Approximation Results for Makespan Minimization with Budgeted Uncertainty

被引:7
作者
Bougeret, Marin [1 ]
Jansen, Klaus [2 ]
Poss, Michael [1 ]
Rohwedder, Lars [2 ]
机构
[1] Univ Montpellier, CNRS, LIRMM, Montpellier, France
[2] Univ Kiel, Dept Comp Sci, D-24098 Kiel, Germany
关键词
Makespan minimization; Robust optimization; Approximation algorithms; EPTAS; Parallel machines; Unrelated machines; ALGORITHMS; COMPLEXITY;
D O I
10.1007/s00224-020-10024-7
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We study approximation algorithms for the problem of minimizing the makespan on a set of machines with uncertainty on the processing times of jobs. In the model we consider, which goes back to Bertsimas et al. (Math. Program. 98(1-3), 49-71 2003), once the schedule is defined an adversary can pick a scenario where deviation is added to some of the jobs' processing times. Given only the maximal cardinality of these jobs, and the magnitude of potential deviation for each job, the goal is to optimize the worst-case scenario. We consider both the cases of identical and unrelated machines. Our main result is an EPTAS for the case of identical machines. We also provide a 3-approximation algorithm and an inapproximability ratio of 2 - epsilon for the case of unrelated machines.
引用
收藏
页码:903 / 915
页数:13
相关论文
共 14 条
[1]   Complexity of single machine scheduling problems under scenario-based uncertainty [J].
Aloulou, Mohamed Ali ;
Della Croce, Federico .
OPERATIONS RESEARCH LETTERS, 2008, 36 (03) :338-342
[2]   The price of robustness [J].
Bertsimas, D ;
Sim, M .
OPERATIONS RESEARCH, 2004, 52 (01) :35-53
[3]   Robust discrete optimization and network flows [J].
Bertsimas, D ;
Sim, M .
MATHEMATICAL PROGRAMMING, 2003, 98 (1-3) :49-71
[4]   Robust scheduling with budgeted uncertainty [J].
Bougeret, Marin ;
Pessoa, Artur Alves ;
Poss, Michael .
DISCRETE APPLIED MATHEMATICS, 2019, 261 :93-107
[5]   ROBUST SCHEDULING TO HEDGE AGAINST PROCESSING TIME UNCERTAINTY IN SINGLE-STAGE PRODUCTION [J].
DANIELS, RL ;
KOUVELIS, P .
MANAGEMENT SCIENCE, 1995, 41 (02) :363-376
[6]   Closing the Gap for Makespan Scheduling via Sparsification Techniques [J].
Jansen, Klaus ;
Klein, Kim-Manuel ;
Verschae, Jose .
MATHEMATICS OF OPERATIONS RESEARCH, 2020, 45 (04) :1371-1392
[7]   An EPTAS for Scheduling on Unrelated Machines of Few Different Types [J].
Jansen, Klaus ;
Maack, Marten .
ALGORITHMICA, 2019, 81 (10) :4134-4164
[8]  
Kasperski, 2012, P 14 INT C INF PROC, P74, DOI DOI 10.1007/978-3-642-31724
[9]   Approximating a two-machine flow shop scheduling under discrete scenario uncertainty [J].
Kasperski, Adam ;
Kurpisz, Adam ;
Zielinski, Pawel .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2012, 217 (01) :36-43
[10]   APPROXIMATION ALGORITHMS FOR SCHEDULING UNRELATED PARALLEL MACHINES [J].
LENSTRA, JK ;
SHMOYS, DB ;
TARDOS, E .
MATHEMATICAL PROGRAMMING, 1990, 46 (03) :259-271