Delay-Dependent Exponential Stability of Stochastic Delayed Recurrent Neural Networks with Markovian Switching |
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Authors: | LIU Hai-feng WANG Chun-hua WEI Guo-liang |
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Institution: | 1. Glorious Sun School of Business and Managcmvnt,Danghua University,Shanghai 200051,China 2. Department of Applied Mathematics,Shanghai Fisheries University,Shanghai,200090,China |
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Abstract: | The exponential stability problem is investigated fora class of stochastic recurrent neural networks with time delay and Markovian switching.By using It(o)'s differential formula and the Lyapunov stabifity theory,sufficient condition for the solvability of this problem is derived in telm of linear matrix inequalities,which can be easily checked by resorting to available software packages.A numerical example and the simulation are exploited to demonstrate the effectiveness of the proposed results. |
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Keywords: | exponential stability stochastic recurrent neural network linear matrix inequality time delay Markovian szvitching |
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