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PID parameters optimization using ant-colony algorithm for human heart control

机译:基于蚁群算法的PID控制人体心脏

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摘要

This article aims to optimize metaheuristics for continuous variable problems often encountered in the engineering field and its application in the medical field for the resolution of heart disorders. The work, based on the model of Yanagihara, Noma, and Irisawa (YNI) consists of understanding and isolating the human cardiovascular system using a hydro-electromechanical (HEM) approach, we also include the methodology of optimization by colonies of ants (ACO) in order to control the heart. Then, different approaches to metaheuristic design are used following this perspective and the algorithms developed by MATLAB code are applied to a problem of regulation and control of the human heart perturbed by brain problems. For the desired electrical SA node, which means the desired flow by adapting the contraction of the ventricle and the atrium, the PID coefficients (Kp, Ki, Kd) are tuned using ACO by MATLAB code by acting on the hydro-electromechanic model In SIMULINK controlled by PID after applying the disturbance. The results of this experiment really present a good response after the application of perturbation to the cardiac system compared to our previous published articles which rely on the methodology of Ziegler-Nichols for the revelation of the parameters Proportional-Integral-Derivative for the PID controller.
机译:本文旨在针对工程领域经常遇到的连续变量问题优化元启发式方法,并将其应用于医学领域以解决心脏病。基于Yanagihara,Noma和Irisawa(YNI)模型的工作包括使用水力机电(HEM)方法理解和隔离人类心血管系统,我们还包括通过蚁群(ACO)进行优化的方法为了控制心脏。然后,遵循这种观点,采用了不同的元启发式设计方法,并将MATLAB代码开发的算法应用于大脑问题对人类心脏的调控问题。对于所需的电气SA节点,这意味着通过适应心室和心房的收缩来获得所需的流量,通过作用于SIMULINK中的水力机电模型,通过MATLAB代码使用ACO通过PID调整PID系数(Kp,Ki,Kd)施加干扰后由PID控制。与我们以前发表的文章相比,该实验的结果在对心脏系统施加扰动后确实表现出良好的响应,我们以前发表的文章依靠Ziegler-Nichols的方法来揭示PID控制器的比例-积分-微分参数。

著录项

  • 来源
  • 会议地点 Huddersfield(GB)
  • 作者单位

    LASTIMI Laboratory: “Laboratory of Systems Analysis, Information Processing and Integrated Management”, Mohammadia Engineering School Rabat, Mohammed V University, Rabat, Morocco;

    LASTIMI Laboratory: “Laboratory of Systems Analysis, Information Processing and Integrated Management”, Mohammadia Engineering School Rabat, Mohammed V University, Rabat, Morocco;

    LASTIMI Laboratory: “Laboratory of Systems Analysis, Information Processing and Integrated Management”, Mohammadia Engineering School Rabat, Mohammed V University, Rabat, Morocco;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Heart; Mathematical model; Optimization; Algorithm design and analysis; MATLAB; Numerical models;

    机译:心脏;数学模型;优化;算法设计与分析; MATLAB;数值模型;;

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