A model-based computationally efficient method for on-line detection of chatter in milling

Journal of Manufacturing Science and Engineering

Volumn 135, Issue 3, 2013, Pages

  Ma, Lei ^a   Melkote, Shreyes N ^a   Castle, James B ^b  

^a GEORGIA INSTITUTE OF TECHNOLOGY   (United States)

^b BOEING COMPANY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTIVE FILTERING; ADAPTIVE FILTERS; COMPUTATIONAL EFFICIENCY; CUTTING; FREQUENCY DOMAIN ANALYSIS; FREQUENCY ESTIMATION; MILLING (MACHINING);

CHATTER FREQUENCIES; CHATTER SUPPRESSION; COMPLEX EXPONENTIALS; COMPUTATIONALLY EFFICIENT; CUTTING FORCE SIGNALS; DYNAMIC CHIP THICKNESS; FREQUENCY DOMAIN TRANSFORMS; TIME-DOMAIN ALGORITHM;

TIME DOMAIN ANALYSIS;

EID: 84889042643     PISSN: 10871357     EISSN: 15288935     Source Type: Journal    
DOI: 10.1115/1.4023716     Document Type: Article

References (65)

1. Altintas, Y., Stepan, G., Merdol, D., and Dombovari, Z., 2008, "Chatter Stability of Milling in Frequency and Discrete Time Domain," CIRP J. Manuf. Sci. Technol., 1(1), pp. 35-44.
2. Budak, E., and Altintas, Y., 1998, "Analytical Prediction of Chatter Stability in Milling-Part I: General Formulation," ASME J. Dyn. Sys., Meas., Control, 120(1), pp. 22-30. (Pubitemid 128651911)
3. Insperger, T., and Stepan, G., 2004, "Vibration Frequencies in High-Speed Milling Processes or a Positive Answer to Davies, Pratt, Dutterer and Burns," ASME J. Manuf. Sci. Eng., 126(3), pp. 481-487. (Pubitemid 40122761)
4. Insperger, T., Stépán, G., Bayly, P. V., and Mann, B. P., 2003, "Multiple Chatter Frequencies in Milling Processes," J. Sound Vib., 262(2), pp. 333-345.
5. Davies, M. A., Pratt, J. R., Dutterer, B., and Burns, T. J., 2002, "Stability Prediction for Low Radial Immersion Milling," ASME J. Manuf. Sci. Eng., 124(2), pp. 217-225. (Pubitemid 35202609)
6. Stepan, G., Dombovari, Z., and Munõa, J., 2011, "Identification of Cutting Force Characteristics Based on Chatter Experiments," CIRP Ann., 60(1), pp. 113-116.
7. Braun, S., 1975, "Signal Processing for the Determination of Chatter Threshold," CIRP Ann., 24(1), pp. 315-320.
8. Kuljanic, E., Sortino, M., and Totis, G., 2008, "Multisensor Approaches for Chatter Detection in Milling," J. Sound Vib., 312, pp. 672-693.
9. Delio, T., Tlusty, J., and Smith, S., 1992, "Use of Audio Signals for Chatter Detection and Control," ASME J. Eng. Industry, 114(2), pp. 146-157.
10. Smith, S., and Delio, T., 1992, "Sensor-Based Chatter Detection and Avoidance by Spindle Speed Selection," ASME J. Dyn. Sys., Meas., Control, 114(3), pp. 486-492. (Pubitemid 23572238)
11. Smith, S., and Tlusty, J., 1992, "Stabilizing Chatter by Automatic Spindle Speed Regulation," CIRP Ann., 41(1), pp. 433-436. (Pubitemid 23568185)
12. Kondo, E., Ota, H., and Kawai, T., 1997, "A New Method to Detect Regenerative Chatter Using Spectral Analysis, Part 1: Basic Study on Criteria for Detection of Chatter," ASME J. Manuf. Sci. Eng., 119(4A), pp. 461-466. (Pubitemid 127825752)
13. Tangjitsitcharoen, S., 2009, "In-Process Monitoring and Detection of Chip Formation and Chatter for CNC Turning," J. Mater. Process. Technol., 209, pp. 4682-4688.
