Bi-Objective Optimization for Uniform Parallel Batch Machine Scheduling under Time-of-Use Tariffs

被引:0
作者
Cheng, Junheng [1 ]
Cheng, Jingya [1 ]
Chu, Feng [2 ]
机构
[1] Fujian Normal Univ, Sch Econ, Fuzhou, Peoples R China
[2] Univ Paris Saclay, Univ Evry, Lab IBISC, Evry, France
来源
2022 IEEE INTERNATIONAL CONFERENCE ON NETWORKING, SENSING AND CONTROL, ICNSC | 2022年
基金
中国国家自然科学基金;
关键词
Bi-objective optimization; batch scheduling; uniform parallel machines; time-of-use tariffs; PROCESSING MACHINE; ALGORITHMS;
D O I
10.1109/ICNSC55942.2022.10004129
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Time-of-Use (ToU) electricity pricing scheme has been widely implemented to alleviate the grid's peak load, under which manufacturing companies obtain a good opportunity to save energy cost through more reasonable production scheduling. As a typical production system, batch processing machine manufacturing system has been widely used in modern manufacturing industry because of its advantages in improving production efficiency and reducing production costs. In this work, a new bi-objective uniform parallel batch machine scheduling problem with different job sizes under ToU tariffs is explored, with the goal of minimizing the total electricity cost and the number of enabled machines. We first establish a mixed integer linear programming model, and then propose an improved model. Both models are solved by CPLEX using the epsilon-constraint method. The calculation results of randomly generated instances prove the effectiveness of the proposed model. At the same time, the calculation results show that the improved model is more effective than the original one.
引用
收藏
页码:604 / 609
页数:6
相关论文
共 21 条
[1]   BI-OBJECTIVE OPTIMIZATION OF SINGLE-MACHINE BATCH SCHEDULING UNDER TIME-OF-USE ELECTRICITY PRICES [J].
Cheng, Junheng ;
Chu, Feng ;
Chu, Chengbin ;
Xia, Weili .
RAIRO-OPERATIONS RESEARCH, 2016, 50 (4-5) :715-732
[2]   Parallel Machine Scheduling Under Time-of-Use Electricity Prices: New Models and Optimization Approaches [J].
Ding, Jian-Ya ;
Song, Shiji ;
Zhang, Rui ;
Chiong, Raymond ;
Wu, Cheng .
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2016, 13 (02) :1138-1154
[3]   EFFICIENT SCHEDULING ALGORITHMS FOR A SINGLE BATCH PROCESSING MACHINE [J].
IKURA, Y ;
GIMPLE, M .
OPERATIONS RESEARCH LETTERS, 1986, 5 (02) :61-65
[4]   Minimizing makespan on a single batch processing machine with dynamic job arrivals [J].
Lee, CY ;
Uzsoy, R .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1999, 37 (01) :219-236
[5]   EFFICIENT ALGORITHMS FOR SCHEDULING SEMICONDUCTOR BURN-IN OPERATIONS [J].
LEE, CY ;
UZSOY, R ;
MARTINVEGA, LA .
OPERATIONS RESEARCH, 1992, 40 (04) :764-775
[6]   A shuffled frog-leaping algorithm for flexible job shop scheduling with the consideration of energy consumption [J].
Lei, Deming ;
Zheng, Youlian ;
Guo, Xiuping .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2017, 55 (11) :3126-3140
[7]  
Luo X., 2021, IEEE Transactions on Pattern Analysis and Machine Intelligence
[8]   Temporal Pattern-Aware QoS Prediction via Biased Non-Negative Latent Factorization of Tensors [J].
Luo, Xin ;
Wu, Hao ;
Yuan, Huaqiang ;
Zhou, MengChu .
IEEE TRANSACTIONS ON CYBERNETICS, 2020, 50 (05) :1798-1809
[9]   A Fast Non-Negative Latent Factor Model Based on Generalized Momentum Method [J].
Luo, Xin ;
Liu, Zhigang ;
Li, Shuai ;
Shang, Mingsheng ;
Wang, Zidong .
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 51 (01) :610-620
[10]   Incorporation of Efficient Second-Order Solvers Into Latent Factor Models for Accurate Prediction of Missing QoS Data [J].
Luo, Xin ;
Zhou, MengChu ;
Li, Shuai ;
Xia, Yunni ;
You, Zhu-Hong ;
Zhu, QingSheng ;
Leung, Hareton .
IEEE TRANSACTIONS ON CYBERNETICS, 2018, 48 (04) :1216-1228