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Frequency Modulation of High-Speed Mill Chatter
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作者 WU Yun-xin, DUAN Ji-an (College of Mechanical-Electrical Engineering, Central-South University, Changsha 410083, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期5-,共1页
Mill chatter is a common phenomenon in the metal strip rolling process. Product defects caused by mill vibration were reported worldwide during last two decades, which is usually classified as torque vibration of the ... Mill chatter is a common phenomenon in the metal strip rolling process. Product defects caused by mill vibration were reported worldwide during last two decades, which is usually classified as torque vibration of the driving system with low frequencies and vertical vibration of the mill stand with comparative higher frequencies. The frequency range of the vertical vibration is wide (in general from more than 100 Hz to more than 1 000 Hz), and the vibration phenomena are very complex, even it is very difficult to determine the vibration causes, which is followed the name "ghost vibration". During a fieldwork to measure the vibration in high-speed rolling mills, a frequency modulation phenomenon was identified, which had not been reported in strip rolling community. This article makes a theoretical investigation to the newly encountered phenomenon in strip rolling process. According to an analysis of the mill roller bearings, the periodic change of stiffness of roller bearings at the fixed load orientation, together with the periodic change of the effective errors of the bearings, may cause amplitude and frequency modulation,based on the theories of Fourier series and Bessel function. The comparison between test results and theoretical analysis implies that the frequency modulation is caused by the effective errors of the mill roller bearings that have 12 ripples on the internal ring of the bearings. 展开更多
关键词 rolling mill chatter frequency modulation
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Solution and Analysis of Chatter Stability for End Milling in the Time-domain 被引量:32
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作者 李忠群 刘强 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2008年第2期169-178,共10页
In this paper, the instantaneous undeformed chip thickness is modeled to include the dynamic modulation caused by the tool vibration while the dynamic regenerative effects are taken into account. The numerical method ... In this paper, the instantaneous undeformed chip thickness is modeled to include the dynamic modulation caused by the tool vibration while the dynamic regenerative effects are taken into account. The numerical method is used to solve the differential equations goveming the dynamics of the milling system. Several chatter detection criteria are applied synthetically to the simulated signals and the stability diagram is obtained in time-domain. The simulation results in time-domain show a good agreement with the analytical prediction, which is validated by the cutting experiments. By simulating the chatter stability lobes in the time-domain and analyzing the influences of different spindle speeds on the vibration amplitudes of the tool under a Fixed chip-load condition, conclusions could be drawn as follows: In rough milling, higher machining efficiency can be achieved by selecting a spindle speed corresponding to the axial depth of cut in accordance with the simulated chatter stability lobes, and in Fmish milling, lower surface roughness can be achieved by selecting a spindle speed well beyond the resonant frequency of machining system. 展开更多
