利用元启发式优化技术,通过分数阶 PID 控制器实现基于 PLC 和 SCADA 的热交换器系统温度控制

IF 1.7 4区 工程技术 Q3 MECHANICS
Basant Tomar, Narendra Kumar, Mini Sreejeth
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引用次数: 0

摘要

SCADA 系统在跟踪关键过程变量的行为以及连接分散在各地的工业工厂级子系统方面发挥着重要作用。本文介绍了一种基于 PLC 和 SCADA 的控制框架,用于自动监控热交换器工厂的温度控制过程。OMRON (NX1P2-9024DT1) PLC 与 Wonderware InTouch SCADA 系统相连接,用于收集数据、创建模拟温度控制原型并在热交换器工厂内执行必要的控制操作。PLC 控制整个过程,PLC 的编程使用 Sysmac studio 自动化软件,使用梯形图编程语言。提议的系统通过 PID 和分数阶 PID (P \({\text{I}}^{\uplambda }{text{D}}^\{upmu }\)) 控制器以及积分防倒转技术来控制热交换器系统的温度。讨论了用于控制过程温度的各种控制策略,如级联控制、前馈控制和时延过程的史密斯预测器。利用遗传算法 (GA)、蚁群优化 (ACO) 和粒子群优化 (PSO) 等自适应启发式优化技术,对 PID 和分数阶 PID 控制器的性能进行了优化。在控制系统设计和分析中,计算出的性能指标被用作评估系统性能的量化指标。使用 MATLAB 对带有级联控制、前馈控制和死区时间补偿器的组合形式温度控制器进行了建模和仿真检查。根据不同的性能指标,如 ISE、IAE 和 ITAE,利用元搜索优化技术对所开发的控制器进行了仿真和实时实验分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

PLC and SCADA based temperature control of heat exchanger system through fractional order PID controller using metaheuristic optimization techniques

PLC and SCADA based temperature control of heat exchanger system through fractional order PID controller using metaheuristic optimization techniques

SCADA systems play an important role in tracking the behaviour of critical process variables and connecting geographically dispersed subsystems at the industrial plant level. This article presents a PLC and SCADA-based control framework to automate and supervise the temperature control processes in the heat exchanger plant. The OMRON (NX1P2-9024DT1) PLC is interfaced with the Wonderware InTouch SCADA system to gather data, create a simulated temperature control prototype and carry out the necessary control operations within the heat exchanger plant. The PLC controls the entire process and programming of PLC is done using Sysmac studio automation software using the ladder programming language. The proposed system controls the temperature of the heat exchanger system through PID and Fractional Order PID (P \({\text{I}}^{\uplambda }{\text{D}}^{\upmu }\)) controllers with Integral Anti-windup technique. Various control strategies like Cascade Control, Feedforward Control and Smith Predictor for time delayed process are discussed for controlling the temperature of the process. The performance of both PID and fractional order PID controllers is optimized using adaptive heuristic optimization techniques like Genetic Algorithm (GA), Ant Colony Optimization (ACO) and Particle Swarm Optimization (PSO). In control system design and analysis, the calculated performance indices are used as quantitative measures for evaluating the performance of a system. The combined form of temperature controller with Cascade control, Feedforward control and dead-time compensator is modelled and examined for simulation using MATLAB. Simulation and real-time experimentation analysis of the developed controllers are executed with metaheuristic optimization techniques based on different performance indices like ISE, IAE and ITAE.

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来源期刊
Heat and Mass Transfer
Heat and Mass Transfer 工程技术-力学
CiteScore
4.80
自引率
4.50%
发文量
148
审稿时长
8.0 months
期刊介绍: This journal serves the circulation of new developments in the field of basic research of heat and mass transfer phenomena, as well as related material properties and their measurements. Thereby applications to engineering problems are promoted. The journal is the traditional "Wärme- und Stoffübertragung" which was changed to "Heat and Mass Transfer" back in 1995.
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