Joint Energy, Maintenance, and Throughput Modeling for Sustainable Manufacturing Systems

被引:16
|
作者
Sun, Zeyi [1 ]
Dababneh, Fadwa [2 ]
Li, Lin [2 ]
机构
[1] Missouri Univ Sci & Technol, Dept Engn Management & Syst Engn, Rolla, MO 65409 USA
[2] Univ Illinois, Dept Mech & Ind Engn, Chicago, IL 60607 USA
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2020年 / 50卷 / 06期
关键词
Maintenance engineering; Throughput; Job shop scheduling; Manufacturing systems; Energy consumption; intelligent maintenance; production scheduling; sustainable manufacturing; throughput; SCHEDULING PROBLEM; REAL-TIME; OPTIMIZATION; PARAMETERS;
D O I
10.1109/TSMC.2018.2799740
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With increasing concerns on climate change and energy shortage, manufacturing industries must adopt more sustainable production and facility control strategies. Such strategies require operational practices that emphasize sustainability by considering economic, energy, and environmental aspects simultaneously. In this paper, a new combined production scheduling model that jointly considers energy control and maintenance implementation to address the concerns of energy consumption, intelligent maintenance, and throughput improvement simultaneously is proposed. Multiple measures are combined and evaluated using a single objective, i.e., cost minimization. Particle swarm optimization, with a local optimal avoidable mechanism and a time varying inertial weight, is used to solve the cost minimization problem to find a near optimal solution of production and maintenance schedules. A numerical case study is implemented and the results show that the cost per unit production can be reduced up to 27% compared to the existing benchmark strategies. The implications to practitioners with respect to the tradeoff between cost and throughput/energy consumption, and the model applicability considering energy tariff structure, are also discussed to provide more insights for using the proposed joint model in the real world. The proposed model advances the state-of-the-art on maintenance and energy scheduling, which is typically performed exclusively. It is expected to guide operational activities on shop floors toward sustainability.
引用
收藏
页码:2101 / 2112
页数:12
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