Title
Heavy-Tailed Limits for Medium Size Jobs and Comparison Scheduling
Abstract
We study the conditional sojourn time distributions of processor sharing (PS), foreground background processor sharing (FBPS) and shortest remaining processing time first (SRPT) scheduling disciplines on an event where the job size of a customer arriving in stationarity is smaller than exactly ≥0 out of the preceding ≥ arrivals. Then, conditioning on the preceding event, the sojourn time distribution of this newly arriving customer behaves asymptotically the same as if the customer were served in isolation with a server of rate (1−)/(+1) for PS/FBPS, and (1−) for SRPT, respectively, where is the traffic intensity. Hence, the introduced notion of conditional limits allows us to distinguish the asymptotic performance of the studied schedulers by showing that SRPT exhibits considerably better asymptotic behavior for relatively smaller jobs than PS/FBPS.Inspired by the preceding results, we propose an approximation to the SRPT discipline based on a novel adaptive job grouping mechanism that uses relative size comparison of a newly arriving job to the preceding arrivals. Specifically, if the newly arriving job is smaller than and larger than − of the previous jobs, it is routed into class . Then, the classes of smaller jobs are served with higher priorities using the static priority scheduling. The good performance of this mechanism, even for a small number of classes +1, is demonstrated using the asymptotic queueing analysis under the heavy-tailed job requirements. We also discuss refinements of the comparison grouping mechanism that improve the accuracy of job classification at the expense of a small additional complexity.
Year
DOI
Venue
2008
10.1007/s10479-008-0432-0
Clinical Orthopaedics and Related Research
Keywords
DocType
Volume
Comparison scheduling,Scalability,Fairness,Adaptive thresholds,M/G/1 queue,Processor sharing,Shortest remaining processing time first,Foreground background processor sharing,Asymptotic analysis,Heavy tails,Medium size jobs
Journal
abs/0805.1968
Issue
ISSN
Citations 
SP1.0
0254-5330
1
PageRank 
References 
Authors
0.41
14
3
Name
Order
Citations
PageRank
Predrag R. Jelenkovic121929.99
Xiaozhu Kang2677.00
Jian Tan3281.67