Journal
NEURAL PROCESSING LETTERS
Volume 42, Issue 2, Pages 479-500Publisher
SPRINGER
DOI: 10.1007/s11063-014-9368-3
Keywords
Hopfield neural networks; Stability; Fractional-order; Time delay
Categories
Funding
- National Nature Science Foundation of China [11371049]
- Science Foundation of BJTU [2014YJS132]
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The stability analysis of fractional-order Hopfield neural networks with time delay is investigated. A stability theorem of fractional-order neural networks with time delay is derived. The stability conditions of the two-dimensional fractional-order neural networks with time delay are obtained. Furthermore, the three-dimensional fractional-order neural networks with different ring structures and time delay are proposed, and their stability conditions are derived. To illustrate the effectiveness of our theoretical results, numerical examples and simulations are also presented.
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