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Optimal process plan selection in networked based manufacturing using game-theoretic approach

机译:基于博弈论的网络化制造中的最佳工艺计划选择

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摘要

This paper proposes a scheme for generating optimal process plans for multi jobs in a networked based manufacturing system. Networked manufacturing offers several advantages in the current competitive atmosphere such as reducing short manufacturing cycle time and maintaining the production flexibility, thereby achieving several feasible process plans. An N-person non-co-operative game with complete information is proposed and a mathematical model has been developed to generate the payoff functions. To be part of a game, we divided the game into two sub-games such as games to address sub-game (GASG) and games to solve sub-game (GSSG) which try to interact with each other and achieve the Nash equilibrium (NE). Consequently, a hybrid dynamic-DNA (HD-DNA) based evolutionary algorithm approach has been developed for more effective solutions of the game and also for finding the perfect NE points. The objective of this game is to generate the optimal process plans to minimise the makespan. Finally, three cases having different job complexities are presented to demonstrate the feasibility of the approach. The proposed algorithm is validated and results are analysed to benefit the manufacturer.
机译:本文提出了一种用于在基于网络的制造系统中为多个作业生成最佳工艺计划的方案。网络化制造在当前竞争激烈的氛围中提供了许多优势,例如减少了短的制造周期时间并保持了生产灵活性,从而实现了一些可行的工艺计划。提出了具有完整信息的N人非合作游戏,并开发了数学模型来生成收益函数。作为游戏的一部分,我们将游戏分为两个子游戏,例如解决子游戏(GASG)的游戏和解决子游戏(GSSG)的游戏,它们试图相互影响并达到纳什均衡( NE)。因此,已经开发了一种基于混合动态DNA(HD-DNA)的进化算法方法,用于更有效的游戏解决方案以及寻找完美的NE点。该游戏的目的是生成最佳的工艺计划以最小化制造周期。最后,提出了三种具有不同工作复杂性的案例,以证明该方法的可行性。对该算法进行了验证,并对结果进行了分析,以使制造商受益。

著录项

  • 来源
    《International Journal of Production Research》 |2012年第20期|p.5239-5258|共20页
  • 作者单位

    Department of Industrial Engineering and Management, Indian Institute of Technology Kharagpur, Kharagpur-721302, West Bengal, India;

    Department of Mechanical Engineering, Indian Institute of Technology Kharagpur, Kharagpur-721302, West Bengal, India;

    EPFL, Ecole Polytechnique Federate De Lausanne, France;

    Department of Industrial Engineering and Management, Indian Institute of Technology Kharagpur, Kharagpur-721302, West Bengal, India;

  • 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

    networked manufacturing; nash equilibrium; payoff; makespan; process planning; scheduling;

    机译:网络化制造;纳什均衡清偿;制作时间工艺计划;排程;
  • 入库时间 2022-08-17 13:37:42

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