학술논문

A time delay model for load balancing with processor resource constraints
Document Type
Conference
Source
2004 43rd IEEE Conference on Decision and Control (CDC) (IEEE Cat. No.04CH37601) Decision and control Decision and Control, 2004. CDC. 43rd IEEE Conference on. 4:4193-4198 Vol.4 2004
Subject
Robotics and Control Systems
Computing and Processing
Delay effects
Load modeling
Load management
Concurrent computing
Computational modeling
Nonlinear dynamical systems
Bandwidth
Analytical models
Computer simulation
Computer networks
Language
ISSN
0191-2216
Abstract
A deterministic dynamic nonlinear time-delay system is developed to model load balancing in a cluster of computer nodes used for parallel computations. This model refines a model previously proposed by the authors to account for the fact that the load balancing operation involves processor time which cannot be used to process tasks. Consequently, there is a trade-off between using processor time/network bandwidth and the advantage of distributing the load evenly between the nodes to reduce overall processing time. The new model is shown to be self consistent in that the queue lengths cannot become negative and the total number of tasks in all the queues Is conserved (i.e., load balancing can neither create nor lose tasks). It is shown that the proposed model is (Lyapunov) stable for any input, but not necessarily asymptotically stable. Experimental results are presented and compared with the predicted results from the analytical model. In particular, simulations of the models are compared with an experimental implementation of the load balancing algorithm on a parallel computer network.