided by recent results for insensitive load balancing schemes, we applied a modeling and simulation strategy to characterize systematically and extensively several classes of balancing policies under various statistical conditions.We found that there is a class of efficient policies for which a common critical regime can be identified and interpreted as a generalization of the Halfin-Whitt-Jagerman regime for one-server systems.We also study the gap between full information systems and those with partial information and the performance sensitivity to the jobs´ size distribution. This study is motivated by a complex network architecture operating in the ATLAS experiment at CERN, where load balancing plays a key role.