14. Tlusty, J., and Ismail, F., 1983, "Special Aspects of Chatter in Milling," ASME J. Vib. Acoust., 105(1), pp. 24-32.
15. Altintas, Y., and Chan, P. K., 1992, "In-Process Detection and Suppression of Chatter in Milling," Int. J. Mach. Tools Manuf., 32(3), pp. 329-347. (Pubitemid 23568414)
16. Rahman, M., 1988, "In-Process Detection of Chatter Threshold," ASME J. Eng. Industry, 110(1), pp. 44-50.
17. Ding, S., Izamshah, R. A. R., Mo, J., and Zhu, Y., 2011, "Chatter Detection in High Speed Machining of Titanium Alloys," Key Eng. Mater., 458, pp. 289-294.
18. Weck, M., Verhaag, E., and Gathier, M., 1975, "Adaptive Control for Face Milling Operations With Strategies for Avoiding Chatter Vibrations and Automatic Cut Distribution," CIRP Ann., 24(1), pp. 405-409.
19. Kakinuma, Y., Sudo, Y., and Aoyama, T., 2011, "Detection of Chatter Vibration in End Milling Applying Disturbance Observer," CIRP Ann., 60(1), pp. 109-112.
20. Choi, T., and Shin, Y. C., 2003, "On-Line Chatter Detection Using Wavelet-Based Parameter Estimation," ASME J. Manuf. Sci. Eng., 125(1), pp. 21-28.
21. Berger, B. S., Minis, I., Harley, J., Rokni, M., and Papadopoulos, M., 1998, "Wavelet Based Cutting State Identification," J. Sound Vib., 213(5), pp. 813-827. (Pubitemid 128379382)
22. Yao, Z., Mei, D., and Chen, Z., 2010, "On-Line Chatter Detection and Identification Based on Wavelet and Support Vector Machine," J. Mater. Process. Technol., 201(5), pp. 713-719.
23. Wang, L., and Liang, M., 2009, "Chatter Detection Based on Probability Distribution of Wavelet Modulus Maxima," Rob. Comput.-Integr. Manufact., 25, pp. 989-998.
24. Yoon, M. C., and Chin, D. H., 2005, "Cutting Force Monitoring in the Endmilling Operation for Chatter Detection," Proc. Inst. Mech. Eng., Part B, 219, pp. 455-465. (Pubitemid 41048228)
25. Abu-Zahra, N. H., and Lange, J. H., 2002, "Tool Chatter Monitoring in Turning Operations Using Wavelet Analysis of Ultrasound Waves," Int. J. Adv. Manuf. Technol., 20(4), pp. 248-254. (Pubitemid 34964531)
26. González-Brambila, O., Rubio, E., Jáuregui, J. C., and Herrera-Ruiz, G., 2006, "Chattering Detection in Cylindrical Grinding Processes Using the Wavelet Transform," Int. J. Mach. Tools Manuf., 46(15), pp. 1934-1938. (Pubitemid 44468330)
27. Bickraj, K., Kaya, B., Yapici, A., Li, M., Tansel, I. N., and Ozcelik, B., 2007, "Inspection of Chatter Damage in End Milling Operations by Using Wavelet Transformations," Tampico, México, pp. 1-6.
28. Al-Regib, E., and Ni, J., 2010, "Chatter Detection in Machining Using Nonlinear Energy Operator," ASME J. Dyn. Sys., Meas., Control, 132(3), p. 034502.
29. Mitsuishi, M., Nagao, T., Hatamura, Y., and Warisawa, S., 1992, "Real-Time Machining State Detection Using Multiaxis Force Sensing," CIRP Ann., 41(1), pp. 505-508. (Pubitemid 23568168)
30. Gradisek, J., Govekar, E., and Grabec, I., 1998, "Time Series Analysis in Metal Cutting Chatter Versus Chatter-Free Cutting," Mech. Syst. Signal Process., 12(6), pp. 839-854. (Pubitemid 128398631)
