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Game theory based multi-task scheduling of decentralized 3D printing services in cloud manufacturing

机译:基于云制造中分散3D打印服务的博弈论基于多任务调度

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摘要

To improve the multi-task scheduling competitivenesss of the distributed three-dimensional (3D) printing services with different types in cloud manufacturing, a non-cooperative game model of 3D printing services is proposed to reduce completion time, cost and to improve service quality. Moreover, the non-cooperative game consists of two kinds of sub-game to work together. Some service attributes, such as moving speed of nozzle, model dimension, 3D printing precision, 3D printing material, and pricing mode, are considered in the model. In order to obtain the expected solution, a two-layer nested method based on genetic algorithm is developed to improve scheduling efficiency. An industrial case is given to verify the feasibility and effectiveness of the proposed method. The results show that it has a better performance than traditional scheduling methods.CO 2021 Elsevier B.V. All rights reserved.
机译:为了提高具有不同类型的分布式三维(3D)印刷服务的多任务调度竞争力,在云制造中具有不同类型,提出了一种非协作游戏模型的3D打印服务,以减少完成时间,成本和提高服务质量。 此外,非合作游戏由两种次游戏组成。 在模型中,一些服务属性,例如喷嘴的移动速度,模型尺寸,3D打印精度,3D打印材料和定价模式。 为了获得预期的解决方案,开发了一种基于遗传算法的双层嵌套方法以提高调度效率。 提供工业案例来验证所提出的方法的可行性和有效性。 结果表明,它具有比传统调度方法更好的性能.CO 2021 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Neurocomputing》 |2021年第25期|74-85|共12页
  • 作者单位

    Beihang Univ Sch Automat Sci & Elect Engn Beijing 100191 Peoples R China|Minist Educ Engn Res Ctr Complex Prod Adv Mfg Syst Beijing 100191 Peoples R China;

    Beihang Univ Sch Automat Sci & Elect Engn Beijing 100191 Peoples R China|Minist Educ Engn Res Ctr Complex Prod Adv Mfg Syst Beijing 100191 Peoples R China|Beihang Univ Beijing Adv Innovat Ctr Big Date Based Precis Med Beijing 100083 Peoples R China;

    City Univ Hong Kong Coll Engn Hong Kong 999077 Peoples R China;

    Huazhong Univ Sci & Technol Sch Mech Sci & Engn Wuhan 430074 Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Multi-task scheduling; Service quality; Game theory; 3D printing; Cloud manufacturing;

    机译:多任务调度;服务质量;博弈论;3D打印;云制造业;

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