TEACHING NEURAL NETWORKS CONCEPTS AND THEIR LEARNING TECHNIQUES

作者: Ganesh K. Venayagamoorthy

DOI:

关键词:

摘要: Neural networks have become increasing popular in the fields of Science and Engineering over last decade. Most graduate schools United States America probably other parts world started offering neural as a graduate/postgraduate course. are used for nonlinear systems modeling, estimation prediction parameters, pattern matching, identification control. It is necessary that engineering students learn basics somewhere their undergraduate degree program without taking full quarter/semester This paper presents software developed Java to teach basic network concepts with backpropagation based learning couple weeks students. can be done part modeling simulation course various disciplines Engineering.

参考文章(24)
Paul Werbos, The roots of backpropagation ,(1994)
David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams, Learning representations by back-propagating errors Nature. ,vol. 323, pp. 696- 699 ,(1988) , 10.1038/323533A0
Andries P. Engelbrecht, Computational Intelligence: An Introduction ,(2018)
A P Engelbrecht, F Van Den Bergh, Cooperative learning in neural networks using particle swarm optimizers South African Computer Journal. ,vol. 26, pp. 84- 90 ,(2000)
RGM Morris, Parallel & distributed processing ACM SIGGRAPH 2005 Courses on - SIGGRAPH '05. pp. 11- ,(2005) , 10.1145/1198555.1198750
V Venayagamoorthy, D Allopi, Ganesh K Venayagamoorthy, None, Neural network based classification of road pavement structures international conference on intelligent sensing and information processing. pp. 295- 298 ,(2004) , 10.1109/ICISIP.2004.1287670
G.K. Venayagamoorthy, R.G. Harley, A Continually Online Trained Neurocontroller for Excitation and Turbine Control of a Turbogenerator IEEE Power & Energy Magazine. ,vol. 16, pp. 261- 269 ,(2001) , 10.1109/60.937206
Xindi Cai, Nian Zhang, Ganesh K. Venayagamoorthy, Donald C. Wunsch, Time series prediction with recurrent neural networks using a hybrid PSO-EA algorithm international joint conference on neural network. ,vol. 70, pp. 2342- 2353 ,(2004) , 10.1016/J.NEUCOM.2005.12.138
Ganesh K Venayagamoorthy, Ronald G Harley, None, A continually online trained artificial neural network identifier for a turbogenerator international electric machines and drives conference. pp. 404- 406 ,(1999) , 10.1109/IEMDC.1999.769128