Chatter detection and suppression in machining processes: a comprehensive analysis

被引:9
作者
Basit, Abdul [1 ]
Khan, Niaz Bahadur [1 ,2 ]
Ali, Sadaqat [1 ]
Muhammad, Riaz [2 ]
Abduvalieva, Dilsora [3 ]
Khan, M. Ijaz [4 ,5 ]
Jameel, Mohammed [6 ]
机构
[1] Natl Univ Sci & Technol NUST, Islamabad, Pakistan
[2] Univ Bahrain, Coll Engn, Mech Engn Dept, POB 32038, Isa Town, Bahrain
[3] Tashkent State Pedag Univ, Pedag Sci, Bunyodkor Ave 27, Tashkent 100070, Uzbekistan
[4] Lebanese Amer Univ, Dept Mech Engn, Beirut, Lebanon
[5] Riphah Int Univ, Dept Math & Stat, I-14, Islamabad 44000, Pakistan
[6] King Khalid Univ, Coll Engn, Dept Civil Engn, Abha, Asir, Saudi Arabia
来源
INTERNATIONAL JOURNAL OF INTERACTIVE DESIGN AND MANUFACTURING - IJIDEM | 2024年 / 18卷 / 06期
关键词
Chatter detection; Chatter suppression; Machine tool; Artificial intelligence; Vibration; MILLING PROCESS; REGENERATIVE CHATTER; STABILITY ANALYSIS; NEURAL-NETWORK; TOOL WEAR; VIBRATION RESEARCH; TURNING OPERATION; CUTTING CHATTER; CONTROL-SYSTEM; PART;
D O I
10.1007/s12008-023-01716-8
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Chatter is a phenomenon that occurs during machining operations, causing vibrations that can negatively impact the quality of the machined surface. Detecting and avoiding chatter is crucial for efficient machining processes. Various strategies have been developed to address this issue, including offline chatter prediction, online chatter detection and suppression, and the use of artificial intelligence (AI) solutions in line with Industry 4.0 trends. However, the topic of chatter detection is partially discussed as a section in some review publications, and it does not appear as a kernel focus. With the addition of the latest development in chatter detection and suppression, conducting a rigorous review of chatter is critical. This work entails tracing analytical chatter detection techniques (stability lobe diagram, Nyquist plot, finite element analysis), experimental chatter detection techniques by using various data acquisition signals and from time-frequency signal processing methods (fast Fourier transform, discrete wavelet transform, hilbert-huang transform, short-time Fourier transform, etc.), as well as the most recent AI techniques (artificial neural network, support vector machine, hidden markov model, fuzzy logic, k-nearest neighbor, etc.). A thorough investigation was conducted to determine the limitations of these various techniques and to provide potential solutions for detecting chattering in machining processes. Moreover, The approaches for suppressing chatter (active + passive) during the machining process will also be thoroughly reviewed in this article.
引用
收藏
页码:3751 / 3771
页数:21
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