Nonlinear controller supported by artificial intelligence of the rheological damper system reducing vibrations of a marine engine

IF 2.8 4区 工程技术 Q1 ACOUSTICS
Mingyin Yang, Xiaonan Ren, J. Cho
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引用次数: 0

Abstract

In this paper, a semi-active nonlinear artificial intelligence compound controller for marine engines was developed to improve vibration reduction characteristics across a wide frequency range. A mathematical model was developed and investigated for two-stage vibration isolation systems (Virgin IslandsS) considering vertical, roll, and pitch motion. The passive mathematical model of the magnetorheological damper was also developed and integrated with the two-stage VIS. The passive numerical analysis was validated through the experimental investigation. Force transmitted from the engine to the base was evaluated on the validated model using four different strategies, that is, conventional passive, semi-active low, semi-active high, and semi-active controlled damper. In a semi-active–controlled damper, a mathematical model is developed for controlling the force by developing a nonlinear artificial intelligent compound controller (NAICC) using the algorithm of chaotic fruit fly and fuzzy logic control. The results show that the application of NAICC has a better isolating effect than the passive VIS over a broad spectrum of frequencies. By strengthening the control effect in the low-frequency resonance zone, marine engine vibration reduction performance was significantly enhanced.
船舶发动机减振流变阻尼系统的人工智能支持非线性控制器
为了提高船用发动机在宽频率范围内的减振性能,研制了一种半主动非线性人工智能复合控制器。建立并研究了考虑垂直、横滚和俯仰运动的两级隔振系统(维尔京群岛)的数学模型。建立了磁流变阻尼器的被动数学模型,并与两级VIS集成,通过实验验证了被动数值分析的正确性。采用常规被动、半主动低、半主动高、半主动控制阻尼器四种不同策略,在验证模型上对发动机传递到底盘的力进行了评估。在半主动控制阻尼器中,采用混沌果蝇算法和模糊逻辑控制,建立了非线性人工智能复合控制器(NAICC)的力控制数学模型。结果表明,在较宽的频率范围内,NAICC的应用比被动VIS具有更好的隔离效果。通过加强低频共振区的控制作用,船舶发动机的减振性能得到显著提高。
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来源期刊
CiteScore
4.90
自引率
4.30%
发文量
98
审稿时长
15 weeks
期刊介绍: Journal of Low Frequency Noise, Vibration & Active Control is a peer-reviewed, open access journal, bringing together material which otherwise would be scattered. The journal is the cornerstone of the creation of a unified corpus of knowledge on the subject.
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