关键词 high-speed milling chatter stability lobe dynamic cutting force time-domain simulation cutting parameter optimization
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Modeling and Analytical Solution of Chatter Stability for T-slot Milling 被引量:8
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作者 LI Zhongqun LIU Qiang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2010年第1期88-93,共6页
T-slot milling is one of the most common milling processes in industry. Despite recent advances in machining technology, productivity of T-slot milling is usually limited due to the process limitations such as high cu... T-slot milling is one of the most common milling processes in industry. Despite recent advances in machining technology, productivity of T-slot milling is usually limited due to the process limitations such as high cutting forces and stability. If cutting conditions are not selected properly the process may result in the poor surface finish of the workpiece and the potential damage to the machine tool. Currently, the predication of chatter stability and determination of optimal cutting conditions based on the modeling of T-slot milling process is an effective way to improve the material removal rate(MRR) of a T-slot milling operation. Based on the geometrical model of the T-slot cutter, the dynamic cutting force model was presented in which the average directional cutting force coefficients were obtained by means of numerical approach, and leads to an analytical determination of stability lobes diagram(SLD) on the axial depth of cut. A new kind of SLD on the radial depth of cut was also created to satisfy the special requirement of T-slot milling. Thereafter, a dynamic simulation model of T-slot milling was implemented using Matlab software. In order to verify the effectiveness of the approach, the transfer functions of a typical cutting system in a vertical CNC machining center were measured in both feed and normal directions by an instrumented hammer and accelerators. Dynamic simulations were conducted to obtain the predicated SLD under specified cutting conditions with both the proposed model and CutPro~. Meanwhile, a set of cutting trials were conducted to reveal whether the cutting process under specified cutting conditions is stable or not. Both the simulation comparison and experimental verification demonstrated that the satisfactory coincidence between the simulated, the predicted and the experimental results. The chatter-free T-slot milling with higher MRR can be achieved under the cutting conditions determined according to the SLD simulation. 展开更多
关键词 machining dynamics T-slot milling chatter vibration stability lobes diagram
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Impact of Modal Parameters on Milling Process Chatter Stability Lobes 被引量:6
