Suitability of fuzzy systems and neural networks for industrial applications

Proceedings of the International Conference on Optimisation of Electrical and Electronic Equipment, OPTIM

Volumn , Issue , 2012, Pages 1-7

  Wilamowski, Bogdan M ^a  

^a AUBURN UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ERROR BACK PROPAGATION ALGORITHM; GENERALIZATION PROPERTIES; LABOR INTENSIVE; MULTI LAYER PERCEPTRON; NEURAL SYSTEMS; NONLINEAR FUNCTIONS; NONLINEAR MAPPINGS; OPTIMAL NEURAL NETWORK; SIGNAL RANGE;

FUZZY SYSTEMS; INDUSTRIAL APPLICATIONS; NETWORK ARCHITECTURE; OPTIMIZATION;

NEURAL NETWORKS;

EID: 84864645875     PISSN: 18420133     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/OPTIM.2012.6231989     Document Type: Conference Paper

References (33)

1. B. K. Bose, "Neural network applications in power electronics and motor drives - An introduction and perspective," IEEE Trans. on Industrial Electronics, Vol. 54, No. 1, pp. 14-33, February 2007.
2. T. Orlowska-Kowalska, M. Dybkowski, K. Szabat, "Adaptive Sliding-Mode Neuro-Fuzzy Control of the Two-Mass Induction Motor Drive Without Mechanical Sensors," IEEE Trans. on Industrial Electronics, vol. 57, no. 2, pp. 553-564, Feb 2010.
3. nd Edition, (editors: B. M. Wilamowski and J.D. Irwin) vol. 5 - Intelligent Systems, CRC Press 2011.
4. B. M Wilamowski and J. Binfet "Microprocessor Implementation of Fuzzy Systems and Neural Networks", International Joint Conference on Neural Networks (IJCNN'01), pp. 234-239, Washington DC, July 15-19, 2001
5. B. M. Wilamowski, "Special Neural Network Architectures for Easy Electronic Implementations" POWERENG'09 - International Conference on Power Engineering, Energy and Electrical Drivers, Lisbon, Portugal, March 18-20.
6. P. D. Wasserman, Neural Computing Theory and Practice. Van Nostrand Reinhold, New York, 1989.
7. J.M. Zurada, Artificial Neural Systems, PWS Publishing Company, St. Paul, MN, 1995
8. S. Haykin, Neural Networks - A Comprehensive Foundation, Prentice Hall 1999.
9. K. Chen and A. Salman, "Learning Speaker-Specific Characteristics with a Deep Neural Architecture," IEEE Trans. on Neural Networks, vol. 22, no. 11, pp. 1744-1756, 2011.
10. I. Arel, D. C. Rose and T. P. Karnowski, "Deep Machine Learning - A New Frontier in Artificial Intelligence Research," IEEE Computational Intelligence Magazine, vol. 5, no. 4, pp. 13-18, 2010.
11. nd Edition, chapter 10, pp. 10-1 to 10-8, CRC Press 2011.
12. David Hunter, Hao Yu, Michael S. Pukish, Janusz Kolbusz, Bogdan M. Wilamowski, "Selection of Proper Neural Network Sizes and Architectures - A Comparative Study" IEEE Trans. on Industrial Informatics, vol 8, n.2, May 2012.
13. D. E Rumelhart., G. E. Hinton, R. J. Williams, "Learning representations by back-propagating errors". Nature, vol. 323, pp. 533-536, 1986.
14. P.J. Werbos "Back-propagation: Past and Future". Proceeding of International Conference on Neural Networks, San Diego, CA, 1, 343-354, 1988.
15. Scott E. Fahlman. Faster-learning variations on back-propagation: An empirical study. In T. J. Sejnowski G. E. Hinton and D. S. Touretzky, editors, 1988 Connectionist Models Summer School, San Mateo, CA, 1988. Morgan Kaufmann
16. B. M. Wilamowski and H. Yu, "Neural Network Learning without Backpropgation," IEEE Trans. on Neural Networks, vol. 21, no. 11, pp. 1793-1803, Nov. 2010.
17. B. M. Wilamowski, "Advanced Learning Algorithms", INES'09-13-th International Conference on Intelligent Engineering Systems, Barbados, April 16-18, 2009 pp. 9-17.
18. M. T. Hagan, and M. Menhaj, "Training feedforward networks with the Marquardt algorithm", IEEE Transactions on Neural Networks, vol. 5, no. 6, pp. 989-993, 1994
19. B. M. Wilamowski, N. J. Cotton, O. Kaynak, G. Dundar, "Computing Gradient Vector and Jacobian Matrix in Arbitrarily Connected Neural Networks," IEEE Trans. on Industrial Electronics, vol. 55, no. 10, pp. 3784-3790, Oct 2008
20. B. M. Wilamowski, N. Cotton, J. Hewlett, and O. Kaynak, "Neural Network Trainer with Second Order Learning Algorithms", 11th INES 2007-International Conference on Intelligent Engineering Systems, Budapest, Hungary, June 29 2007-July 1 2007, pp. 127-132.
21. Howard Demuth and Mark Beale. Neural Network Toolbox, User's Guide, Version 4. The MathWorks, Inc., Natick, MA, revised for version 4.0.4 edition, October 2004 http://www.mathworks.com.
22. Hao Yu and B. M. Wilamowski, "C++ Implementation of Neural Networks Trainer", 13-th International Conference on Intelligent Engineering Systems, INES-09, Barbados, April 16-18, 2009
23. B. M. Wilamowski and H. Yu "Improved Computation for Levenberg Marquardt Training", IEEE Trans. on Neural Networks vol. 21, 2010
24. B. M. Wilamowski and H. Yu, "Neural Network Learning without Backpropgation," IEEE Trans. on Neural Networks, vol. 21, no. 11, pp. 1793-1803, Nov. 2010.
25. L. A. Zadeh, "Fuzzy Sets," Information and Control, Vol. 8, pp. 338-353, 1965.
26. E. H. Mamdani, "Application of Fuzzy Algorithms for Control of Simple Dynamic Plant," IEEE Proceedings, Vol. 121, No. 12, pp. 1585-1588, 1974.
27. M. Sugeno and G. T. Kang, "Structure Identification of Fuzzy Model," Fuzzy Sets and Systems, Vol. 28, No. 1, pp. 15-33, 1988.
28. T. Takagi and M. Sugeno, "Fuzzy Identification of Systems and Its Application to Modeling and Control," IEEE Transactions on System, Man, Cybernetics, Vol. 15, No. 1, pp. 116-132, 1985.
29. D. Rutkowska, Y. Hayashi "Neuro-fuzzy systems approaches" Int. J. Advanced Computational Intelligence, vol. 3, no 3, pp. 177-185, 1999.
30. R. Hecht-Nielsen, R. 1987. Counterpropagation networks. Appl. Opt. 26(23):4979-4984
31. B. M. Wilamowski, "Methods of Computational Intelligence for Nonlinear Control Systems" ICCAE' 05 International Conference on Control, Automation and System, June 2-5, 2005, Gyeonggi-Do, Korea, pp. P1-P8
32. J. Kolbusz, S. Paszczyński and B.M. Wilamowski, "Network traffic model for industrial environment", IEEE Transaction on Industrial Informatics, vol. 2, No. 4, pp. 213-220, 2006.
33. B. M. Wilamowski and O. Kaynak, "Oil Well Diagnosis by sensing Terminal Characteristics of the Induction Motor," IEEE Transactions on Industrial Electronics, Vol 47, No 5, pp. 1100-1107, October 2000.