Title :
Some results on the modelling, analysis, and design of neural networks
Author :
Michel, A.N. ; Farrell, J.A. ; Gray, D.L. ; Porod, Wolfgang
Author_Institution :
Dept. of Electr. & Comput. Eng., Notre Dame Univ., IN, USA
Abstract :
The authors cite selected papers on neural networks to give a perspective on the present subject matter. They then discuss their own work dealing with the local stability analysis of equilibrium points in the continuous Hopfield model. The authors summarize (global) analysis and synthesis results for a class of neural networks which includes as a special case the continuous Hopfield model. They summarize analysis and synthesis results for a class of neural networks with variable structure, which correspond to the discrete Hopfield model. Also summarized are the analysis and design results for a class of neural networks which are modeled by linear analog circuits that are allowed to operate in saturated modes. Specific applications of neural networks to sorting problems are also presented
Keywords :
analogue computer circuits; neural nets; sorting; stability; continuous Hopfield model; equilibrium points; global analysis; linear analog circuits; local stability analysis; neural networks; saturated modes; sorting problems; variable structure; Biology computing; Hopfield neural networks; Integrated circuit interconnections; Intelligent networks; Large-scale systems; Network synthesis; Neural networks; Nonlinear dynamical systems; Stability; Symmetric matrices;
Conference_Titel :
Circuits and Systems, 1989., IEEE International Symposium on
Conference_Location :
Portland, OR
DOI :
10.1109/ISCAS.1989.100395
