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The almost periodic solution of Lotka–Volterra recurrent neural networks with delays

✍ Scribed by Yiguang Liu; Bingbing Liu; Sai Ho Ling

Publisher
Elsevier Science
Year
2011
Tongue
English
Weight
887 KB
Volume
74
Category
Article
ISSN
0925-2312

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✦ Synopsis

By the fixed-point theorem subject to different polyhedrons and some inequalities (e.g., the inequality resulted from quadratic programming), we obtain three theorems for the Lotka-Volterra recurrent neural networks having almost periodic coefficients and delays. One of the three theorems can only ensure the existence of an almost periodic solution, whose existence and uniqueness the other two theorems are about. By using Lyapunov function, the sufficient condition guaranteeing the global stability of the solution is presented. Furthermore, two numerical examples are employed to illustrate the feasibility and validity of the obtained criteria. Compared with known results, the networks model is novel, and the results are extended and improved.

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