Title
Tight Approximation for Scheduling Parallel Jobs on Identical Clusters
Abstract
We consider the Multiple Cluster Scheduling Problem (MCSP), where the objective is to schedule n parallel rigid jobs on N identical clusters, minimizing the maximum completion time (make span). MCSP is 2-inapproximable (unless P=NP), and several approximation algorithms have already been proposed. However, ratio 2 has only been reached by algorithms that use extremely costly and complex subroutines as "black boxes" which are polynomial and yet impractical due to prohibitive constants. Our objective within this work is to determine a reasonable restriction of MCSP where the in approximability lower bound could be tightened in almost linear time. Thus, we consider a restriction of MCSP where jobs do not require strictly more than half of the processors of a cluster, and we provide a 2-approximation running in O(log(nh_{max})n(N+log(n))), where h_{max} is the processing time of the longest job. This approximation is the best possible, as this restriction (and even simpler ones) remains 2-inapproximable.
Year
DOI
Venue
2012
10.1109/IPDPSW.2012.108
IPDPS Workshops
Keywords
Field
DocType
identical clusters,processing time,n identical cluster,parallel jobs,maximum completion time,2-approximation running,tight approximation,complex subroutine,approximation algorithm,reasonable restriction,linear time,black box,multiple cluster scheduling problem,strips,schedules,approximation algorithms,minimisation,parallel processing,scheduling,silicon,black boxes,computational complexity,approximation theory,clustering algorithms
Approximation algorithm,Job shop scheduling,Polynomial,Computer science,Upper and lower bounds,Parallel computing,Approximation theory,Schedule,Time complexity,Computational complexity theory,Distributed computing
Conference
ISSN
Citations 
PageRank 
2164-7062
2
0.40
References 
Authors
5
5
Name
Order
Citations
PageRank
Marin Bougeret111313.35
Pierre-françois Dutot216613.95
Klaus Jansen320.40
Christina Robenek4232.58
Denis Trystram51120160.57