TY - JOUR
T1 - Global properties for a class of dynamical neural circuits
AU - Fang, Yuguang
AU - Kincaid, Thomas G.
N1 - Publication details (e.g. title, author(s), publication statuses and dates) are captured on an “AS IS” and “AS AVAILABLE” basis at the time of record harvesting from the data source. Suggestions for further amendments or supplementary information can be sent to [email protected].
PY - 1998/1
Y1 - 1998/1
N2 - In this paper, we study the global properties of a class of asymmetrical Hopfield-type neural circuits. We first present a result for the existence and uniqueness of an equilibrium point; this result does not assume smoothness of the neural activation functions. Then we give some testable sufficient conditions for the global stability of such neural circuits. These results generalize a few previous known results and remove some restrictions on the neural circuits. © 1997 Published by Elsevier Science Ltd.
AB - In this paper, we study the global properties of a class of asymmetrical Hopfield-type neural circuits. We first present a result for the existence and uniqueness of an equilibrium point; this result does not assume smoothness of the neural activation functions. Then we give some testable sufficient conditions for the global stability of such neural circuits. These results generalize a few previous known results and remove some restrictions on the neural circuits. © 1997 Published by Elsevier Science Ltd.
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U2 - 10.1016/s0016-0032(96)00108-1
DO - 10.1016/s0016-0032(96)00108-1
M3 - RGC 21 - Publication in refereed journal
SN - 0016-0032
VL - 335
SP - 163
EP - 177
JO - Journal of the Franklin Institute
JF - Journal of the Franklin Institute
IS - 1
ER -