Title :
Dynamic Load Balancing in Distributed Systems in the Presence of Delays: A Regeneration-Theory Approach
Author :
Dhakal, Sagar ; Hayat, Majeed M. ; Pezoa, Jorge E. ; Yang, Cundong ; Bader, David A.
fDate :
4/1/2007 12:00:00 AM
Abstract :
A regeneration-theory approach is undertaken to analytically characterize the average overall completion time in a distributed system. The approach considers the heterogeneity in the processing rates of the nodes as well as the randomness in the delays imposed by the communication medium. The optimal one-shot load balancing policy is developed and subsequently extended to develop an autonomous and distributed load-balancing policy that can dynamically reallocate incoming external loads at each node. This adaptive and dynamic load balancing policy is implemented and evaluated in a two-node distributed system. The performance of the proposed dynamic load-balancing policy is compared to that of static policies as well as existing dynamic load-balancing policies by considering the average completion time per task and the system processing rate in the presence of random arrivals of the external loads.
Keywords :
Delay effects; Distributed computing; Helium; IP networks; Load management; Local area networks; Queueing analysis; Random media; Telecommunication traffic; Uncertainty; Renewal theory; distributed computing; dynamic load balancing.; queuing theory;
Journal_Title :
Parallel and Distributed Systems, IEEE Transactions on
DOI :
10.1109/TPDS.2007.1009