Modelling and Intelligent Optimisation of Production Scheduling in VCIM Systems (Springer Theses)
暫譯: VCIM 系統中的生產排程建模與智能優化 (Springer 論文)

Son Duy Dao

  • 出版商: Springer
  • 出版日期: 2018-01-30
  • 售價: $4,510
  • 貴賓價: 9.5$4,285
  • 語言: 英文
  • 頁數: 147
  • 裝訂: Hardcover
  • ISBN: 3319721127
  • ISBN-13: 9783319721125
  • 海外代購書籍(需單獨結帳)

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商品描述

This thesis reports on an innovative production-scheduling model for virtual computer-integrated manufacturing (VCIM) systems. It also describes a robust genetic algorithm for production scheduling in VCIM systems. The model, which is the most comprehensive of its kind to date, is not only capable of supporting collaborative shipment scheduling and handling multiple product orders simultaneously, but also helps cope with multiple objective functions under uncertainties. In turn, the genetic algorithm, characterised by an innovative algorithm structure, chromosome encoding, crossover and mutation, is capable of searching for optimal/suboptimal solutions to the complex optimisation problem in the VCIM production- scheduling model described. Lastly, the effectiveness of the proposed approach is verified in a comprehensive case study.

商品描述(中文翻譯)

這篇論文報告了一個創新的虛擬電腦整合製造(VCIM)系統的生產排程模型。它還描述了一個穩健的遺傳演算法,用於VCIM系統中的生產排程。這個模型是迄今為止最全面的同類型模型,不僅能夠支持協作運輸排程並同時處理多個產品訂單,還能幫助應對不確定性下的多重目標函數。反過來,這個遺傳演算法具有創新的演算法結構、染色體編碼、交叉和突變,能夠尋找VCIM生產排程模型中複雜優化問題的最佳/次佳解。最後,通過一個全面的案例研究驗證了所提出方法的有效性。