Randomized selection algorithm for online stochastic unrelated machines scheduling

被引:2
作者
Zhang, Xiaoyan [1 ,2 ]
Ma, Ran [3 ]
Sun, Jian [4 ]
Zhang, Zan-Bo [5 ,6 ]
机构
[1] Nanjing Normal Univ, Sch Math Sci, Nanjing 210023, Peoples R China
[2] Nanjing Normal Univ, Inst Math, Nanjing 210023, Peoples R China
[3] Qingdao Univ Technol, Sch Management Engn, Qingdao 266520, Peoples R China
[4] Beijing Univ Technol, Dept Informat & Operat Res, Coll Appl Math, Beijing 100124, Peoples R China
[5] Guangdong Univ Finance & Econ, Sch Stat & Math, Guangzhou 510320, Peoples R China
[6] Guangdong Ind Polytech, Sch Informat Technol, Guangzhou 510300, Peoples R China
基金
中国国家自然科学基金;
关键词
Online scheduling; Unrelated machines; Randomized selection algorithm; Expected total weighted completion time; SINGLE-MACHINE; MINIMIZE; APPROXIMATION; OPTIMALITY;
D O I
10.1007/s10878-020-00542-y
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We consider an online stochastic unrelated machines scheduling problem. Specifically, a set of jobs arriving online over time must be randomly scheduled on the unrelated machines, which implies that the information of each job, including the release date and the weight, is not known until it is released. Furthermore, the actual processing time of each job is disclosed upon completion of this job. In addition, we focus on unrelated machines, which means that each job has a processing speed on every machine. Our goal is to minimize the expected total weighted completion time of all jobs. In this paper, we present a randomized selection algorithm for this problem and prove that the competitive ratio is a constant. Moreover, we show that it is asymptotic optimal for the online stochastic uniform machines scheduling problem when some parameters are bounded. Moreover, our proof does not require any probabilistic assumption on the job parameters.
引用
收藏
页码:1796 / 1811
页数:16
相关论文
共 27 条
  • [1] Online scheduling of a single machine to minimize total weighted completion time
    Anderson, EJ
    Potts, CN
    [J]. MATHEMATICS OF OPERATIONS RESEARCH, 2004, 29 (03) : 686 - 697
  • [2] Approximation techniques for average completion time scheduling
    Chekuri, C
    Motwani, R
    Natarajan, B
    Stein, C
    [J]. SIAM JOURNAL ON COMPUTING, 2001, 31 (01) : 146 - 166
  • [3] On the asymptotic optimality of a simple on-line algorithm for the stochastic single-machine weighted completion time problem and its extensions
    Chou, Mabel C.
    Liu, Hui
    Queyranne, Maurice
    Simchi-Levi, David
    [J]. OPERATIONS RESEARCH, 2006, 54 (03) : 464 - 474
  • [4] The asymptotic performance ratio of an on-line algorithm for uniform parallel machine scheduling with release dates
    Chou, MC
    Queyranne, M
    Simchi-Levi, D
    [J]. MATHEMATICAL PROGRAMMING, 2006, 106 (01) : 137 - 157
  • [5] LP-based online scheduling: from single to parallel machines
    Correa, Jose R.
    Wagner, Michael R.
    [J]. MATHEMATICAL PROGRAMMING, 2009, 119 (01) : 109 - 136
  • [6] Edomons J, 1970, COMBINATORIAL STRUCT, P69
  • [7] Single machine scheduling with release dates
    Goemans, MX
    Queyranne, M
    Schulz, AS
    Skutella, M
    Wang, YG
    [J]. SIAM JOURNAL ON DISCRETE MATHEMATICS, 2002, 15 (02) : 165 - 192
  • [8] Graham R. L., 1979, Discrete Optimisation, P287
  • [9] Asymptotical optimality of WSEPT for stochastic online scheduling on uniform machines
    Gu, Manzhan
    Lu, Xiwen
    [J]. ANNALS OF OPERATIONS RESEARCH, 2011, 191 (01) : 97 - 113
  • [10] Stochastic Online Scheduling on Unrelated Machines
    Gupta, Varun
    Moseley, Benjamin
    Uetz, Marc
    Xie, Qiaomin
    [J]. INTEGER PROGRAMMING AND COMBINATORIAL OPTIMIZATION, IPCO 2017, 2017, 10328 : 228 - 240