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作者 LI Zhongqun,LIU Qiang (School of Mechanical Engineering and Automation,BeiHang University,Beijing 100083,China) 《武汉理工大学学报》 CAS CSCD 北大核心 2006年第S1期190-195,共6页
Modals of the machine/tool and machine/part system are the principal factors affecting the stability of a milling process. Based on the modeling of chatter stability of milling process,the influence of modal parameter... Modals of the machine/tool and machine/part system are the principal factors affecting the stability of a milling process. Based on the modeling of chatter stability of milling process,the influence of modal parameters on chatter stability lobes independently or jointly has been analyzed by simulation. Peak-to-valley specific value,lobe coefficient and the corresponding calculation formula have been put forward. General laws and steps of modal simplification for multimodality system have been summarized. 展开更多
关键词 millING process chatter STABILITY LOBES dynamic STIFFNESS MODAL PARAMETER
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Experimental study on chatter of micro-miniature turn-milling 被引量:1
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作者 刘冰冰 金鑫 +1 位作者 张之敬 邓勇军 《Journal of Beijing Institute of Technology》 EI CAS 2014年第1期24-28,共5页
A chatter experiment of micro-miniature turn-milling was carried out in this paper. In or- der to reduce the effect that the natural frequencies of workpieces brought to the chatter experiments of micro-miniature turn... A chatter experiment of micro-miniature turn-milling was carried out in this paper. In or- der to reduce the effect that the natural frequencies of workpieces brought to the chatter experiments of micro-miniature turn-milling, both positive and negative cone-shape workpieces were used . The chatter frequency of micro-miniature turn-milling process was obtained by the sampling and analyzing systems. Then by applying excitation experiments to the workpiece system and tool system respec- tively, the natural frequencies of these two systems were obtained. By comparing chatter frequency of micro-miniature turn-milling process with the natural frequencies of workpiece system and tool system, we found that chatter frequency of micro-miniature turn-milUng was close to the natural fre- quency of the low stiffness vibration body in the machine tool system. The funding could be useful for optimizing the structure of machine-tool and designing the machining process. 展开更多
关键词 TURN-millING chatter excitation experiments
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Countermeasure Against Regenerative and Forced Chatter of Flexible Workpieces in Milling Processs Using Bi-directional Excitation
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作者 Nakano Yutaka De Silva Amal Dilanka +1 位作者 Takahara Hiroki Akiyama Yu 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2018年第1期10-19,共10页
