Pattern recognition of chatter gestation based on Hybrid PCA-SVM

Applied Mechanics and Materials

Volumn 120, Issue , 2012, Pages 190-194

  Shao, Qiang ^a   Feng, Chang Jian ^a  

^a DALIAN NATIONALITIES UNIVERSITY   (China)

Author keywords

Chatter gestation; Pattern recognition; PCA; SVM

Indexed keywords

CHATTER GESTATION; CUTTING PROCESS; DYNAMIC PATTERNS; PCA; RECOGNITION METHODS; SVM; SVM(SUPPORT VECTOR MACHINE); VIBRATION SIGNAL;

CUTTING TOOLS; FAST FOURIER TRANSFORMS; HYBRID MATERIALS; MANUFACTURE; PATTERN RECOGNITION; PRODUCT DESIGN;

SUPPORT VECTOR MACHINES;

EID: 81255165824     PISSN: 16609336     EISSN: 16627482     Source Type: Book Series    
DOI: 10.4028/www.scientific.net/AMM.120.190     Document Type: Conference Paper

References (9)

1. Gao Hong-li: The Investigation of Intelligent Tool Wear Monitoring Techniques for Metal Cutting Process,Ph.D. Southwest Jiaotong University,China, Sep. 2005.
2. Wang Wei:Research on Too1 Condition Monitoring and on-line Compensation Technology in Milling Special Spiral Rod,Ph.D. Northeast University,Feb.2006.
3. Lu-Hsien Chen, Gwo-Fong Lin, Chen-Wang Hsu.Development of Design Hyetographs for Ungauged Sites Using an Approach Combining PCA, SOM and Kriging Methods, Water Resour Manage, 2011(2):1269-1291.
4. Rui Zhang, Wenjian Wang. Learning Linear and Nonlinear PCA with Linear Programming. Neural Process Lett (33):151-170, 2011.
5. Liao, L.-Z., Luo, S.-W., & Tian, M. "Whitenedfaces" recognition with PCA and ICA. IEEE Signal Processing Letters, 14(12), 1008-1011, 2007.
6. Zhao, W., Chellapa, R., Rosenfeld, A., & Phillips, P. J. Face recognition: A literature survey. ACM Computing Surveys:399-458, 2003.
7. Vapnik, V. N. Statistical learning theory. New York:Wiley. 1998.
8. Barakat N, Diederich J (2005) Eclectic rule-extraction from support vector machines. Int J Comput Intell 2(1):59-62.
9. Ben-Yacoub, S., Abdeljaoued, Y., & Mayoraz, E. Fusion of face and speech data for person identity verification. IEEE Transactions on Neural Networks, 10, 1065-1074.1999.