DocumentCode
1152334
Title
Static and decentralized-adaptive load balancing in a star configured distributed computing system
Author
Dattatreya, G.R. ; Venkatesh, R.
Author_Institution
Comput. Sci. Program, Texas Univ., Richardson, TX, USA
Volume
26
Issue
1
fYear
1996
fDate
1/1/1996 12:00:00 AM
Firstpage
91
Lastpage
104
Abstract
The problem of minimizing the average job response time (sojourn time) in a star configured distributed computing system (DCS) with N peripheral processors and one central processor is studied. Each peripheral processor (satellite) receives a stream of Poisson arrivals. A job arriving at a satellite Si will be processed with a probability (1-Pi) by itself and routed to the central site for remote processing with probability Pi. The service time distribution at each processor is arbitrary with means 1/μi and second moments E[Yi2], i=0,…,N. We first develop an algorithm to compute the optimal routing probabilities when the arrival and the service parameters are known a priori. We then develop an adaptive estimator to be used by each satellite to compute its optimal routing probability, when the parameters (everywhere) are unknown a priori, a copy of the algorithm runs on each peripheral processor and uses the sojourn time measurements that the peripheral processor can gather on its own from those jobs that are sent to the central processor and returned to the originating site after service
Keywords
adaptive estimation; computational complexity; distributed processing; optimisation; probability; queueing theory; resource allocation; satellite computers; Poisson arrivals; adaptive estimator; average job response time; decentralized-adaptive load balancing; distributed computing system; optimal routing probability; peripheral processors; service time distribution; sojourn time; star configuration; Computer errors; Costs; Delay; Distributed computing; Distributed control; Load management; Routing; Satellites; Time factors; Time measurement;
fLanguage
English
Journal_Title
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
Publisher
ieee
ISSN
1083-4427
Type
jour
DOI
10.1109/3468.477863
Filename
477863
Link To Document