Online Scheduling of Jobs with Fixed Start Times on Related Machines
We consider online preemptive scheduling of jobs with fixed starting times revealed at those times on m uniformly related machines, with the goal of maximizing the total weight of completed jobs. Every job has a size and a weight associated with it. A newly released job must be either assigned to st...
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| Published in | Algorithmica Vol. 74; no. 1; pp. 156 - 176 |
|---|---|
| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
New York
Springer US
01.01.2016
|
| Subjects | |
| Online Access | Get full text |
| ISSN | 0178-4617 1432-0541 1432-0541 |
| DOI | 10.1007/s00453-014-9940-2 |
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| Abstract | We consider online preemptive scheduling of jobs with fixed starting times revealed at those times on
m
uniformly related machines, with the goal of maximizing the total weight of completed jobs. Every job has a size and a weight associated with it. A newly released job must be either assigned to start running immediately on a machine or otherwise it is dropped. It is also possible to drop an already scheduled job, but only completed jobs contribute their weights to the profit of the algorithm. In the most general setting, no algorithm has bounded competitive ratio, and we consider a number of standard variants. We give a full classification of the variants into cases which admit constant competitive ratio (weighted and unweighted unit jobs, and C-benevolent instances, which is a wide class of instances containing proportional-weight jobs), and cases which admit only a linear competitive ratio (unweighted jobs and D-benevolent instances). In particular, we give a lower bound of
m
on the competitive ratio for scheduling unit weight jobs with varying sizes, which is tight. For unit size and weight we show that a natural greedy algorithm is
4
/
3
-competitive and optimal on
m
=
2
machines, while for large
m
, its competitive ratio is between
1.56
and
2
. Furthermore, no algorithm is better than
1.5
-competitive. |
|---|---|
| AbstractList | We consider online preemptive scheduling of jobs with fixed starting times revealed at those times on
m
uniformly related machines, with the goal of maximizing the total weight of completed jobs. Every job has a size and a weight associated with it. A newly released job must be either assigned to start running immediately on a machine or otherwise it is dropped. It is also possible to drop an already scheduled job, but only completed jobs contribute their weights to the profit of the algorithm. In the most general setting, no algorithm has bounded competitive ratio, and we consider a number of standard variants. We give a full classification of the variants into cases which admit constant competitive ratio (weighted and unweighted unit jobs, and C-benevolent instances, which is a wide class of instances containing proportional-weight jobs), and cases which admit only a linear competitive ratio (unweighted jobs and D-benevolent instances). In particular, we give a lower bound of
m
on the competitive ratio for scheduling unit weight jobs with varying sizes, which is tight. For unit size and weight we show that a natural greedy algorithm is
4
/
3
-competitive and optimal on
m
=
2
machines, while for large
m
, its competitive ratio is between
1.56
and
2
. Furthermore, no algorithm is better than
1.5
-competitive. |
| Author | van Stee, Rob Epstein, Leah Jeż, Łukasz Sgall, Jiří |
| Author_xml | – sequence: 1 givenname: Leah surname: Epstein fullname: Epstein, Leah organization: Department of Mathematics, University of Haifa – sequence: 2 givenname: Łukasz surname: Jeż fullname: Jeż, Łukasz email: lje@cs.uni.wroc.pl organization: Institute of Computer Science, University of Wrocław, Institute of Mathematics, Academy of Sciences of the Czech Republic – sequence: 3 givenname: Jiří surname: Sgall fullname: Sgall, Jiří organization: Computer Science Institute, Faculty of Mathematics and Physics, Charles University – sequence: 4 givenname: Rob surname: van Stee fullname: van Stee, Rob organization: University of Leicester |
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| Keywords | Online algorithms Online scheduling Related machines |
