Novel delay-dependent asymptotic stability criteria for neural networks with time-varying delays |
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Authors: | Junkang Tian Dongsheng XuJian Zu |
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Institution: | College of Science, Southwest Petroleum University, Chengdu, Sichuan, 610500, PR China |
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Abstract: | The problem of delay-dependent asymptotic stability criteria for neural networks (NNs) with time-varying delays is investigated. An improved linear matrix inequality based on delay-dependent stability test is introduced to ensure a large upper bound for time-delay. A new class of Lyapunov function is constructed to derive a novel delay-dependent stability criteria. Finally, numerical examples are given to indicate significant improvement over some existing results. |
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Keywords: | 34K20 34K25 37C75 37C25 37C20 37N35 37N40 93C10 93C83 93D05 93D20 |
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