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解决基于量子计算的灵活工作室调度问题

Kaihan Fu1, Jianjun Liu1, Miao Chen1

  • 1College of Science, China University of Petroleum, Beijing 102249, China.

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概括
此摘要是机器生成的。

量子计算为复杂的灵活工作室调度问题 (FJSPs) 提供了一种新的解决方案. 这种方法使用由连贯的伊辛机器解决的量子模型,显示出比传统方法更快的调度潜力.

关键词:
一致的 Ising 机器灵活的工作车间安排问题四位数的不受约束的二进制优化.量子计算是一种量子计算.

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科学领域:

  • 运营研究 运营研究
  • 量子计算是一种量子计算.
  • 计算优化计算优化

背景情况:

  • 灵活的工作车间调度问题 (FJSPs) 是复杂的组合优化挑战.
  • 快速决策对于现代生产和控制系统至关重要.
  • 现有的计算方法在有效地解决大规模的FJSP方面存在局限性.

研究的目的:

  • 提出一个量子计算方法来解决FJSPs.
  • 为FJSP开发一个方位不受约束的二进制优化 (QUBO) 模型,使得跨度最小化.
  • 为解决拟议的QUBO模型,利用一个连贯的Ising机器 (CIM).

主要方法:

  • 使用 QUBO 构建一个 FJSP 模型.
  • 将调度方案编码到哈密尔顿演算子的基本状态.
  • 在一个连贯的Ising机器 (CIM) 上解决QUBO模型.
  • 进行数值实验以验证CIM的性能.

主要成果:

  • CIM有效地解决了FJSPs的QUBO配方.
  • 数字实验证明了量子方法的可行性和有效性.
  • 与经典方法相比,量子计算方法显示了提高效率的潜力.

结论:

  • 量子计算,特别是使用CIM,为解决复杂的FJSP提供了一个有希望的途径.
  • 拟议的QUBO模型和CIM解决方案为更高效的调度提供了潜在的途径.
  • 在量子算法方面进行进一步的研究和开发可以显著提高生产调度能力.