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| References_xml | – reference: FaigleUNawijnWMNote on scheduling intervals on-lineDiscrete Appl. Math.199558113170822.90082132301810.1016/0166-218X(95)00112-5 – reference: BaruahSKorenGMaoDMishraBRaghunathanARosierLShashaDWangFOn the competitiveness of online realtime task schedulingJ. Real-time Syst.199241251440766.6801110.1007/BF00365406 – reference: KalyanasundaramBPruhsKSpeed is as powerful as clairvoyanceJ. ACM20004746176431094.68529186617210.1145/347476.347479 – reference: FungSPYPoonCKZhengFImproved randomized online scheduling of intervals and jobsTheory Comput. Syst.201455120222806398303321289010.1007/s00224-013-9528-2 – reference: SeidenSSRandomized online interval schedulingOper. Res. Lett.1998224–51711770914.90168165434110.1016/S0167-6377(98)00019-4 – reference: WoegingerGJOn-line scheduling of jobs with fixed start and end timesTheoret. Comput. Sci.199413015160810.68068128712910.1016/0304-3975(94)90150-3 – reference: CarlisleMCLloydELOn the k-coloring of intervalsDiscrete Appl. Math.19955932252350826.68092133147610.1016/0166-218X(95)80003-M – reference: Fung, S.P.Y., Poon, C.K., Zheng, F.: Improved randomized online scheduling of unit length intervals and jobs. In Proceedings of the 6th International Workshop on Approximation and Online Algorithms (WAOA’08), pp. 53–66 (2008) – reference: Awerbuch, B., Bartal, Y., Fiat, A., Rosén, A.: Competitive non-preemptive call control. In Proceedings of the of 5th Annual ACM-SIAM Symposium on Discrete Algorithms (SODA’94), pp. 312–320 (1994) – reference: FungSPYPoonCKYungDKWOn-line scheduling of equal-length intervals on parallel machinesInfo. Process. Lett.2012112103763791243.68328290163310.1016/j.ipl.2012.01.015 – reference: EpsteinLLevinAImproved randomized results for the interval selection problemTheoret. Comput. Sci.201041134–36312931351196.68323267685810.1016/j.tcs.2010.04.042 – reference: FungSPYPoonCKZhengFOnline interval scheduling: randomized and multiprocessor casesJ. Combin. Optim.20081632482621176.68038243039010.1007/s10878-007-9131-z – reference: KooC-YLamTWNganT-WSadakaneKToK-KOn-line scheduling with tight deadlinesTheoret. Comput. Sci.20032952512611053.68015196466910.1016/S0304-3975(02)00407-3 – reference: KrumkeSOThielenCWestphalSInterval scheduling on related machinesComput. Oper. Res.20113812183618441215.90029280089710.1016/j.cor.2011.03.001 – reference: CanettiRIraniSBounding the power of preemption in randomized schedulingSIAM J. Comput.199827499310150907.68007162199710.1137/S0097539795283292 – ident: 9940_CR1 – volume: 59 start-page: 225 issue: 3 year: 1995 ident: 9940_CR4 publication-title: Discrete Appl. Math. doi: 10.1016/0166-218X(95)80003-M – ident: 9940_CR8 doi: 10.1007/978-3-540-93980-1_5 – volume: 411 start-page: 3129 issue: 34–36 year: 2010 ident: 9940_CR5 publication-title: Theoret. Comput. Sci. doi: 10.1016/j.tcs.2010.04.042 – volume: 16 start-page: 248 issue: 3 year: 2008 ident: 9940_CR9 publication-title: J. Combin. Optim. doi: 10.1007/s10878-007-9131-z – volume: 22 start-page: 171 issue: 4–5 year: 1998 ident: 9940_CR14 publication-title: Oper. Res. Lett. doi: 10.1016/S0167-6377(98)00019-4 – volume: 38 start-page: 1836 issue: 12 year: 2011 ident: 9940_CR13 publication-title: Comput. Oper. Res. doi: 10.1016/j.cor.2011.03.001 – volume: 27 start-page: 993 issue: 4 year: 1998 ident: 9940_CR3 publication-title: SIAM J. Comput. doi: 10.1137/S0097539795283292 – volume: 58 start-page: 13 issue: 1 year: 1995 ident: 9940_CR6 publication-title: Discrete Appl. Math. doi: 10.1016/0166-218X(95)00112-5 – volume: 4 start-page: 125 year: 1992 ident: 9940_CR2 publication-title: J. Real-time Syst. doi: 10.1007/BF00365406 – volume: 112 start-page: 376 issue: 10 year: 2012 ident: 9940_CR7 publication-title: Info. Process. Lett. doi: 10.1016/j.ipl.2012.01.015 – volume: 47 start-page: 617 issue: 4 year: 2000 ident: 9940_CR11 publication-title: J. ACM doi: 10.1145/347476.347479 – volume: 130 start-page: 5 issue: 1 year: 1994 ident: 9940_CR15 publication-title: Theoret. Comput. Sci. doi: 10.1016/0304-3975(94)90150-3 – volume: 295 start-page: 251 year: 2003 ident: 9940_CR12 publication-title: Theoret. Comput. Sci. doi: 10.1016/S0304-3975(02)00407-3 – volume: 55 start-page: 202 issue: 1 year: 2014 ident: 9940_CR10 publication-title: Theory Comput. Syst. doi: 10.1007/s00224-013-9528-2 |
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m
uniformly related machines, with the goal of maximizing... |
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| SubjectTerms | Algorithm Analysis and Problem Complexity Algorithms Computer Science Computer Systems Organization and Communication Networks Data Structures and Information Theory Mathematics of Computing Theory of Computation |
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| Title | Online Scheduling of Jobs with Fixed Start Times on Related Machines |
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