Behind the Scenes of Deadline24: A Memetic Algorithm for the Modified Job Shop Scheduling Problem

被引：0
作者：
Nalepa, Jakub [1 ,2 ,3 ]
Cwiek, Marcin [2 ,3 ]
Zak, Lukasz [2 ,3 ]
机构：
[1] Silesian Tech Univ, Gliwice, Poland
[2] Deadline24, Gliwice, Poland
[3] Future Proc, Gliwice, Poland
来源：
MAN-MACHINE INTERACTIONS 5, ICMMI 2017 | 2018年 / 659卷
关键词：
Job shop sheduling problem; Memetic algorithm; Workflow modeling; Benchmark generation; SEARCH;
D O I：
10.1007/978-3-319-67792-7_49
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Job shop scheduling problem (JSSP) is an NP-hard optimization problem which has been widely studied in the literature due to its practical applicability. In this paper, we show how to model a workflow using a modified version of JSSP, in which a given operation may be executed on a number of different machines. Solving the instances of this modified JSSP, elaborated using our benchmark generation routine, constituted a qualifying task of the Deadline24 programming marathon. In the experimental study, we confront the results submitted by the participants with the solutions obtained using our memetic algorithms and other solvers. This analysis is backed up with the statistical tests.
引用
收藏
页码：502 / 512
页数：11
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