A novel extended methodology for chatter suppression in milling process by applying external forced vibrations to the workpiece in two orthogonal directions which are the feed and cross-feed directions.Both the regene... A novel extended methodology for chatter suppression in milling process by applying external forced vibrations to the workpiece in two orthogonal directions which are the feed and cross-feed directions.Both the regenerative and forced chatter suppression during the milling process of flexible workpieces are investigated.Here,the workpiece is subject to a sinusoidal periodic force in the feed direction to disrupt the regenerative effect.Additionally,to minimize the forced chatter,the workpiece is subject to the periodic excitation force in cross-feed direction.This force is proportional to the magnitude of the estimated cutting force in cross-feed direction and has a phase opposite to the cutting force to minimize the vibration amplitudes.The effectiveness of the proposed method is evaluated numerically and experimentally,for the spindle speed located in both the local minima and local maxima of the stability lobe diagram.The numerical simulations indicate significant suppression effect in terms of vibration amplitudes,resulting in suppression of both the regenerative chatter and the forced chatter.Experiments were conducted by using a workpiece-mounted active stage composed of flexure hinges and driven by piezoelectric actuators.The experimental results agree qualitatively with the numerical simulations.The proposed method indicates a remarkable vibration reduction effect for both regenerative and forced chatters. 展开更多
关键词 self-excited VIBRATION VIBRATION control REGENERATIVE chatter FORCED chatter millING
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Real Time Chatter Vibration Control System in High Speed Milling
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作者 Hyeok Kim Mun-Ho Cho +2 位作者 Jun-Yeong Koo Jong-Whan Lee Jeong-Suk Kim 《材料科学与工程(中英文A版)》 2015年第5期221-229,共9页
关键词 振动控制系统 高速铣削加工 实时控制 快速傅里叶变换 切削颤振 刀具寿命 切削条件 表面完整性
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具有内阻的旋转锥形复合材料刀杆铣削过程稳定性的仿真分析
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作者 任勇生 张玉环 张金峰 《工程力学》 EI CSCD 北大核心 2024年第1期229-248,共20页
研究考虑材料内阻的旋转圆锥形复合材料刀杆铣削系统的再生颤振稳定性。基于复合材料粘弹性本构关系、Hamilton原理和Rayleigh梁理论,结合再生时滞铣削力模型,分别导出旋转坐标以及惯性坐标表示的颤振偏微分方程。采用Galerkin法对颤振... 研究考虑材料内阻的旋转圆锥形复合材料刀杆铣削系统的再生颤振稳定性。基于复合材料粘弹性本构关系、Hamilton原理和Rayleigh梁理论,结合再生时滞铣削力模型,分别导出旋转坐标以及惯性坐标表示的颤振偏微分方程。采用Galerkin法对颤振偏微分方程进行离散化。基于自由振动分析和能量法计算复合材料刀杆的模态损耗因子;基于特征值分析技术计算旋转复合材料刀杆的临界速度和失稳阈。采用时域半离散法和频域零阶近似解法,预测切削系统的稳定性。分析锥度比、长径比、铺层角、铺层方式,以及内、外阻对切削稳定性的影响。计算结果表明,轴对称旋转刀杆铣削过程在两种坐标系下的稳定性预测结果是一致的。研究发现,在高转速下,由于旋转复合材料刀杆内阻的作用,切削系统出现新的不稳定区域。这些新的不稳定区域的起始转速等于旋转复合材料刀杆的失稳阈。 展开更多
关键词 旋转复合材料刀杆 材料内阻 铣削颤振 对称刀杆 固定和旋转坐标系
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基于Cotes求积法和神经网络的稳定域判断及铣削参数优化新方法
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作者 秦国华 娄维达 +1 位作者 林锋 徐勇 《兵工学报》 EI CAS CSCD 北大核心 2024年第2期516-526,共11页
再生效应引起的铣削颤振,是制约加工效率和工件质量的主要因素之一。准确高效地识别铣削颤振的稳定域,是抑制颤振、提高生产效率的关键步骤。为此,根据铣削振动微分方程,利用柯特斯积分法(Cotes Integration Method,CIM)提出一种新的铣... 再生效应引起的铣削颤振,是制约加工效率和工件质量的主要因素之一。准确高效地识别铣削颤振的稳定域,是抑制颤振、提高生产效率的关键步骤。为此,根据铣削振动微分方程,利用柯特斯积分法(Cotes Integration Method,CIM)提出一种新的铣削稳定域预测方法。利用CIM获得主轴转速-轴向切深平面二维稳定性叶瓣图(Stability Lobe Diagram,SLD),与半离散法(Semi-discretization Method,SDM)和全离散法(Full-discretization Method,FDM)等方法进行比较,结果表明CIM的收敛性更优。考虑径向切深的影响,建立三维SLD的迭代计算方法,通过等效地离散三维SLD曲面为节点集合,随机以90%的节点作为训练集,构建轴向切深与主轴转速、径向切深之间的神经网络预测模型。10%验证集的预测结果表明神经网络的预测误差不超过6%。以材料去除率为效率目标,刀具寿命为成本目标,建立稳定铣削多目标优化模型并应用基于分解的多目标进化算法(Multiobjective Evolutionary Algorithm Based on Decomposition,MOEA/D)求解,为获得高效率、低成本的最优铣削参数提供基础理论和技术支撑。 展开更多
关键词 铣削 颤振 Cotes积分 神经网络 遗传算法
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基于PD-滑模耦合算法的压电智能薄板颤振抑制
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作者 宋清华 李振民 +1 位作者 杨欣宇 马海峰 《航空制造技术》 CSCD 北大核心 2024年第1期28-37,共10页
针对工件柔性主导的薄壁件铣削颤振问题,提出了一种基于PD–滑模耦合算法的压电智能薄板颤振抑制方法。首先设计了只需位移测量的主动控制算法,基于滑模控制理论处理系统参数不确定性和外部扰动,通过动态补偿器对未知切削状态进行在线... 针对工件柔性主导的薄壁件铣削颤振问题,提出了一种基于PD–滑模耦合算法的压电智能薄板颤振抑制方法。首先设计了只需位移测量的主动控制算法,基于滑模控制理论处理系统参数不确定性和外部扰动,通过动态补偿器对未知切削状态进行在线近似和补偿;为解决传感误差和系统时滞问题,在滑模控制器中进一步耦合了时空依变PD控制模型,借助ABAQUS仿真拟合控制参数时变函数;最后设计了一套薄壁件主动控制装置,试验结果显示采用主动控制可有效抑制薄壁件铣削颤振,验证了控制方法的可行性。 展开更多
关键词 PD控制 颤振 滑模控制 铣削 压电智能薄板 主动控制
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基于数值积分方法的铣削稳定性预测研究
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作者 章启阳 刘赣华 《航空制造技术》 CSCD 北大核心 2024年第11期118-125,共8页
针对立式加工中心铣削颤振现象,用数值积分方法预测铣削加工过程中的稳定性。首先用时滞微分方程表示受颤振影响的单、双自由度铣削动力学模型,对时滞周期进行离散;然后用数值积分方法求解时滞微分方程,依据Floquet判定铣削加工稳定性,... 针对立式加工中心铣削颤振现象,用数值积分方法预测铣削加工过程中的稳定性。首先用时滞微分方程表示受颤振影响的单、双自由度铣削动力学模型,对时滞周期进行离散;然后用数值积分方法求解时滞微分方程,依据Floquet判定铣削加工稳定性,获得稳定性叶瓣图;最后为验证数值积分方法求解的正确性,进行参数识别试验获取铣削力系数和模态参数,从求解得到的叶瓣图中选取加工参数进行试验验证。数值仿真结果表明,数值积分方法的计算效率和计算精度优于1st-SDM方法和1st-FDM方法。试验结果表明,数值积分方法的求解结果与试验结果相符,可以指导铣削工艺参数的选取,确保铣削加工稳定。 展开更多
关键词 铣削加工 铣削颤振 数值积分方法 稳定性叶瓣图 FLOQUET理论
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基于优化变分模态分解和多尺度熵特征的铣削颤振监测研究
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作者 朱晓慧 刘长福 +1 位作者 于新丽 刘博 《工具技术》 北大核心 2024年第8期140-149,共10页
在加工低刚度工件时,颤振是影响表面质量、加工效率和刀具寿命等方面的重要因素。为更准确地识别铣削加工状态,提出了一种新的颤振特征提取方法。利用梳状滤波器和经验模态分解对原始信号进行预处理;基于皮尔逊相关系数对本征模态函数(I... 在加工低刚度工件时,颤振是影响表面质量、加工效率和刀具寿命等方面的重要因素。为更准确地识别铣削加工状态,提出了一种新的颤振特征提取方法。利用梳状滤波器和经验模态分解对原始信号进行预处理;基于皮尔逊相关系数对本征模态函数(IMF)进行重构,利用灰狼优化算法(GWO)获得变分模态分解(VMD)的最优参数;计算各子频率带的能量熵特征,获得具有丰富颤振信息的频带;应用多尺度排列熵(MPE)和多尺度模糊熵(MFE)作为颤振特征,基于熵的取值范围,在各加工状态下选择最佳尺度特征。结果表明,该方法基于最佳尺度可以有效提取敏感颤振特征。 展开更多
关键词 颤振监测 灰狼优化 VMD 多尺度排列熵 多尺度模糊熵
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基于数字孪生的铣削加工智能监控平台
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作者 童寿维 黄树海 +3 位作者 舒倩 宋剑鑫 金鸿宇 卓越 《航空制造技术》 CSCD 北大核心 2024年第11期56-66,共11页
数字孪生与制造领域的结合日益密切,数字孪生可以帮助机床在智能制造环境下实现自主监控、评估和推理,显著提升智能化水平。本文开发面向机床铣削加工过程的数字孪生智能监控平台,可实现物理制造过程和虚拟数据模型之间的实时交互。为... 数字孪生与制造领域的结合日益密切,数字孪生可以帮助机床在智能制造环境下实现自主监控、评估和推理,显著提升智能化水平。本文开发面向机床铣削加工过程的数字孪生智能监控平台,可实现物理制造过程和虚拟数据模型之间的实时交互。为了实现不同模块之间、物理机器与虚拟模型之间的双向连接,基于硬件抽象层开发思想,构建了数据采集模块与数字孪生监控平台,并与开放式数控系统集成。该数字孪生监控平台拥有松耦合、模块化和易于扩展的特性,其中集成了由动力学分析模型和人工智能算法等构建的数据分析孪生模型,可以实现铣削颤振辨识与抑制、表面形貌预测等功能。经过加工试验验证,该监控平台在实际制造环境中的性能良好。 展开更多
关键词 智能制造 数字孪生 智能人机界面 铣削加工 颤振监测
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基于神经网络的薄壁件铣削动力学参数预测
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作者 王大振 李琪 王亮 《航天制造技术》 2024年第2期37-42,共6页
精确预测薄壁件铣削过程中工件的时变动力学参数是选择无颤振切削参数的基础。本文提出了基于三层神经网络的曲面薄壁件铣削时变动力学参数的预测方法。首先利用壳单元将薄壁件进行离散化,将离散单元结点处工件厚度作为输入参数,工件前... 精确预测薄壁件铣削过程中工件的时变动力学参数是选择无颤振切削参数的基础。本文提出了基于三层神经网络的曲面薄壁件铣削时变动力学参数的预测方法。首先利用壳单元将薄壁件进行离散化,将离散单元结点处工件厚度作为输入参数,工件前三阶固有频率作为输出参数,构建三层神经网络。然后将壳单元有限元模型计算结果作为训练样本,训练得到神经网络模型。模态测试实验结果表明,有限元模型对工件固有频率预测的最大误差约为4%;与有限元模型相比,神经网络模型的最大预测误差为0.409%,因此神经网络模型的最大预测误差约为4%。同时,神经网络模型训练时间约为10 s;当预测的切削状态数量为150时,预测时间仅为0.002s。在保证计算精度的前提下,三层神经网络模型可大幅提高计算效率。 展开更多
