A Hybrid Fuzzy PSO Algorithm for Solving Steelmaking-Continuous Casting Scheduling Problem

被引:22
作者
Zarandi, M. H. Fazel [1 ]
Dorry, F. [1 ]
机构
[1] Amirkabir Univ Technol, Dept Ind Engn, Tehran, Iran
关键词
Scheduling; Steelmaking-continuous casting; Particle swarm optimization; Fuzzy linear programming; STEEL; FLOWSHOP; OPTIMIZATION; SYSTEM;
D O I
10.1007/s40815-017-0331-0
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, steelmaking-continuous casting (SCC) scheduling problem is investigated and a mixed integer linear programming model is developed. Since the technical constraints in the mathematical model are not defined exactly, fuzzy sets are used to present them. With using fuzzy constraints, a compromise between different criteria is made based on expert's ideas in steel industry. Since the mathematical model is suitable only for small size problems, a hybrid algorithm is developed to solve the SCC scheduling problem. The proposed algorithm is based on a combination of particle swarm optimization and fuzzy linear programming (FLP) methods. In this algorithm, the process of generating a solution consists of two phases. In the first phase, assigning and sequencing the charges on machines is done, while in the second phase, a FLP model is applied to determine start time of charges on assigned machines. To evaluate the proposed procedure, it is compared with an algorithm reported in the literature through solving different problems. Numerical results show that the proposed algorithm can obtain very good solutions for SCC scheduling problem. The results also reveal the higher efficiency of the proposed approach in decreasing waiting time of charges between processing.
引用
收藏
页码:219 / 235
页数:17
相关论文
共 31 条
[1]  
[Anonymous], 2011, IFAC P, DOI DOI 10.3182/20110828-6-IT-1002.00171
[2]   A novel hybrid algorithm for scheduling steel-making continuous casting production [J].
Atighehchian, Arezoo ;
Bijari, Mehdi ;
Tarkesh, Hamed .
COMPUTERS & OPERATIONS RESEARCH, 2009, 36 (08) :2450-2461
[3]   A mixed-integer linear programming model for the continuous casting planning [J].
Bellabdaoui, A. ;
Teghem, J. .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2006, 104 (02) :260-270
[4]  
Clerc M., 2006, Particle Swarm Optimization
[5]   A Fuzzy Set-Based Approach to Multi-objective Multi-item Solid Transportation Problem Under Uncertainty [J].
Dalman, Hasan ;
Guzel, Nuran ;
Sivri, Mustafa .
INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2016, 18 (04) :716-729
[6]  
Eberhart R., 1995, MHS95 P 6 INT S MICR, DOI [DOI 10.1109/MHS.1995.494215, 10.1109/MHS.1995.494215]
[7]  
Eberhart R.C., 2001, Swarm Intelligence
[8]  
Fazel Zarandi M. H., 2014, P IEEE C N WIEN 21 C, P1, DOI DOI 10.1109/NORBERT.2014.6893896
[9]   2-STAGE, HYBRID FLOWSHOP SCHEDULING PROBLEM [J].
GUPTA, JND .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 1988, 39 (04) :359-364
[10]  
Hornig S., 2013, THESIS