Estimation of Distribution Algorithm Based onBacterial Foraging and Its Application in Predictive Control

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Estimation of Distribution Algorithm Based onBacterial Foraging and Its Application in Predictive Control

更新时间：2025-07-16

- Estimation of Distribution Algorithm Based onBacterial Foraging and Its Application in Predictive Control
- Acta Electronica Sinica Vol. 38, Issue 2, Pages: 333-339(2010)
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  CLC： TP273
- Published：2010
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Estimation of Distribution Algorithm Based onBacterial Foraging and Its Application in Predictive Control[J]. Acta Electronica Sinica, 2010, 38(2): 333-339.
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Estimation of Distribution Algorithm Based onBacterial Foraging and Its Application in Predictive Control[J]. Acta Electronica Sinica, 2010, 38(2): 333-339. DOI：

摘要

<FONT face=Verdana>为增强分布估计算法(EDA)的局部优化能力，将细菌的觅食(BF)行为，即细菌的趋化性运动引入到分布估计算法中，提出一种基于细菌觅食行为的分布估计算法BF-EDA。通过8个Benchmark函数来测试算法性能，并与常规EDA、粒子群优化(PSO)和HPSO-TVAC算法进行实验比较，结果表明BF-EDA算法在优化解的质量和收敛速度方面具有较好的性能。进一步，为克服传统的基于梯度信息优化方法的缺点，将BF-EDA应用于预测控制的非线性滚动优化阶段，以优化求解被控系统的最优控制序列。曲线跟踪实验结果表明，基于BF-EDA的预测控制算法具有良好的控制品质。

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