基于分数阶 PID 控制器的先进树籽优化设计,适用于简化的解耦工业罐系统

IF 1.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC International Journal of Numerical Modelling-Electronic Networks Devices and Fields Pub Date : 2024-03-21 DOI:10.1002/jnm.3228
Achu Govind Kottayathu Rajagopalan, Subhasish Mahapatra, Soumya Ranjan Mahapatro
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引用次数: 0

摘要

由于油箱之间的相互作用、非线性动力学、时间延迟、不确定性和交叉耦合效应,控制耦合油箱系统具有挑战性。要设计有效的控制策略来解决这些复杂问题,同时确保稳定性和鲁棒性能,难度很大。因此,本研究重点提出了一种创新方法,通过采用分数阶比例-积分-派生(FOPID)控制器来加强耦合罐系统中的液位控制。FOPID 控制器是通过对性能指标和闭环增益施加约束而设计的。此外,还采用树种子算法解决了所定义的优化问题。此外,还利用奇异值分析对稳定性进行了图形分析。通过设计解耦器,耦合水箱系统的固有复杂性得到了有效解决。树种子算法在浏览复杂解空间方面的独特特性及其对约束条件的有效处理提供了一个稳健的优化框架。通过对不同的互联水箱系统进行一系列模拟实验,分析了所提方法的有效性和效率。此外,还通过图形验证了稳定性。分析凸显了控制法在处理不确定性和干扰方面的有效性。此外,所提出的方法还将沉降时间缩短至 20% $$ 20\% $$ 左右。通过系统地整合优化和综合稳定性分析,该研究为优化耦合水箱系统的液位控制提供了整体解决方案。
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Advanced tree-seed optimization based fractional-order PID controller design for simplified decoupled industrial tank systems

Controlling coupled tank systems is challenging due to interactions between tanks, nonlinear dynamics, time delays, uncertainties, and cross-coupling effects. The design of effective control strategies to address these complexities while ensuring stability and robust performance is difficult. Hence, this study focuses on presenting an innovative approach to enhance level control in coupled tank systems by employing a fractional-order proportional-integral-derivative (FOPID) controller. The FOPID controller is designed by imposing constraints on the performance metric and closed-loop gain. Besides, the defined optimization problem is solved by employing a tree seed algorithm. Further, the stability is analyzed graphically using the singular value analysis. The inherent complexities of coupled tank systems are effectively addressed by designing decouplers. The unique characteristics of the tree seed algorithm to navigate complex solution spaces and its effective handling of constraints offer a robust optimization framework. The validity and efficiency of the proposed method are analyzed in a range of simulation experiments conducted on distinct interconnected tank systems. Besides, the stability is verified graphically. The analysis highlights the effectiveness of the control law in handling uncertainties and disturbances. Besides, the proposed method reduces the settling time to around 20 % $$ 20\% $$ . Through a systematic integration of optimization and comprehensive stability analysis, the study provides a holistic solution for optimizing level control in coupled tank systems.

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来源期刊
CiteScore
4.60
自引率
6.20%
发文量
101
审稿时长
>12 weeks
期刊介绍: Prediction through modelling forms the basis of engineering design. The computational power at the fingertips of the professional engineer is increasing enormously and techniques for computer simulation are changing rapidly. Engineers need models which relate to their design area and which are adaptable to new design concepts. They also need efficient and friendly ways of presenting, viewing and transmitting the data associated with their models. The International Journal of Numerical Modelling: Electronic Networks, Devices and Fields provides a communication vehicle for numerical modelling methods and data preparation methods associated with electrical and electronic circuits and fields. It concentrates on numerical modelling rather than abstract numerical mathematics. Contributions on numerical modelling will cover the entire subject of electrical and electronic engineering. They will range from electrical distribution networks to integrated circuits on VLSI design, and from static electric and magnetic fields through microwaves to optical design. They will also include the use of electrical networks as a modelling medium.
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