Design of Smart Production Scheduling Using Computational Heuristic Intelligence

被引:0
|
作者
Zeng, Zhaozhen [1 ]
Wang, Yongfeng [1 ]
Wang, Jifu [1 ]
Lu, Xianjie [1 ]
Sun, Yong [1 ]
机构
[1] China Tobacco Guizhou Ind Co Ltd, Guizhou, Peoples R China
关键词
Internet of Things (IoT); Smart Manufacturing; Production Scheduling; Heuristic Algorithms; CNN;
D O I
10.1109/BMSB55706.2022.9828775
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The study of intelligent scheduling technologies for high-end manufacturing projects based on real-time perception is presented in this paper. We provide a generative scheduling model for the Internet of Things (IoT), demonstrating how IoT sensor systems may be configured for unique shop floor situations. We also present an intelligent scheduling system concept and scheduling method. Finally, we assess and compare the algorithms using computational heuristics refined by a mix of Tabu search, simulated annealing, genetic algorithms, and other approaches. The findings of numerical comparison reveal that the convergence of different methods is strongly related to the size and complexity of the issue.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] Smart online courses using computational intelligence
    Universitas Negeri Malang, Malang, Indonesia
    [J]. Int. J. Interact. Mob. Technol., 2020, 12 (29-40):
  • [2] A probabilistic scheduling heuristic for computational grids
    Derbal, Youcef
    [J]. MULTIAGENT AND GRID SYSTEMS, 2006, 2 (01) : 45 - 59
  • [3] Using Computational Intelligence for Smart Device Operation Monitoring
    Parllaku, Fjona
    Zaman, Azreen
    Shah, Fahad
    Karna, Ashutosh
    de Pena, Sascha
    [J]. PROCEEDINGS OF 2019 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND KNOWLEDGE ECONOMY (ICCIKE' 2019), 2019, : 124 - 129
  • [4] HEURISTIC METHODS OF PRODUCTION SCHEDULING
    BERA, H
    ATHERTON, MA
    [J]. FOURTH INTERNATIONAL CONFERENCE ON COMPUTER-AIDED PRODUCTION ENGINEERING, 1988, : 205 - 209
  • [5] Computational Intelligence for Smart Environments
    Macarena Espinilla
    Chris Nugent
    [J]. International Journal of Computational Intelligence Systems, 2017, 10 : 1250 - 1251
  • [6] Computational Intelligence for Smart Environments
    Espinilla, Macarena
    Nugent, Chris
    [J]. INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2017, 10 (01) : 1250 - 1251
  • [7] Task Scheduling Based on a Hybrid Heuristic Algorithm for Smart Production Line with Fog Computing
    Wang, Juan
    Li, Di
    [J]. SENSORS, 2019, 19 (05)
  • [8] Using computational intelligence in fuzzy engineering design
    Sebastian, HJ
    Schleiffer, R
    [J]. CYBERNETICS AND SYSTEMS, 2000, 31 (05) : 547 - 589
  • [9] A Compendium of Heuristic Methods for Scheduling in Computational Grids
    Xhafa, Fatos
    Abraham, Ajith
    [J]. INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING, PROCEEDINGS, 2009, 5788 : 751 - +
  • [10] Smart Grid Distribution Prediction and Control Using Computational Intelligence
    Chandler, Shawn A.
    Hughes, Joshua G.
    [J]. 2013 1ST IEEE CONFERENCE ON TECHNOLOGIES FOR SUSTAINABILITY (SUSTECH), 2013, : 86 - 89