Thermal error robust modeling and real-time compensation on CNC turning center

Shanghai Jiaotong Daxue Xuebao/Journal of Shanghai Jiaotong University

Volumn 42, Issue 7, 2008, Pages

  Wu, Hao ^a   Yang, Jian Guo ^a   Zhang, Hong Tao ^a   Wang, Xiu Shan ^a  

^a SHANGHAI JIAO TONG UNIVERSITY   (China)

Author keywords

Genetic algorithm; Modeling; Numerical control machine tool; Thermal error

Indexed keywords

ARTIFICIAL INTELLIGENCE; BACKPROPAGATION; BACKPROPAGATION ALGORITHMS; BIOELECTRIC PHENOMENA; GENETIC ALGORITHMS; IMAGE CLASSIFICATION; NEURAL NETWORKS; TURNING;

BACK PROPAGATION NEURAL NETWORK; BP NEURAL NETWORKS; CNC TURNING; DIAMETER ERROR; DYNAMIC PROCESSES; ERROR MODELING; GENETIC ALGORITHM; MANUFACTURING ACCURACY; MODELING; NUMERICAL CONTROL MACHINE TOOL; ROBUST MODELING; THERMAL ERROR; WORK PIECES;

ERROR COMPENSATION;

EID: 50049129952     PISSN: 10062467     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (9)

1. Weck M, Mckeown P, Bonse R. Reduction and compensation of thermal error in machine tools [J]. Annals of the CIRP, 1995, 44(2): 589-598.
2. NI Jun. A perspective review of CNC machine accuracy enhancement through real-time error compensation [J]. China Mechanical Engineering, 1997, 8(1): 29-33.
3. Yang S, Yuan J, Ni J. Accuracy enhancement of a horizontal machining center by real-time compensation [J]. Journal of Manufacturing Systems, 1996, 15(2): 113-124.
4. Holland J H. Adaptation in natural and artificial systems [M]. MI: University of Michigan Press, Ann Arbor, 1975.
5. Mok S L, Kwong C K, Lau W S. A hybrid neural network and genetic algorithm approach to the determination of initial process parameters for injection moulding [J]. The International Journal of Advanced Manufacturing Technology, 2001, 18: 404-409.
6. Salajegheh E, Gholizadeh S. Optimum design of structures by an improved genetic algorithm using neural networks [J]. Advances in Engineering Software, 2005, 36: 757-767.
7. Sahoo G B, Ray C. Predicting flux decline in cross flow membranes using artificial neural networks and genetic algorithms [J]. Journal of Membrane Science, 2006, 283: 147-157.
8. YANG Jian-guo, XUE Bing-yuan. Thermal error mode analysis and robust modeling for thermal error compensation on a CNC turning center [J]. China Mechanical Engineering, 1998, 9(5): 31-35.
9. Hecht-Nielsen R. Kolmogorov's mapping neural network existence theorem [C]//IEEE First International Conference on Neural Networks. New York: [s.n.], 1987, 3: 11-14.