31. Grabec, I., Gradisek, J., and Govekar, E., 1999, "A New Method for Chatter Detection in Turning," CIRP Ann., 48(1), pp. 29-32.
32. Berger, B. S., Minis, I., Rokni, M., Papadopoulos, M., Deng, K., and Chavalli, A., 1997, "Cutting State Identification," J. Sound Vib., 200(1), pp. 15-29. (Pubitemid 127402845)
33. Messaoud, A., and Weihs, C., 2009, "Monitoring a Deep Hole Drilling Process by Nonlinear Time Series Modeling," J. Sound Vib., 321(3-5), pp. 620-630.
34. Du, R., Elbestawi, M. A., and Ullagaddi, B. C., 1992, "Chatter Detection in Milling Based on the Probability Distribution of Cutting Force Signal," Mech. Syst. Signal Process., 6(4), pp. 345-362.
35. Schmitz, T. L., 2003, "Chatter Recognition by a Statistical Evaluation of the Synchronously Sampled Audio Signal," J. Sound Vib., 262(3), pp. 721-730.
36. Bao, S., Zhang, W., Yu, J., Qiao, S., and Yang, F., 1994, "A New Approach to the Early Prediction of Turning Chatter," ASME J. Vib. Acoust., 116(4), pp. 485-488.
37. Berger, B., Belai, C., and Anand, D., 2003, "Chatter Identification With Mutual Information," J. Sound Vib., 267(1), pp. 178-186.
38. Berger, B. S., Manzari, J. A., Anand, D. K., and Belai, C., 2001, "Auto-Regressive SVD Algorithms and Cutting State Identification," J. Sound Vib., 248(2), pp. 351-370. (Pubitemid 33112655)
39. Pongsathornwiwat, N., and Tangjitsitcharoen, S., 2010, "Intelligent Monitoring and Detection of Chatter in Ball-End Milling Process on CNC Machining Center," 40th International Conference on Computers and Industrial Engineering (CIE), pp. 1-6.
40. Soliman, E., and Ismail, F., 1997, "Chatter Detection by Monitoring Spindle Drive Current," Int. J. Adv. Manuf. Technol., 13(1), pp. 27-34. (Pubitemid 127549046)
41. Messaoud, A., Weihs, C., and Hering, F., 2007, "Detection of Chatter Vibration in a Drilling Process Using Multivariate Control Charts," Comput. Stat. Data Anal., 52, pp. 3208-3219.
42. Govekar, E., Gradisek, J., and Grabec, I., 2000, "Analysis of Acoustic Emission Signals and Monitoring of Machining Processes," Ultrasonics, 38(1-8), pp. 598-603. (Pubitemid 30592504)
43. Eman, K., and Wu, S. M., 1980, "A Feasibility Study of On-Line Identification of Chatter in Turning Operations," ASME J. Eng. Industry, 102(4), pp. 315-321. (Pubitemid 11497826)
44. Faassen, R. P. H., Doppenberg, E. J. J., van de Wouw, N., Oosterling, J. A. J., and Nijmeijer, H., 2006, "Online Detection of the Onset and Occurrence of Machine Tool Chatter in the Milling Process," CIRP 2nd International Conference on High Performance Cutting, Vancouver, Canada.
45. Li, X. Q., Wong, Y. S., and Nee, A. Y. C., 1997, "Tool Wear and Chatter Detection Using the Coherence Function of Two Crossed Accelerations," Int. J. Mach. Tools Manuf., 37(4), pp. 425-435. (Pubitemid 127412200)
46. van Dijk, N. J. M., Doppenberg, E. J. J., Faassen, R. P. H., van de Wouw, N., Oosterling, J. A. J., and Nijmeijer, H., 2010, "Automatic In-Process Chatter Avoidance in the High-Speed Milling Process," ASME J. Dyn. Sys., Meas., Control, 132(3), p. 031006.
47. Cho, D. W., and Eman, K. F., 1988, "Pattern Recognition for On-Line Chatter Detection," Mech. Syst. Signal Process., 2(3), pp. 279-290.
