Title
Dynamic task scheduling using online optimization
Abstract
Algorithms for scheduling independent tasks on to the processors of a multiprocessor system must trade-off processor load balance, memory locality, and scheduling overhead. Most existing algorithms, however, do not adequately balance these conflicting factors. This paper introduces the self-adjusting dynamic scheduling (SADS) class of algorithms that use a unified cost model to explicitly account for these factors at runtime. A dedicated processor performs scheduling in phases by maintaining a tree of partial schedules and incrementally assigning tasks to the least-cost schedule. A scheduling phase terminates whenever any processor becomes idle, at which time partial schedules are distributed to the processors. An extension of the basic SADS algorithm, called DBSADS, controls the scheduling overhead by giving higher priority to partial schedules with more task-to-processor assignments. These algorithms are compared to two distributed scheduling algorithms within a database application on an Intel Paragon distributed memory multiprocessor system.
Year
DOI
Venue
2000
10.1109/71.888636
Parallel and Distributed Systems, IEEE Transactions
Keywords
Field
DocType
computational complexity,distributed memory systems,performance evaluation,processor scheduling,resource allocation,Intel Paragon distributed memory multiprocessor,database application,dynamic task scheduling,memory locality,multiprocessor system,online optimization,partial schedules,processor load balance,scheduling overhead,self-adjusting dynamic scheduling,task-to-processor assignments
Fixed-priority pre-emptive scheduling,Multiprocessor scheduling,Fair-share scheduling,Computer science,Parallel computing,Two-level scheduling,Real-time computing,Rate-monotonic scheduling,Dynamic priority scheduling,Earliest deadline first scheduling,Round-robin scheduling,Distributed computing
Journal
Volume
Issue
ISSN
11
11
1045-9219
Citations 
PageRank 
References 
24
1.12
50
Authors
3
Name
Order
Citations
PageRank
Hamidzadeh Babak118424.99
Lau Ying Kit2241.12
David J. Lilja31878175.33