Classification technology for automatic surface defects detection of steel strip based on improved BP algorithm

5th International Conference on Natural Computation, ICNC 2009

Volumn 1, Issue , 2009, Pages 110-114

  Peng, Kai Xiang ^a   Zhang, Xu Li ^a  

^a UNIVERSITY OF SCIENCE AND TECHNOLOGY BEIJING   (China)

Author keywords

Back propagation; Cold strip steel; Error function; Fast convergence; Surface defect

Indexed keywords

ARTIFICIAL NEURAL NETWORK; BP ALGORITHM; CLASSIFICATION TECHNOLOGY; ERROR FUNCTION; FAST CONVERGENCE; IMPROVED BP ALGORITHMS; MODIFIED ERROR FUNCTION; QUALITY DETECTION; STEEL STRIP; STRIP STEEL;

BACKPROPAGATION ALGORITHMS; CONVERGENCE OF NUMERICAL METHODS; NEURAL NETWORKS; STRIP METAL;

SURFACE DEFECTS;

EID: 77950548810     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICNC.2009.487     Document Type: Conference Paper

References (7)

1. Y. H. Zweiri, J. F. Whidborne, L. D. Seneviratne. "A three-term backpropagation algorithm". Neurocomputing (S0925-2312), 2003, 50(5), pp. 305-318.
2. M. Gori,and A. Tesi. "On the problem of local minima in backpropagation.". IEEE Transactions On Pattern Analysis and Machine Intelligence. 1992, 14(1), pp. 76-86.
3. Lodewyk F. A., Wessels Etienne Barnard. "Avoiding false local minima by proper initialization of connections". IEEE Transaction on neural networks (Sl.045-9227), 1992, 3(6), pp. 899-905.
4. Minghu Jiang, Beixing Deng, Bin Wang, Bo Zhang. "A fast learning algorithm of neural networks by changing error function". IEEE Int.Conf. Neural Networks & Signal Processing (S1045-9227), 2003,1 (2), pp. 249-252.
5. KAMARTHI. S V, PITTNER S. "Accelerating neural network, training using weight extrapolations". Neural Networks, 1999, 12(9), pp. 1285-1299.
6. YAM. J.Y.F. , CHOW TW S. "A. weight initialization method for improving training speed in feedforward neural network". Neurocomputing, 2000, 30(1/4), pp. 219-232.
7. Simon Haykin. "Neural Networks, a Comprehensive Foundation.". Beijing: China Machine Press, 2004, pp. 109-175.