Extended Genetic Algorithm for solving open-shop scheduling problem

被引:148
作者
Hosseinabadi, Ali Asghar Rahmani [1 ]
Vahidi, Javad [2 ]
Saemi, Behzad [3 ]
Sangaiah, Arun Kumar [4 ]
Elhoseny, Mohamed [5 ]
机构
[1] Islamic Azad Univ, Ayatollah Amoli Branch, Young Researchers & Elite Club, Amol, Iran
[2] Iran Univ Sci & Technol, Tehran, Iran
[3] Kavosh Inst Higher Educ, Dept Comp, Mahmood Abad, Mazandaran, Iran
[4] Vellore Inst Technol, Sch Comp Sci & Engn, Vellore 632014, Tamil Nadu, India
[5] Mansoura Univ, Fac Comp & Informat, Mansoura, Egypt
关键词
Extended Genetic Algorithm; Makespan; Crossover; Mutation; Open-shop scheduling; ROUTING PROBLEM; OPTIMIZATION;
D O I
10.1007/s00500-018-3177-y
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Open-shop scheduling problem (OSSP) is a well-known topic with vast industrial applications which belongs to one of the most important issues in the field of engineering. OSSP is a kind of NP problems and has a wider solution space than other basic scheduling problems, i.e., Job-shop and flow-shop scheduling. Due to this fact, this problem has attracted many researchers over the past decades and numerous algorithms have been proposed for that. This paper investigates the effects of crossover and mutation operator selection in Genetic Algorithms (GA) for solving OSSP. The proposed algorithm, which is called EGA_OS, is evaluated and compared with other existing algorithms. Computational results show that selection of genetic operation type has a great influence on the quality of solutions, and the proposed algorithm could generate better solutions compared to other developed algorithms in terms of computational times and objective values.
引用
收藏
页码:5099 / 5116
页数:18
相关论文
共 49 条
[41]   Open shop scheduling problems with conflict graphs [J].
Tellache, Nour El Houda ;
Boudhar, Mourad .
DISCRETE APPLIED MATHEMATICS, 2017, 227 :103-120
[42]  
Tirkolaee E. B., 2016, J. Ind. Eng. Manage. Stud., V3, P61
[43]   An improved ant colony optimization for the multi-trip Capacitated Arc Routing Problem [J].
Tirkolaee, Erfan Babaee ;
Alinaghian, Mehdi ;
Hosseinabadi, Ali Asghar Rahmani ;
Sasi, Mani Bakhshi ;
Sangaiah, Arun Kumar .
COMPUTERS & ELECTRICAL ENGINEERING, 2019, 77 :457-470
[44]  
Tirkolaee EB, 2017, NUMER ALGEBR CONTROL, V7, P417, DOI 10.3934/naco.2017026
[45]  
Vasant P, 2016, IGI GLOBAL, V1960
[46]  
VASANT PM, 2014, IGI GLOBAL, P1, DOI DOI 10.4018/978-1-4666-4450-2
[47]  
Yildiz AR, 2007, STRUCT MULTIDISCIP O, V34, P317, DOI [10.1007/S00158-006-0079-X, 10.1007/s00158-006-0079-x]
[48]   A comparative study of population-based optimization algorithms for turning operations [J].
Yildiz, Ali R. .
INFORMATION SCIENCES, 2012, 210 :81-88
[49]   An extended study on an open-shop scheduling problem using the minimisation of the sum of quadratic completion times [J].
Zhang, Zhi-Hai ;
Bai, Danyu .
APPLIED MATHEMATICS AND COMPUTATION, 2014, 230 :238-247