48. Tarng, Y. S., Li, T. C., and Chen, M. C., 1994, "On-Line Drilling Chatter Recognition and Avoidance Using an ART2-A Neural Network," Int. J. Mach. Tools Manuf., 34(7), pp. 949-957.
49. Li, X. Q., Wong, Y. S., and Nee, A. Y. C., 1998, "A Comprehensive Identification of Tool Failure and Chatter Using a Parallel Multi-ART2 Neural Network," ASME J. Manuf. Sci. Eng., 120(2), pp. 433-442. (Pubitemid 128652126)
50. Kuljanic, E., Totis, G., and Sortino, M., 2009, "Development of an Intelligent Multisensor Chatter Detection System in Milling," Mech. Syst. Signal Process., 23(5), pp. 1704-1718.
51. Tansel, I. N., Wagiman, A., and Tziranis, A., 1991, "Recognition of Chatter With Neural Networks," Int. J. Mach. Tools Manuf., 31(4), pp. 539-552.
52. Tarng, Y. S., and Li, T. C., 1995, "Adaptive Pattern Recognition of Drilling Chatter," J. Mater. Process. Technol., 48(1-4), pp. 247-253.
53. Wang, M., and Fei, R., 2001, "On-Line Chatter Detection and Control in Boring Based on an Electrorheological Fluid," Mechatronics, 11(7), pp. 779-792. (Pubitemid 32768160)
54. Kwak, J. S., and Ha, M. K., 2004, "Intelligent Diagnostic Technique of Machining State for Grinding," Int. J. Adv. Manuf. Technol., 23(5), pp. 436-443.
55. Bediaga, I., Muñoa, J., Hernández, J., and López de Lacalle, L. N., 2009, "An Automatic Spindle Speed Selection Strategy to Obtain Stability in High-Speed Milling," Int. J. Mach. Tools Manuf., 49(5), pp. 384-394.
56. Mei, D. Q., Li, X., and Chen, Z. C., 2007, "Prediction of Cutting Chatter Based on Hidden Markov Model," Key Eng. Mater., 353-358, pp. 2712-2715. (Pubitemid 350095572)
57. Jiang, Y. T., and Zhang, C. L., 2006, "Hybrid HMM/SVM Method for Predicting Cutting Chatter," Proc. SPIE, 6280, p. 62801Q.
58. Tansel, I. N., Li, M., Demetgul, M., Bickraj, K., Kaya, B., and Ozcelik, B., 2012, "Detecting Chatter and Estimating Wear From the Torque of End Milling Signals by Using Index Based Reasoner (IBR)," Int. J. Adv. Manuf. Technol., 58(1-4), pp. 109-118.
59. Nair, U., Krishna, B. M., and Namboothiri, V. N. N., 2010, "Permutation Entropy Based Real-Time Chatter Detection Using Audio Signal in Turning Process," Int. J. Adv. Manuf. Technol., 46, pp. 61-68.
60. Oppenheim, A. V., Schafer, R. W., and Buck, J. R., 1999, Discrete-Time Signal Processing, Discrete-Time Signal Processing, Prentice Hall, Upper Saddle River, NJ.
61. Altintas, Y., 1988, "In-Process Detection of Tool Breakages Using Time Series Monitoring of Cutting Forces," Int. J. Mach. Tools Manuf., 28(2), pp. 157-172. (Pubitemid 18622763)
62. Hayes, M. H., 1996, Statistical Digital Signal Processing and Modeling, John Wiley and Sons, New York.
63. Altintas, Y., 2000, Manufacturing Automation, Cambridge University Press, Cambridge, England.
64. Moon, T. K., and Stirling, W. C., 2000, Mathematical Methods and Algorithms for Signal Processing, Prentice Hall, Upper Saddle River, NJ.
65. Kumaresan, R., and Tufts, D. W., 1983, "Estimating the Angles of Arrival of Multiple Plane Waves," IEEE Trans. Aerosp. Electron. Syst., AES-19(1), pp. 134-139. (Pubitemid 13487489)