학술논문

The effect of time delays in the stability of load balancing algorithms for parallel computations
Document Type
Conference
Source
42nd IEEE International Conference on Decision and Control (IEEE Cat. No.03CH37475) Decision and control Decision and Control, 2003. Proceedings. 42nd IEEE Conference on. 1:582-587 Vol.1 2003
Subject
Robotics and Control Systems
Computing and Processing
Delay effects
Stability
Load management
Concurrent computing
Computational modeling
Clustering algorithms
Load modeling
Analytical models
Computer simulation
Computer networks
Language
ISSN
0191-2216
Abstract
Deterministic dynamic nonlinear time-delay systems are developed to model load balancing in a cluster of computer nodes used for parallel computations. The model is shown to be self consistent in that the queue lengths cannot go negative and the total number of tasks in all the queues are conserved (i.e., load balancing can neither create nor lose tasks). Further, it is shown that using the proposed load balancing algorithms, the system is 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.