Comparative optimization of PIDN and fractional order controllers for a quarter car active suspension system using recent metaheuristic algorithms.

IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Ferdi Özbilgin, Onur Özdal Mengi, Abdul Wadood, Aykut Fatih Güven, Herie Park
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引用次数: 0

Abstract

Active suspension systems are crucial for improving vehicle ride comfort and handling under road disturbances. However, tuning the parameters of advanced controllers in such systems remains a complex challenge due to the nonlinear nature of vehicle dynamics. This study investigates the control of a quarter car active suspension model using two advanced controller structures: the Proportional-Integral-Derivative with filter (PIDN) and the hybrid Fractional Order PI plus PD (FOPI + FOPD) controller. To enhance controller performance, six recent metaheuristic algorithms-Educational Competition Optimizer (ECO), Escape Optimization Algorithm (ESC), Fata Morgana Algorithm (FATA), Jason Healing Optimization (JHO), Memory, Evolutionary Operator and Local Search Based Improved Grey Wolf Optimizer (MELGWO), and Starfish Optimization Algorithm (SFOA)-are employed for parameter tuning. Simulation results, obtained in the MATLAB/Simulink environment, demonstrate that the ESC-optimized FOPI + FOPD controller achieves the most effective vibration suppression, significantly outperforming classical and fuzzy logic-based approaches in terms of peak overshoot, settling time, and control stability. These findings emphasize the importance of selecting suitable controller structures in conjunction with robust optimization techniques for intelligent suspension system design.

采用最新的元启发式算法对四分之一汽车主动悬架系统的PIDN和分数阶控制器进行比较优化。
主动悬架系统对于提高车辆的平顺性和在路面扰动下的操控性至关重要。然而,由于车辆动力学的非线性特性,在此类系统中调整高级控制器的参数仍然是一项复杂的挑战。本文研究了采用两种先进的控制器结构:带滤波器的比例-积分-导数(PIDN)和分数阶PI + PD (FOPI + FOPD)混合控制器对四分之一汽车主动悬架模型的控制。为了提高控制器的性能,采用了六种最新的元启发式算法——教育竞争优化器(ECO)、逃避优化算法(ESC)、Fata Morgana算法(Fata)、Jason Healing优化器(JHO)、内存、进化算子和基于局部搜索的改进灰狼优化器(MELGWO)和海星优化算法(SFOA)进行参数调优。在MATLAB/Simulink环境下的仿真结果表明,esc优化的FOPI + FOPD控制器实现了最有效的振动抑制,在峰值超调、稳定时间和控制稳定性方面明显优于经典方法和基于模糊逻辑的方法。这些发现强调了选择合适的控制器结构并结合鲁棒优化技术对智能悬架系统设计的重要性。
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来源期刊
Scientific Reports
Scientific Reports Natural Science Disciplines-
CiteScore
7.50
自引率
4.30%
发文量
19567
审稿时长
3.9 months
期刊介绍: We publish original research from all areas of the natural sciences, psychology, medicine and engineering. You can learn more about what we publish by browsing our specific scientific subject areas below or explore Scientific Reports by browsing all articles and collections. Scientific Reports has a 2-year impact factor: 4.380 (2021), and is the 6th most-cited journal in the world, with more than 540,000 citations in 2020 (Clarivate Analytics, 2021). •Engineering Engineering covers all aspects of engineering, technology, and applied science. It plays a crucial role in the development of technologies to address some of the world''s biggest challenges, helping to save lives and improve the way we live. •Physical sciences Physical sciences are those academic disciplines that aim to uncover the underlying laws of nature — often written in the language of mathematics. It is a collective term for areas of study including astronomy, chemistry, materials science and physics. •Earth and environmental sciences Earth and environmental sciences cover all aspects of Earth and planetary science and broadly encompass solid Earth processes, surface and atmospheric dynamics, Earth system history, climate and climate change, marine and freshwater systems, and ecology. It also considers the interactions between humans and these systems. •Biological sciences Biological sciences encompass all the divisions of natural sciences examining various aspects of vital processes. The concept includes anatomy, physiology, cell biology, biochemistry and biophysics, and covers all organisms from microorganisms, animals to plants. •Health sciences The health sciences study health, disease and healthcare. This field of study aims to develop knowledge, interventions and technology for use in healthcare to improve the treatment of patients.
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