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首页> 外文期刊>Mathematical Problems in Engineering: Theory, Methods and Applications >Load Distribution of Evolutionary Algorithm for Complex-Process Optimization Based on Differential Evolutionary Strategy in Hot Rolling Process
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Load Distribution of Evolutionary Algorithm for Complex-Process Optimization Based on Differential Evolutionary Strategy in Hot Rolling Process

机译:热轧过程中基于差分进化策略的复杂过程优化进化算法的负荷分配

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摘要

Based on the hot rolling process, a load distribution optimization model is established, which includes rolling force model, thickness distribution model, and temperature model. The rolling force ratio distribution and good strip shape are integrated as two indicators of objective function in the optimization model. Then, the evolutionary algorithm for complex-process optimization (EACOP) is introduced in the following optimization algorithm. Due to its flexible framework structure on search mechanism, the EACOP is improved within differential evolutionary strategy, for better coverage speed and search efficiency. At last, the experimental and simulation result shows that evolutionary algorithm for complex-process optimization based on differential evolutionary strategy (DEACOP) is the organism including local search and global search. The comparison with experience distribution and EACOP shows that DEACOP is able to use fewer adjustable parameters and more efficient population differential strategy during solution searching; meanwhile it still can get feasible mathematical solution for actual load distribution problems in hot rolling process.
机译:基于热轧工艺,建立了负荷分配优化模型,包括轧制力模型,厚度分布模型和温度模型。优化模型将轧制力比分布和良好的带钢形状作为目标函数的两个指标进行了综合。然后,在以下优化算法中介绍了用于复杂过程优化的进化算法(EACOP)。由于其灵活的搜索机制框架结构,EACOP在差分进化策略内得到了改进,以提高覆盖速度和搜索效率。最后,实验和仿真结果表明,基于差分进化策略(DEACOP)的复杂过程优化进化算法是包括局部搜索和全局搜索的有机体。与经验分布和EACOP的比较表明,DEACOP能够在求解搜索过程中使用较少的可调参数和更有效的种群差异策略。同时仍可以为热轧过程中的实际载荷分配问题提供可行的数学解。

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