Suppr超能文献

用于PID控制器参数整定的元启发式算法:综述、方法及开放性问题

Metaheuristic algorithms for PID controller parameters tuning: review, approaches and open problems.

作者信息

Joseph Stephen Bassi, Dada Emmanuel Gbenga, Abidemi Afeez, Oyewola David Opeoluwa, Khammas Ban Mohammed

机构信息

Department of Computer Engineering, Faculty of Engineering, University of Maiduguri, Maiduguri, Nigeria.

Department of Mathematical Sciences, Faculty of Science, University of Maiduguri, Maiduguri, Nigeria.

出版信息

Heliyon. 2022 May 11;8(5):e09399. doi: 10.1016/j.heliyon.2022.e09399. eCollection 2022 May.

Abstract

The simplicity, transparency, reliability, high efficiency and robust nature of PID controllers are some of the reasons for their high popularity and acceptance for control in process industries around the world today. Tuning of PID control parameters has been a field of active research and still is. The primary objectives of PID control parameters are to achieve minimal overshoot in steady state response and lesser settling time. With exception of two popular conventional tuning strategies (Ziegler Nichols closed loop oscillation and Cohen-Coon's process reaction curve) several other methods have been employed for tuning. This work accords a thorough review of state-of-the-art and classical strategies for PID controller parameters tuning using metaheuristic algorithms. Methods appraised are categorized into classical and metaheuristic optimization methods for PID parameters tuning purposes. Details of some metaheuristic algorithms, methods of application, equations and implementation flowcharts/algorithms are presented. Some open problems for future research are also presented. The major goal of this work is to proffer a comprehensive reference source for researchers and scholars working on PID controllers.

摘要

PID控制器的简单性、透明度、可靠性、高效率和稳健性是其在当今世界过程工业控制中广受欢迎和被接受的部分原因。PID控制参数的整定一直是一个活跃的研究领域,并且现在仍然是。PID控制参数的主要目标是在稳态响应中实现最小超调量和更短的调节时间。除了两种流行的传统整定策略(齐格勒-尼科尔斯闭环振荡法和科恩-库恩的过程反应曲线法)之外,还采用了其他几种方法进行整定。这项工作全面回顾了使用元启发式算法进行PID控制器参数整定的最新技术和经典策略。为了PID参数整定的目的,所评估的方法被分为经典优化方法和元启发式优化方法。文中给出了一些元启发式算法的细节、应用方法、方程以及实现流程图/算法。还提出了一些未来研究的开放性问题。这项工作的主要目标是为致力于PID控制器研究的研究人员和学者提供一个全面的参考来源。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9c80/9120253/9ec9c48be5f2/gr001.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验