系统仿真学报 ›› 2020, Vol. 32 ›› Issue (11): 2235-2243.doi: 10.16182/j.issn1004731x.joss.20-FZ0399

• 仿真模型/系统置信度评估技术 • 上一篇    下一篇

超启发式DE算法求解零等待发酵工艺调度

沈鹏, 王艳, 纪志成, 张建华   

  1. 江南大学物联网技术应用教育部工程研究中心,江苏无锡 214122
  • 收稿日期:2020-06-23 修回日期:2020-07-13 出版日期:2020-11-18 发布日期:2020-11-17
  • 作者简介:沈鹏(1994-),男,江苏泰州,硕士生,研究方向为智能调度与群智能算法;王艳(1978-),女,江苏盐城,博士,教授,研究方向为制造系统能效优化。
  • 基金资助:
    国家自然科学基金(61973138),国家重点研发计划(2018YFB1701903)

Hyper-heuristic DE Algorithm for Solving Zero-wait Fermentation Process Schedulinge

Shen Peng, Wang Yan, Ji Zhicheng, Zhang Jianhua   

  1. Engineering Research Center of Internet of Things Technology Applications Ministry of Education,Wuxi 214122,China
  • Received:2020-06-23 Revised:2020-07-13 Online:2020-11-18 Published:2020-11-17

摘要: 为解决具备间歇过程特点的零等待发酵工艺调度过程中易变质的难点,提出了一种超启发式差分算法,并将最小化最大完工时间设置为优化目标。此算法分为2层,高层为改进的自适应差分进化算法,来对低层的启发式操作进行选择排序。而低层组合排序成了新的算法对问题域进行操作,加入模拟退火算法避免陷入局部最优。所提出的方法具有学习的机制,对不同问题具有较强的泛化能力。通过测试算例和实际生产进行算法的比较和求解验证了此算法的有效性,结果表明所提出的算法比传统的启发式算法性能更优。

关键词: 间歇过程, 超启发式算法, 零等待, 模拟退火

Abstract: A class of zero-wait fermentation process scheduling issues with batch process characteristics are researched. In order to solve the problem of easy deterioration in the process, a super heuristic difference algorithm is proposed, and the maximum makespan is minimized as the optimization goal. The algorithm is divided into two layers. The upper layer is an improved adaptive differential evolution algorithm to select and sort the heuristic operations in lower layer. The lower layer is combined and sorted into a new algorithm to operate on the problem domain, adding simulated annealing algorithm to avoid falling into local optimization. The method has a learning mechanism and the strong generalization ability for different problems. The effectiveness of the algorithm is verified by comparing with the actual production. The result shows that the algorithm has better performance than the traditional heuristic algorithm.

Key words: batch process, hyper-heuristic evolution algorithm, zero-wait, simulated annealing

中图分类号: