Dissertations / Theses on the topic 'Chatter suppression'

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1

Zhang, Yuanming. "Piezoelectric damping for chatter suppression in high-speed milling." Thesis, University of Sheffield, 2006. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.434511.

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2

Pratt, Jon Robert Jr. "Vibration Control for Chatter Suppression with Application to Boring Bars." Diss., Virginia Tech, 1997. http://hdl.handle.net/10919/29344.

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A mechatronic system of actuators, sensors, and analog circuits is demonstrated to control the self-excited oscillations known as chatter that occur when single-point turning a rigid workpiece with a flexible tool. The nature of this manufacturing process, its complex geometry, harsh operating environment, and poorly understood physics, present considerable challenges to the control system designer. The actuators and sensors must be rugged and of exceptionally high bandwidth and the control must be robust in the presence of unmodeled dynamics. In this regard, the qualitative characterization of the chatter instability itself becomes important. Chatter vibrations are finite and recognized as limit cycles, yet modeling and control efforts have routinely focused only on the linearized problem. The question naturally arises as to whether the nonlinear stability is characterized by a jump phenomenon. If so, what does this imply for the "robustness" of linear control solutions? To answer our question, we present an advanced hardware and control system design for a boring bar application. Initially, we treat the cutting forces merely as an unknown disturbance to the structure which is essentially a cantilevered beam. We then approximate the structure as a linear single-degree-of-freedom damped oscillator in each of the two principal modal coordinates and seek a control strategy that reduces the system response to general disturbances. Modal-based control strategies originally developed for the control of large flexible space structures are employed; they use second-order compensators to enhance selectively the damping of the modes identified for control. To attack the problem of the nonlinear stability, we seek a model that captures some of the behavior observed in experiments. We design this model based on observations and intuition because theoretical expressions for the complex dynamic forces generated during cutting are lacking. We begin by assuming a regenerative chatter mechanism, as is common practice, and presume that it has a nonlinear form, which is approximated using a cubic polynomial. Experiments demonstrate that the cutting forces couple the two principal modal coordinates. To obtain the jump phenomena observed experimentally, we find it necessary to account for structural nonlinearies. Gradually, using experimental observation as a guide, we arrive at a two-degree-of-freedom chatter model for the boring process. We analyze the stability of this model using the modern methods of nonlinear dynamics. We apply the method of multiple scales to determine the local nonlinear normal form of the bifurcation from static to dynamic cutting. We then find the subsequent periodic motions by employing the method of harmonic balance. The stability of these periodic motions is analysed using Floquet theory. Working from a model that captures the essential nonlinear behavior, we develop a new post-bifurcation control strategy based on quench control. We observe that nonlinear state feedback can be used to control the amplitude of post-bifurcation limit cycles. Judicious selection of this nonlinear state feedback makes a supplementary open-loop control strategy possible. By injecting a harmonic force with a frequency incommensurate with the chatter frequency, we find that the self-excited chatter can be exchanged for a forced vibratory response, thereby reducing tool motions.
Ph. D.
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3

Xu, Diancheng. "A fuzzy logic approach for chatter detection and suppression in end milling." Thesis, University of Ottawa (Canada), 2003. http://hdl.handle.net/10393/26351.

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In metal cutting processes, excessive vibration or chatter has an adverse effect on productivity and product surface quality. Various studies have been reported in the literature over the past few decades. However, the real application of the outcome of these studies has been very limited. A new system has been developed in this study for chatter detection and chatter suppression. The coherence function values of the frequency spectra from two accelerometers in orthogonal directions were used as a chatter indicator. The vibration energy was used to offset the over-vigilance behaviour of the coherence function. A fuzzy logic control approach was used for chatter suppression based on both the coherence function value and vibration energy level. To improve the adaptability of the fuzzy controller, a self-learning algorithm has also been developed for on-line updating the fuzzy rule base. A direct output tuning method was also proposed to improve the responsiveness of the system. The proposed system has been tested using both steel and aluminium workpieces with and without thin-walls. The experimental results show that the proposed system worked reasonably well for on-line chatter detection and suppression. The thesis also explored the possibility of using the coherence function for chatter prediction. The verification of its feasibility may be carried out in the future.
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4

Wang, Lei. "Chatter detection and suppression using wavelet and fuzzy control approaches in end milling." Thesis, University of Ottawa (Canada), 2005. http://hdl.handle.net/10393/27074.

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In metal cutting processes, chatter has been recognized as one of the main factors that limit machining productivity and affect product quality. Two different categories of chatter were classified by researchers, i.e., regenerative chatter and non-regenerative chatter, and in this thesis the former is mainly studied. Over the past few decades, though various chatter detection and suppression methods have been developed, their industrial acceptance is still very limited. This research work presents a new system for on-line chatter detection and suppression. Its detection module implements a statistical index to identify chatters by performing wavelet transform and conducting statistical analysis of positive wavelet transform modulus maxima (WTMM). To suppress chatter, two versions of fuzzy control modules, i.e., plain fuzzy control and self-regulating fuzzy control have been implemented. Unlike the previous chatter suppression systems, the new suppression module features two-way adjustment, i.e., both increasing and decreasing the amount of adjustment. Along with the use of single or multi-output control variables to suppress chatter, productivity is preserved as much as possible. The proposed system is implemented on a SERVO 2000 milling machine. Extensive tests have been carried out. The experimental results show that the wavelet-based chatter detection index can not only detect the existence of chatters but also distinguish the severity levels. The new chatter suppression module works reasonably well in most tests. However, its performance is adversely affected in the presence of non-regenerative vibrations due to the lack of workpiece or clamping rigidity. Further improvements need to be carried out for industrial applications.
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5

Iglesias, Alex. "Milling stability improvement through novel prediction and suppression techniques." Doctoral thesis, Universitat de Girona, 2016. http://hdl.handle.net/10803/392143.

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Chatter is one of the major problems in today’s milling processes. Theoretical models to calculate stability lobes are used to predict and avoid chatter onset. However, current predictions are not accurate enough and significant deviations between predicted and experimentally observed stability limits have been reported.The causes for these deviations are diverse and can be the result of the sum of multiple effects. According to previous works, main errors in stability prediction are related to lack of knowledge about double period instability (flip lobes) and inappropriate determination of dynamic parameters through standard experimental characterization techniques. This Thesis deals with these two problems that affect accurate chatter prediction, contributing with new knowledge and calculation methods for double period type lobes and developing a new methodology for a more accurate dynamic response identification. Nevertheless, an accurate chatter stability prediction does not necessarily imply an optimum use of the machine to maximize productivity, as it is required in current production environments. For this reason, three novel process stabilization techniques are proposed for those cases in which the designed machining process is subject to chatter vibrations.
El chatter és avui en dia un dels principals problemes en els processos de fresat. Per predir i evitar la seva aparició es disposa de models teòrics per al càlcul dels lòbuls d'estabilitat. No obstant això, les prediccions realitzades amb els models d'estabilitat de fresat no són robustes, presentant casos en què les desviacions entre la predicció i la realitat són importants. Les causes d'aquestes desviacions són variades i poden ser degudes a la suma de múltiples efectes. A la vista dels estudis previs realitzats, els principals errors es troben en l'omissió de lòbuls de doble període (lòbuls flip) i errors en la determinació experimental dels paràmetres dinàmics del sistema mitjançant mètodes tradicionals. Aquesta Tesi aborda aquests dos problemes principals en la predicció, aportant nous coneixements sobre el chatter de doble període i desenvolupant una nova metodologia per a un càlcul més precís de la resposta dinàmica del sistema. No obstant això, una predicció precisa de les condicions que donen lloc a un procés de fresat estable no garanteix l'aprofitament òptim de la màquina per maximitzar la productivitat, tal com s'exigeix en l'entorn productiu actual. Per això, es proposen tres noves tècniques per a l'eliminació de chatter en aquells casos en què, el procés de mecanitzat dissenyat estigui sota el perillós influx del chatter.
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6

Tsai, Cheng-Han, and 蔡政翰. "The Study of Optimal Control for Chatter Suppression." Thesis, 2006. http://ndltd.ncl.edu.tw/handle/89433539737599207294.

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碩士
國立高雄第一科技大學
機械與自動化工程所
94
ABSTRACT Chatter is a nuisance to precision machining. Most previous research regarded the time-delay effect in the chatter problems as a disturbance. This research focuses on the investigation of this time-delay problem, and considers its effect for chatter controller design. In this way, one would achieve a better performance of improving the machining stability. First, the time-delay effect is included in the formulation of equations of motion for a machining process. Then the optimal control is adopted for the system with the time-delay term, and the Riccati equation is derived for the optimal controller. Finally the computer simulation is conducted for verification, and the improvement on stability lobes is then discussed.
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7

Hsu, Min-Ho, and 徐敏和. "Suppression of Chatter in End Milling by Fuzzy Control." Thesis, 1994. http://ndltd.ncl.edu.tw/handle/28344552401934226378.

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8

Wu, Chung-Wey, and 吳仲偉. "Robust Controller for the Suppression of Chatter in Precision Machining." Thesis, 2008. http://ndltd.ncl.edu.tw/handle/01056180570385986200.

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碩士
逢甲大學
自動控制工程所
96
Chatter is a self-excited vibration during machining that causes violent vibration between the tool and the workpiece. Chatter degrades surface finish, causes wear or breakage of tools and limits the material removal rate. This phenomenon is more conspicuous on slender workpiece. Therefore, the ability to suppress chatter can improve machining performance significantly. In this study, the chatter suppression problem is investigated for slender workpieces in turning. A tool holder driven by a piezoelectric actuator is designed and controlled. Based on the H∞ controller may change the chip width dynamically by controller signal voltage for chatter suppression in the turning process. Experimental modal analysis and ANSYS finite-element modal analysis are carried out for obtaining accurate frequency response functions of the workpiece and the cutting tool for designing controllers. According to the chatter theory, the happening of chatter has important relation to the structure’s dynamic transfer function of the workpiece and cutting tool. Based on the model matching conception and applied H∞ control theory to design a controller to have the higher critical stabile value of the structure’s dynamic transfer function. The performance of controller is tested first in a simulative environment, then an experimental structure is built by utilizing dSPACE, include of the real cutter and the computer-modelling workpiece and cutting status. To proceed with the machining experiment, the lathe was refitted to mount the piezo-actuated tool holder. Compared with the results of cutting by traditional tool holder and uncontrolled piezo-actuated tool holder and controlled piezo-actuated tool holder under the same cutting condition, to make sure the H∞ controller possess the ability of chatter suppress effectively.
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9

Tsung-HsuanWu and 吳宗軒. "An Investigation on Milling Chatter Suppression via Spindle Speed Variation." Thesis, 2017. http://ndltd.ncl.edu.tw/handle/98eu7j.

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碩士
國立成功大學
機械工程學系
105
In this study, effect of sinusoidal spindle speed variation on end milling is investigated based on semi discretization method. Tooth passing period is changed by period spindle speed variation, then result in interruption of regernerative effect and supress chatter. In order to clarify effect of system parameters on variable speed machining stability, effect of variation amplitude, variation frequency, modal parameters, shearing constant and process damping coefficients on stability of variable speed system is investigated in the present study. The results of simulation show that the dominant parameters are variation amplitude, variation frequency and process damping coefficients. Appropriate amplitude and frequency should be choosed to supress chatter at different nominal spindle speed. Process damping effect increases milling stability at low speed region dramatically and increases the asymptotic speed, which is absolutely stable speed. But semi discretization method including process damping also takes longer simulation time. The results of simulation also show that variable speed machining suppress chatter effectively at local worst speeds, that is, the speeds that have lowest stable cutting depth. But such method cause negative effect on sweet spot, transform the machining system from stable to unstable. Modal parameters, flute number, and shearing coefficients do not affect the efficiency of improving the milling stability by variable speed machining. Experimental results also show that variable speed machining can reduce vibration amplitude when chatter is occurring.
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10

SALLESE, LORENZO. "On the development of active fixtures for the mitigation of chatter vibrations in milling." Doctoral thesis, 2017. http://hdl.handle.net/2158/1081178.

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In the last decades, unstable vibrations originated in the milling process, often referred to as chatter vibrations, have collected the interest of several researches, mainly driven by the detrimental effect this phenomenon generates on productivity, surface finishing and tool wear. Although several approaches and techniques have been developed nowadays, their industrial application is still limited by the required expertise, time-consuming procedures or relevant interventions on the machine tool structures. This research is focused on the investigation and design of active fixtures to mitigate chatter vibrations in milling, considering that this kind of devices could represent an appealing industrial alternative, due to the fact that they can be directly retrofitted to different machine tools and applied to different machining operations. The aim of this thesis was to improve the performance of intelligent active fixtures by carefully addressing the specific design challenges, both in terms of mechanical design and control aspects. The main focus was put in extending the device bandwidth in accordance with the requirements of a general chatter mitigation application, where chatter frequencies can easily reach and exceed several kilohertz. In particular, specific design guidelines and simplified modeling strategies, aimed at supporting the definition of an adequate mechanical design, are presented and discussed along with the selection of suitable actuation devices capable of granting the needed reliability, even when operated at high frequencies in demanding dynamic applications. Moreover, this work presents the development of a novel control strategy aimed at exploiting low-frequency excitation to disrupt chatter vibrations, without requiring the further extension of the device bandwidth nor the preliminary system identification and modelling, as generally needed for renowned model-based control techniques.
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11

Wu, Yun-Hwa, and 吳允華. "Implementation of an Adaptive Controller for Chatter Suppression in Precision Machining." Thesis, 2008. http://ndltd.ncl.edu.tw/handle/13192715898517723988.

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碩士
逢甲大學
自動控制工程所
96
Chatter is a self-excited vibration during machining that causes violent vibration between the tool and the workpiece. Chatter degrades surface finish, causes wear or breakage of tools and limits the material removal rate. This phenomenon is more conspicuous on slender workpiece. Therefore, the ability to suppress chatter can improve machining performance significantly. In this study, the chatter suppression problem is investigated for slender workpieces in turning. A tool holder driven by a piezoelectric actuator is designed and controlled. The adaptive controller may change the chip width dynamically by controller signal voltage for chatter suppression in the turning process.Experimental modal analysis and ANSYS finite-element modal analysis are carried out for obtaining accurate frequency response functions of the workpiece and the cutting tool for designing controllers. An adaptive controller is designed using the feedback filtered-x least mean square (FXLMS) algorithm in this study. The displacement of the workpiece is not easy to measure. In this paper, we measured the cutting force by using the force sensor. The feedback signal of the controller used an estimated transfer function relating the cutting force to the displacement in the turning process Simulation results show that the FXLMS controller can effectively suppress chatter in turning. A hardware-in-the-loop experiment is setup with the real piezo-actuated tool holder in the simulated cutting dynamic loop. To proceed with the machining experiment, the lathe was refitted to mount the piezo-actuated tool holder. The experimental results also indicate that the model estimate FXLMS controller can improve machining performance.
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12

Liao, Yu-Chi, and 廖昱棋. "Chatter Analysis with Various Workpiece Sizes/Cutting Points and the Development of a Real time Chatter Suppression System in Turning." Thesis, 2015. http://ndltd.ncl.edu.tw/handle/36356719638421398945.

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碩士
國立中興大學
機械工程學系所
103
In turning process, the occurring of chatter will vary with the change of workpiece size and the cutting location. In this study, the effects of workpiece size and cutting location on chatter were analyzed, as well as the development of a chatter monitoring and control system. To obtain the Lobe Stability Diagram for chatter analysis, the model tests on workpiece with various sizse and tool/workpeice contact locations were conducted first, and the CutPro software were then used for obtaining the stability diagram. Finally, an experiments were conducted to verify the the boundary of the stability of cutting obtained from the CutPro software. In the development of the chatter monitoring and control system, an accelerometer was installed close to the turret in lathe, and the standard deviation of obtained vibration signal is used for detecting the chatter, and the change of cutting speed then be conducted by controller to avoid the chatter. The results show that increase of the workpiece length and the reduction of wokpeice diameter will reduce the critical depth of cut for chatter. In the change of cutting location along the workpiece, the critical depth of cut will decrease as the cutting location away from the chuck. In the experimental verification of Lobe Stability Diagram obtained from CutPro software, 10% to 75% error can be obtained with various cutting speed. In the verification of the developed real-time on line chatter monitoring and control, the system can detect and surpass the chatter successfully in turning and boring.
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13

Tang, Chih-Hung, and 湯智宏. "Design of an Active Chatter Suppression Controller for the Turning of Slender Workpieces." Thesis, 2009. http://ndltd.ncl.edu.tw/handle/07773047897342790017.

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碩士
逢甲大學
自動控制工程所
97
Chatter has counter effects in cutting process so that we desired to solve it. The traditional solutions in the workshop are enhancing the workpiece rigidity or reducing the depth of cut. However, these methods will also reduce the material removal rate. In this study, the chatter suppression for the turning of slender workpieces is investigated. A tool holder driven by a piezoelectric actuator was designed for suppressing chatter by using active control methods. It is noted that, when the displacement sensor makes measurements close to the cutting point, the measurements can be easily corrupted by cutting chips and coolants. Therefore, a novel control structure is proposed for avoiding the difficulty. The designed controller is easy to use in the workshop, since there is only one parameter of the controller has to be tuned for making a trade-off between the control performance and the actuator saturation. It is also proved by the proposed theory that the controller possesses the ability to suppress chatter at any cutting points. The derived theoretical results are verified through computer simulations. A table lathe was retrofitted for carrying out the turning experiments using the piezo-actuated tool holder. Under the same cutting conditions, the experimental results are compared for conventional tool holder, uncontrolled piezo-actuated tool holder and the controlled piezo-actuated tool holder. The experimental results have indicated that the proposed controller can suppress chatter effectively.
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14

Chang, Wei-Ren, and 張瑋壬. "Application of wavelet transform to chatter detection and suppression in 5-axis milling." Thesis, 2018. http://ndltd.ncl.edu.tw/handle/durba5.

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碩士
國立臺灣科技大學
材料科學與工程系
106
The cutting processes usually cause vibration from the tool and the workpiece. Once the tool begins to vibrate, it will left wavy cuts on the surface of the workpiece. Therefore, not only the instantaneous vibration of the system but also the amount of fluctuation left by the previous cutting affects the cutting process. It calls regenerative chatter. If there is a strategy for regenerative chatter suppression, the workpiece topography and the processing efficiency can be improved. This study explores the causes of regenerative chatter through literature, and uses the equations of motion to derive the dynamic behavior patterns of tool and workpieces. In order to know when the regenerative chatter occur, we use audio sensor to get the sound of the cutting processes and uses Daubechies wavelet to analyze the signal. The energy-to-Shannon Entropy ratio is calculated by using the wavelet signal, and we can use it to get the chattering index. To suppress regenerative chatter, this study uses the sinusoidal spindle speed variation to change the spindle speed during the cutting processes. This can avoid the processing parameters that cause regenerative chatter, and let surface finish has better quality.
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15

Chang-Xian, Liu, and 劉昌憲. "Application of Spindle Speed Selection Method in On-line Milling Machine Chatter Suppression." Thesis, 2018. http://ndltd.ncl.edu.tw/handle/bepqf3.

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碩士
國立勤益科技大學
機械工程系
106
In recent years, due to fast development in machinery industry, precision processing and ultra-precision processing related technologies were widely applied, and requirements on production efficiency, material removal rate, processing precision and level of automation were accordingly enhanced. However, during the processing process, inappropriate cutting force usually urged strong relative vibration between the cutter and work object, which in turn generated self-excited chatter to affect processing precision, surface roughness of work object and the lifetime of cutter and cutter machine, etc. Generally, study on cutting chatter can be divided into two types: The first type was to use offline cutting Stability Lobe Diagram (SLD) to find out the limited cutting depth of stable cutting, which could be used to predict and prevent chatter generated in the processing. The second type was online feedback control, through the sensor, the measured signal was conducted with control algorithm, then the machine’s spindle and feeding system parameters were changed for chatter inhibition. In this paper, “Spindle Speed Selection(SSS)” was used to conduct the efficiency study and analysis of online chatter inhibition control. This study can be divided into three parts, in the first part, regenerative chatter theory and system dynamic response equation were used to set up cutting stability lobe diagram, in the second part, Labview was used to set up the detection method of cutting chatter, in the third part, Delta Remote API was used to set up the read-in and write-in of controller parameter. The system includes chatter detection and adjustment method for the spindle speed, through the method proposed in the literature, verification on the chatter control effect was conducted. In the experiment, it was found that when the phase of chatter was 0.5
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16

Ho, Ching-Hung, and 何慶鴻. "Design of an Adaptive Controller for Chatter Suppression in the Turning of Slender Workpieces." Thesis, 2009. http://ndltd.ncl.edu.tw/handle/07226171681487849580.

