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基于柯西-反向秃鹫融合算法的优化动态矩阵控制

庄皓涵 王亚刚

电子科技2026,Vol.39Issue(4):19-27,9.
电子科技2026,Vol.39Issue(4):19-27,9.DOI:10.16180/j.cnki.issn1007-7820.2026.04.003

基于柯西-反向秃鹫融合算法的优化动态矩阵控制

Optimization of Dynamic Matrix Control Based on Cauchy Opposite Vulture Fusion Algorithm

庄皓涵 1王亚刚1

作者信息

  • 1. 上海理工大学 光电信息与计算机工程学院,上海 200093
  • 折叠

摘要

Abstract

In view of the problem that controller parameters are difficult to select for complex systems with large time delays and large inertia,this study proposes a Cauchy-reverse vulture fusion algorithm to optimize the parameter selection of DMC(Dynamic Matrix Control).By introducing Cauchy mutation,lens opposition-based learning,and the exploration mechanism of the eagle algorithm into the framework of the African vulture algorithm,the search range is expanded and the late-stage exploration ability is enhanced,thereby improving the global optimization capability of the algorithm.The effectiveness of the proposed algorithm in improving optimization accuracy is verified through mul-tiple test functions.The proposed algorithm is applied to the DMC control systems of desulfurization towers and distil-lation tower models.The control horizon and prediction horizon parameters are optimized through iteration,and set-point tracking control simulation and anti-interference tests are carried out.The simulation test results show that the optimized DMC controller can achieve fast and accurate set-point tracking,significantly reducing the overshoot and adjustment time.

关键词

复杂系统控制/参数优化/动态矩阵控制/柯西-反向秃鹫融合算法/全局寻优能力/控制优化/抗干扰能力/动态特性

Key words

complex system control/parameter optimization/dynamic matrix control/Cauchy opposite vulture fu-sion algorithm/global optimization capability/control optimization/anti-interference ability/dynamic characteristics

分类

信息技术与安全科学

引用本文复制引用

庄皓涵,王亚刚..基于柯西-反向秃鹫融合算法的优化动态矩阵控制[J].电子科技,2026,39(4):19-27,9.

基金项目

国家重点研发计划(2020YFC2007502)National Key R&D Program of China(2020YFC2007502) (2020YFC2007502)

电子科技

1007-7820

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