关键词 薄壁件 铣削颤振 动力学参数 壳单元 神经网络
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基于EEMD-BPF的工业机器人铣扩孔模态耦合颤振信号提取方法
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作者 陶庚 程阳 姚宝国 《制造技术与机床》 北大核心 2024年第5期57-62,共6页
工业机器人铣扩孔作为一种精细扩孔方法,旨在消除孔内外缺陷,改善机器人的制孔精度。但由于机器人的刚度缺陷,加工过程易出现与本体固有特性相关的模态耦合颤振。针对工业机器人铣扩孔模态耦合颤振信号有效提取的问题,文章提出一种基于... 工业机器人铣扩孔作为一种精细扩孔方法,旨在消除孔内外缺陷,改善机器人的制孔精度。但由于机器人的刚度缺陷,加工过程易出现与本体固有特性相关的模态耦合颤振。针对工业机器人铣扩孔模态耦合颤振信号有效提取的问题,文章提出一种基于集合经验模态分解(ensemble empirical mode decomposition,EEMD)和带通滤波(band-pass filter,BPF)的颤振信号提取方法。通过EEMD对加工信号的预处理确定出以耦合颤振频率为主激振频率的本征模态,利用单边趋势判别法改善EEMD中极值计算的效率。通过选取能量熵值比和相关系数为特征并结合BPF提取本征模态中的颤振信息,重构模态耦合颤振信号。实验表明,EEMD较经验模态分解EMD有一定的模态混叠抑制作用。主轴转速1 800 r/min、径向切削厚度0.6 mm下的实验结果显示,EEMD-BPF较EMD-BPF超前0.31 s识别出颤振。 展开更多
关键词 机器人铣扩孔 模态耦合颤振 集合经验模态分解 单边趋势判别法 信号提取
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Harmonic Current′s Coupling Effect on the Main Motion of Temper Mill Set 被引量:6
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作者 HE Jian-jun YU Shou-yi ZHONG Jue 《Journal of Central South University》 SCIE EI CAS 2000年第3期162-164,共3页
The paper probes into a probable condition that causes temper mill chatter from aspect of electromechanical coupling of complex electromechanical system, and mainly studies the effect of temper mill electrical driving... The paper probes into a probable condition that causes temper mill chatter from aspect of electromechanical coupling of complex electromechanical system, and mainly studies the effect of temper mill electrical driving system harmonic current on the main motion of temper mill set. Aiming at the electrical driving system of CM04 temper mill, the effect of harmonic current is analyzed and evaluated according to different load. Combining the features of CM04 temper mill′s structure and its working state, the paper discusses in every detail how the harmonic current in main circuit, which can be regarded as a disturbance via feedback control circuit , influences main motion of temper mill set. 展开更多
关键词 ELECTROMECHANICAL coupling TEMPER mill HARMONIC current ROLLING mill chatter
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Limiting Factors for Active Suppression of Structural Chatter Vibrations Using Machine′s Drives 被引量:1
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作者 Xavier Beudaert Asier Barrios +1 位作者 Kaan Erkorkmaz Jokin Munoa 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2017年第4期341-348,共8页
Chatter vibrations are a major limitation for rough milling operations,leading to productivity reduction,low tool life and poor surface finish.It has been shown recently that the machine tool′s own drives can be used... Chatter vibrations are a major limitation for rough milling operations,leading to productivity reduction,low tool life and poor surface finish.It has been shown recently that the machine tool′s own drives can be used to increase the stability limit related to structural modes of the machine.To damp the low frequency modes,a new feedback loop is added to the classical position,velocity and current cascaded control.The objective of this study is to analyse the limitations of this new chatter suppression technique.Constraints related to the non-collocated control are first studied on a simplified three-mass model and then experimentally demonstrated on a three-axis horizontal milling centre.The industrial integration of the new control loop with sampling time constraints and limited drive′s bandwidth is analysed.After determining the appropriate conditions to use this chatter suppression technique,a cutting test demonstrates that the stability limit can be doubled in the low regions of the stability lobes. 展开更多
关键词 chatter control DAMPING millING
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State Dependent Regenerative Delay Model for High-Speed Milling Processes
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作者 宋清华 艾兴 +2 位作者 万熠 赵军 潘永智 《Journal of Beijing Institute of Technology》 EI CAS 2008年第3期264-269,共6页
A 2 DOF dynamic model of regenerative chatter model with state-dependent time delay is developed in milling processes. Regenerative effects, "ploughing" or "rubbing" effects between the flank of the cutting edge a... A 2 DOF dynamic model of regenerative chatter model with state-dependent time delay is developed in milling processes. Regenerative effects, "ploughing" or "rubbing" effects between the flank of the cutting edge and the machined surface, and feed effects are considered. It is shown that the regenerative delay is determined by the combination of the cutter rotation and the tool vibrations resulting in a state-dependent time delay. The governing equation is a delay-differential equation with state-dependent delay (SD-DDE), as op- posed to the standard models with constant time delay. Based on Frechet derivative theory, the linearization of periodic state-dependent delay differential equation is also investigated. For a system with practical milling parameters, the incorporation of the state-dependent delay into the model does not essentially affect the linear stability properties of the system. 展开更多
关键词 milling chatter regenerative effects state-dependent delay LINEARIZATION
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航空航天薄壁件铣削过程加工状态监测研究进展 被引量:4
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作者 岳彩旭 周天祥 +2 位作者 秦怡源 王乐 胡德生 《航空制造技术》 CSCD 北大核心 2023年第3期30-43,共14页
对切削加工状态进行精准监测,是实现航空航天薄壁件加工变形控制的重要保障。围绕航空航天薄壁件铣削加工状态监测的最新研究进展进行了评述,详细介绍了建立加工状态监测模型的关键技术与方法,包括加工信息采集处理、特征提取和特征融... 对切削加工状态进行精准监测,是实现航空航天薄壁件加工变形控制的重要保障。围绕航空航天薄壁件铣削加工状态监测的最新研究进展进行了评述,详细介绍了建立加工状态监测模型的关键技术与方法,包括加工信息采集处理、特征提取和特征融合。归纳了学者们在薄壁件加工过程中对刀具磨破损、铣削颤振、铣削变形等具体状态监测的研究进展。基于数字孪生技术,构建了面向薄壁件铣削加工状态监测的优化系统。最后,根据现阶段本领域发展状况对薄壁件铣削加工状态监测进行了展望。 展开更多
关键词 航空航天薄壁件 特征提取 刀具磨破损 铣削颤振 铣削变形 数字孪生
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基于优化VMD-SVM参数的铣削颤振识别 被引量:1
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作者 贾广飞 姚海洋 《组合机床与自动化加工技术》 北大核心 2023年第6期149-153,共5页
铣削颤振是影响加工质量和切削效率的重要因素之一,为了有效抑制颤振发生,需要对铣削过程进行颤振识别。针对颤振识别中特征提取和识别准确率问题,提出基于麻雀搜索算法(SSA)优化变分模态分解(VMD)和支持向量机(SVM)关键参数的铣削颤振... 铣削颤振是影响加工质量和切削效率的重要因素之一,为了有效抑制颤振发生,需要对铣削过程进行颤振识别。针对颤振识别中特征提取和识别准确率问题,提出基于麻雀搜索算法(SSA)优化变分模态分解(VMD)和支持向量机(SVM)关键参数的铣削颤振识别方法。采用SSA对VMD的关键参数以平均包络熵最小原则进行寻优;使用优化后的VMD分解铣削颤振信号,根据相关系数法筛选敏感的本征模态函数(IMF)分量重构原信号;提取重构信号的小波包能量熵构造颤振特征向量矩阵并输入经SSA优化的SVM模型中进行模型训练和铣削颤振识别。结果表明,提出的经SSA优化的VMD-SVM模型与未优化的VMD-SVM模型相比具有更高的识别准确率。 展开更多
关键词 铣削颤振 变分模态分解 麻雀搜索算法 平均包络熵 支持向量机
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