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碩士
逢甲大學
自動控制工程所
97
In this paper, we design a piezo-actuated tool holder to replace the conventional tool holder for chatter suppression in the turning of slender workpieces. In designing the controllers, it is noted that the transfer function from the cutting force to the displacement of workpiece is difficult to be identified accurately and is time-varying in the turning process. Therefore, adaptive type controllers are adopted in this study. It is proved by theory that the controller designed by using an adaptive notch filter has the ability of improving the stability of the cutting dynamics. A controller is also designed by using the feedback filtered-x least mean square (feedback FXLMS) algorithm. The effects of measurement uncertainties on the chatter suppression performance of the controller are then investigated. The derived theoretical results are verified through computer simulations. A table lathe was retrofitted for carrying out the turning experiments using the piezo-actuated tool holder. Under the same cutting conditions, the experimental results are compared for conventional tool holder, uncontrolled piezo-actuated tool holder and the FXLMS controlled piezo-actuated tool holder. The experimental results have indicated that the proposed controller can suppress chatter effectively.
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17

Dai, You-Yu, and 戴祐宇. "Design of a Novel Piezo-Actuated Toolholder for the Suppression of Chatter in Turning." Thesis, 2010. http://ndltd.ncl.edu.tw/handle/41578008209209280068.

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碩士
逢甲大學
自動控制工程所
98
Abstract “Chatter” is a kind of self-excited vibration in the process of cutting. It corresponds to the relative displacement between the workpieces and cutting tools. Hence it lowers down the surface finish of workpieces, limits the material removal rate (MRR), and reduces the service life of cutting tools. Improvement of the performance of machining is surely expected provided chatter effect is suppressed. Chatter is more likely to happen in the cutting of slender workpieces. In this study, a novel piezo-actuated toolholder is designed to replace the traditional one in turning operation. It is intended to suppress the chatter effect in the turning of slender workpieces. A more detailed chatter model for the piezo-actuated toolholder is also derived. Considering that the transfer function from the cutting force to the workpiece displacement is time-varying and cannot be precisely determined in easy ways, the “feedback filter-x least mean square, feedback FXLMS” algorithm is employed to design an adaptive controller for suppressing chatter. The performance of the designed controller is tested through computer simulation. Simulation results indicate that the controller is able to inhibit the onset of chatter in turning. Turning experiments are carried out for comparing the surface finish in controlled turning and uncontrolled turning. The results show that the surface roughness in each section of the workpiece is significantly improved in controlled turning. Therefore, the effectiveness of the designed controller in the suppressing of chatter is verified. Keywords: chatter, control, turning, lathe
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18

LIN, PO-HUA, and 林柏華. "Real-time Chatter Suppression and On-line IoT Cloud Platform System for End-Milling Process." Thesis, 2019. http://ndltd.ncl.edu.tw/handle/w99x95.

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碩士
國立虎尾科技大學
機械與電腦輔助工程系碩士班
107
In recent years, the aerospace industry is rising, milling of high hardness alloy materials has become trend; however, the stability of milling is changed with machine rigidity, material properties and tool geometry. The traditional experience method has not been able to deal with chatter of processing. On-line chatter suppression technique can be used to avoid the unstable cutting conditions by milling stability model and obtaining the stable maching parameters. This study is divided into intelligent chatter suppression and IoT coud patform systems. Intelligent chatter suppression system is built, which includes milling stability modeling and cutting parameter optimization algorithm. The stability model of milling is divided into three parts. First, the cutting forces are estimated using dynamic meter and the cutting force coefficients are calculated using linear regression in process, the cutting force coefficient experimental results show that the same tool and material properties at different depths have an average error of 5% to 19%. Second, the spindle model parameters of the cutting tool system are estimated by dynamic rigidity experiment. Furthermore, the stability model of milling for chatter is based on professor Altintas, and this stability model constructs a relationship between the spindle speed and cutting depth by regenerative chatter theory and frequency respond function, the chatter stability model verification experimental results of slot show that the initial prediction accuracy is about 90%. When chatter is detected on-line, the optimal parameters of cutting is obtained from gradient rising and shortest distance of search algorithm methods according to stability model of milling, and provides stable processing conditions to the controller. The second part focuses on IoT cloud platform, the experiment data and processing information are collected from CNC controller of five-axis machine tool, and the CNC controller uploads the data to cloud platform to manage and store. The chatter information in processing is stored in the database, so that user can more easily adjust the parameters during the processing. The cloud website will present all of processing information.
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19

Chiang, Shiuh-Tarng, and 蔣旭堂. "Optimization of Machining Operations Using Neural Networks and Suppression of Chatter by Fuzzy Control in End Milling." Thesis, 1994. http://ndltd.ncl.edu.tw/handle/55103589787663463242.

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