野马优化算法的PID控制器在炼焦煤膨胀压力测定装置中的应用
Application of Wild Horse Algorithm Optimized PID Controller in Coke Coal Expansion Pressure Measurement Device
王盛民 1李忠峰 2张志伟 3李东4
作者信息
- 1. 中唯炼焦技术国家工程研究中心有限责任公司,辽宁 鞍山 114000
- 2. 中唯炼焦技术国家工程研究中心有限责任公司,辽宁 鞍山 114000;营口理工学院,辽宁 营口 115000
- 3. 营口理工学院,辽宁 营口 115000
- 4. 华能营口仙人岛热电有限责任公司,辽宁 营口 115000
- 折叠
摘要
探讨了野马优化算法在炼焦煤膨胀压力测定装置的PID控制器参数优化中的应用.炼焦煤膨胀压力的精确测量对于控制焦炭质量和优化炼焦工艺至关重要.首先对膨胀压力测定装置的控制系统进行搭建,包括其结构、工作原理以及集成的传感器和可编程逻辑控制器(PLC).随后,介绍了 WHO算法优化PID参数的实施流程,包括野马群体的初始化、性能评估、基于WHO规则的PID参数更新及迭代优化过程.实验结果表明,WHO优化的PID控制器在温度控制精度、系统响应速度和稳定性方面均优于传统方法.特别是在处理非线性和复杂的热解过程中,优化后的控制器能够更有效地应对温度变化,确保膨胀压力的准确测量.这一改进显著提高了炼焦煤膨胀压力测定装置的性能,为精确控制焦炭质量和优化炼焦工艺提供了重要的技术支持.
Abstract
It explores the application of the Wild Horse Optimizer(WHO)in optimizing the PID controller parameters of a coke coal expansion pressure measurement device.Accurate measurement of coke coal expansion pressure is crucial for controlling the quality of coke and optimi-zing the coking process.The research begins with a detailed description of the control system of the coal expansion pressure measurement de-vice,including its structure,working principle,integrated sensors,and the programmable logic controller(PLC).Subsequently,the imple-mentation process of the WHO algorithm is introduced,encompassing the initialization of the wild horse population,performance evaluation,PID parameter updates based on WHO rules,and the iterative optimization process.Experimental results indicate that the WHO-optimized PID controller surpasses traditional methods in terms of temperature control precision,system response speed,and stability.Particularly in handling nonlinear and complex thermal decomposition processes,the optimized controller effectively copes with temperature variations,ensu-ring accurate measurement of expansion pressure.This improvement significantly enhances the performance of the coke coal expansion pressure measurement device,providing crucial technical support for precise control of coke quality and optimization of the coking process.
关键词
野马优化算法/PID参数优化/膨胀压力测定装置Key words
wild horse optimizer/PID parameter optimization/coal expansion pressure measurement device引用本文复制引用
基金项目
辽宁省教育厅基本科研项目(LJKZ1199)
辽宁省普通高等教育本科教学改革研究项目(1021)
大学生创新创业训练计划项目()
出版年
2024