Integrating metaheuristic optimization algorithms and modified integral resonant control to minimize stick-slip oscillations

IF 4.9 2区 工程技术 Q1 ACOUSTICS
Mohamed Riad Youcefi , Farouk Said Boukredera , Vahid Vaziri , Sumeet S. Aphale
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引用次数: 0

Abstract

This paper aims to develop a robust controller capable of suppressing stick-slip oscillations. To achieve this goal, metaheuristic optimization algorithms, including Particle Swarm Optimization (PSO), Artificial Bee Colony (ABC), and Differential Evolution (DE), were integrated with Modified Integral Resonant Control (MIRC) to create a novel hybrid MIRC. Several simulation runs were conducted to investigate the robustness of the hybrid MIRC in automatically responding to disturbances. The results indicated that PSO outperforms the ABC and DE algorithms in the expeditious determination of optimal controller parameters. Additionally, simulation results demonstrated the robustness of the proposed PSO-MIRC in adeptly identifying key control parameters that suppress stick-slip vibrations within a succinct timeframe. The findings of this paper offer a promising tool for ensuring the stability of the drill-string.
集成元启发式优化算法和改进的积分谐振控制以最小化粘滑振荡
本文旨在开发一种能够抑制粘滑振荡的鲁棒控制器。为了实现这一目标,将粒子群优化(PSO)、人工蜂群(ABC)和差分进化(DE)等元启发式优化算法与改进积分共振控制(MIRC)相结合,建立了一种新型的混合MIRC。为了研究混合MIRC自动响应扰动的鲁棒性,进行了多次仿真。结果表明,粒子群算法在快速确定最优控制器参数方面优于ABC算法和DE算法。此外,仿真结果表明,所提出的PSO-MIRC在简洁的时间框架内熟练地识别抑制粘滑振动的关键控制参数方面具有鲁棒性。本文的研究结果为确保钻柱的稳定性提供了一种很有前途的工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Sound and Vibration
Journal of Sound and Vibration 工程技术-工程:机械
CiteScore
9.10
自引率
10.60%
发文量
551
审稿时长
69 days
期刊介绍: The Journal of Sound and Vibration (JSV) is an independent journal devoted to the prompt publication of original papers, both theoretical and experimental, that provide new information on any aspect of sound or vibration. There is an emphasis on fundamental work that has potential for practical application. JSV was founded and operates on the premise that the subject of sound and vibration requires a journal that publishes papers of a high technical standard across the various subdisciplines, thus facilitating awareness of techniques and discoveries in one area that may be applicable in others.
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