DocumentCode :
38896
Title :
A 3.42-Approximation Algorithm for Scheduling Malleable Tasks under Precedence Constraints
Author :
Chi-Yeh Chen ; Chih-Ping Chu
Author_Institution :
Dept. of Comput. Sci. & Inf. Eng., Nat. Cheng Kung Univ., Tainan, Taiwan
Volume :
24
Issue :
8
fYear :
2013
fDate :
Aug. 2013
Firstpage :
1479
Lastpage :
1488
Abstract :
Scheduling malleable tasks under general precedence constraints involves finding a minimum makespan (maximum completion time) by a feasible allotment. Based on the monotonous penalty assumptions of Blayo et al. [2], this work defines two assumptions concerning malleable tasks: the processing time of a malleable task is nonincreasing in the number of processors, while the work of a malleable task is nondecreasing in the number of processors. Additionally, the work function is assumed herein to be convex in the processing time. The proposed algorithm reformulates the linear program of [11], and this algorithm and associated proofs are inspired by the ones of [11]. This work describes a novel polynomial-time approximation algorithm that is capable of achieving an approximation ratio of 2+√2≈3.4142. This work further demonstrates that the proposed algorithm can yield an approximation ratio of 2.9549 when the processing time is strictly decreasing in the number of the processors allocated to the task. This finding represents an improvement upon the previous best approximation ratio of 100/63+100(√6469+137)/5481≈3.2920 [12] achieved under the same assumptions.
Keywords :
approximation theory; computational complexity; linear programming; scheduling; 3.42-approximation algorithm; approximation ratio; linear programming; malleable task scheduling; polynomial-time approximation algorithm; precedence constraint; processing time; work function; Approximation algorithms; Approximation methods; Program processors; Scheduling; Approximation algorithms; Approximation methods; Manganese; Processor scheduling; Program processors; Schedules; Scheduling; malleable tasks; precedence constraints; scheduling;
fLanguage :
English
Journal_Title :
Parallel and Distributed Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
1045-9219
Type :
jour
DOI :
10.1109/TPDS.2012.258
Filename :
6295609
Link To Document :
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