Non-Convex Large-Scale Scheduling for Energy-Efficient Flexible Stamping Systems

被引:0
作者
Pang, Chee Khiang [1 ]
Cao Vinh Le [1 ]
机构
[1] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117576, Singapore
来源
2013 10TH IEEE INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION (ICCA) | 2013年
关键词
ALGORITHM;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Based on the weighted placed-timed Petri Net models of flexible manufacturing system, this paper considers a scheduling problem which minimizes both productive and idle energy consumption subjected to the general production constraints. The considered problem is proven to be a non-convex mixed integer nonlinear program. A new reachability graph-based discrete dynamic programming approach is proposed for generating near energy-optimal schedules within adequate computational time. Our results on an industrial stamping system show the effectiveness of the proposed scheduling method in terms of computational time and deviation from optimality.
引用
收藏
页码:1656 / 1661
页数:6
相关论文
共 12 条
[1]  
Bellman R. E., 1957, Dynamic programming. Princeton landmarks in mathematics
[2]  
Bogdan S, 2006, ADV IND CON
[3]   Energy-aware scheduling for improving manufacturing process sustainability: A mathematical model for flexible flow shops [J].
Bruzzone, A. A. G. ;
Anghinolfi, D. ;
Paolucci, M. ;
Tonelli, F. .
CIRP ANNALS-MANUFACTURING TECHNOLOGY, 2012, 61 (01) :459-462
[4]  
Du B., 2011, MULTIOBJECTIVE EVOLU, P278
[5]   A Tabu search-based algorithm for mixed-integer nonlinear problems and its application to integrated process and control system design [J].
Exler, Oliver ;
Antelo, Luis T. ;
Egea, Jose A. ;
Alonso, Antonio A. ;
Banga, Julio R. .
COMPUTERS & CHEMICAL ENGINEERING, 2008, 32 (08) :1877-1891
[6]   Parallel-machine scheduling to minimize tardiness penalty and power cost [J].
Fang, Kuei-Tang ;
Lin, Bertrand M. T. .
COMPUTERS & INDUSTRIAL ENGINEERING, 2013, 64 (01) :224-234
[7]   A FRAMEWORK OF SCHEDULING MODELS IN MACHINING WORKSHOP FOR GREEN MANUFACTURING [J].
He Yan ;
Liu Fei ;
Shi Jinliang .
JOURNAL OF ADVANCED MANUFACTURING SYSTEMS, 2008, 7 (02) :319-322
[8]   An improved PSO algorithm for solving non-convex NLP/MINLP problems with equality constraints [J].
Luo Yiqing ;
Yuan Xigang ;
Liu Yongjian .
COMPUTERS & CHEMICAL ENGINEERING, 2007, 31 (03) :153-162
[9]  
PANG C, 2011, INTELLIGENT DIAGNOSI
[10]   Extended ant colony optimization for non-convex mixed integer nonlinear programming [J].
Schlueter, Martin ;
Egea, Jose A. ;
Banga, Julio R. .
COMPUTERS & OPERATIONS RESEARCH, 2009, 36 (07) :2217-2229