Abstract
In this paper, the difference between using the inverted neuron output and negative resistor for expressing inhibitory synapse is studied. We analyzed that the total conductance seen at the neuron input is different in these two methods. And this total conductance has been proved to effect on the system stability in this paper. Also, we proposed the method how to stabilize the input space and improve the system’s performance by adjusting the input conductance between neuron input and ground. Pspice is used for circuit level simulation.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Hopfield, J.J., Tank, D.W.: Neural Computation of Decisions in Optimization Problems. Biolog. Cybern. 52, 141–152 (1985)
Hopfield, J.J., Tank, D.W.: Computing with Neural Circuits: A Model. Science 233, 625–633 (1986)
Zurada, J.M.: Introduction to Artificial Neural Systems. PWS Publ., Boston (1992)
Peng, M., Gupta, N.K., Armitage, A.F.: An Investigation into the Improvement of Local Minima of the Hopfield Network. Neural Networks 9, 1241–1253 (1996)
Golub, G.H., Van Loan, C.F.: Matrix Computations. John Hopkins Univ. Press, Baltimore (1996)
Chen, T., Amari, S.: Stability Asymmetric Hopfield Networks. IEEE Trans. Neural Networks 12, 159–163 (2001)
Xue, B., Wang, J.: A Recurrent Neural Networks for Nonlinear Optimization with a Continuously Differentiable Objective Function with Bound Constraints. IEEE Trans. Neural Networks 11, 1251–1262 (2000)
Xia, Y.S., Wang, J.: On the Stability of Globally Projected Dynamical Dystems. J. Optimizat. Theory Applicat. 106, 129–160 (2000)
Arik, S.: An Analysis of Global Asymtotic Stability for Cellur Delayed Neural Networks. IEEE Trans. Neural Networks 13, 1239–1342 (2002)
Gao, X.B.: A Novel Neural Network for Nonlinear Convex Programming. IEEE Trans. Neural Networks 11, 613–621 (2004)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2007 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Kang, MJ., Kim, HC., Song, WC., Lee, J., Ko, HS., Zurada, J.M. (2007). Differences in Input Space Stability Between Using the Inverted Output of Amplifier and Negative Conductance for Inhibitory Synapse. In: Liu, D., Fei, S., Hou, ZG., Zhang, H., Sun, C. (eds) Advances in Neural Networks – ISNN 2007. ISNN 2007. Lecture Notes in Computer Science, vol 4491. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-72383-7_119
Download citation
DOI: https://doi.org/10.1007/978-3-540-72383-7_119
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-72382-0
Online ISBN: 978-3-540-72383-7
eBook Packages: Computer ScienceComputer Science (R0)