东北大学学报(自然科学版) ›› 2004, Vol. 25 ›› Issue (6): 531-534.DOI: -

• 论著 • 上一篇    下一篇

嵌入调整模型的CBR技术的炼钢调度系统

常春光;汪定伟;胡琨元;郑秉霖   

  1. 东北大学信息科学与工程学院;东北大学信息科学与工程学院;东北大学信息科学与工程学院;东北大学信息科学与工程学院 辽宁沈阳 110004
  • 收稿日期:2013-06-24 修回日期:2013-06-24 出版日期:2004-06-15 发布日期:2013-06-24
  • 通讯作者: Chang, C.-G.
  • 作者简介:-
  • 基金资助:
    国家自然科学基金资助项目(70171056;60084003);;

CBR system with embedded adaptation model for scheduling system in steel-making process

Chang, Chun-Guang (1); Wang, Ding-Wei (1); Hu, Kun-Yuan (1); Zheng, Bing-Lin (1)   

  1. (1) Sch. of Info. Sci. and Eng., Northeastern Univ., Shenyang 110004, China
  • Received:2013-06-24 Revised:2013-06-24 Online:2004-06-15 Published:2013-06-24
  • Contact: Chang, C.-G.
  • About author:-
  • Supported by:
    -

摘要: 以钢铁生产为背景,以优化钢铁生产调度问题为目的,建立了基于嵌入调整模型的案例推理系统·着重论述了调整模型在该系统中的功能、调整模型的建立与求解过程·为了便于问题的求解,首先非线性调整模型被转化为线性调整模型;其次,采用两阶段求解算法提高求解效率·第一阶段,采用基于启发式思想生成种群的遗传算法将问题进行预处理,降低求解问题维数·为了满足生产现场的需要,在遗传算法实现中提出三维自然数编码策略·第二阶段,对简化后的模型采用单纯形法加以求解·仿真结果验证采用基于嵌入调整模型的案例推理系统来解决钢铁生产动态调度问题,其有效性比单一的采用模型或传统CBR方法要强,随着系统的完善,本系统将投入实际应用,会带...

关键词: 钢铁生产, 优化模型, 动态调度, 案例推理, 模型转换, 遗传算法

Abstract: With the purpose to optimize dynamic scheduling in steel-making, a CBR (case-based reasoning) system with embedded adaptation model or CBR/EAM is established, of which the function and establishing process of the model, especially how to solve it are presented. To solve it easily, the nonlinear adaptation model is converted into linear one. Then a two-stage algorithm is utilized to improve solving efficiency. First, the genetic algorithm (GA) that introduces heuristics to generate population is adopted to pretreat the problem so as to reduce relevant dimensions, the 3-dimensional natural number encoding is adopted to meet the requirement of practice. Then, the simplified model is solved with simplex method. The simulation result is verified that the validity of CBR/EAM is better than that of single model approach or conventional CBR approach to solve the dynamic scheduling problem in steel-making process. With the prototype system further perfected, it could be put into application with benefits expected.

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