摘要
Discrete Hopfield neural network with delay is an extension of discrete Hopfield neural network. As it is well known, the stability of neural networks is not only the most basic and important problem but also foundation of the network's applications. The stability of discrete HJopfield neural networks with delay is mainly investigated by using Lyapunov function. The sufficient conditions for the networks with delay converging towards a limit cycle of length 4 are obtained. Also, some sufficient criteria are given to ensure the networks having neither a stable state nor a limit cycle with length 2. The obtained results here generalize the previous results on stability of discrete Hopfield neural network with delay and without delay.
Discrete Hopfield neural network with delay is an extension of discrete Hopfield neural network. As it is well known, the stability of neural networks is not only the most basic and important problem but also foundation of the network's applications. The stability of discrete HJopfield neural networks with delay is mainly investigated by using Lyapunov function. The sufficient conditions for the networks with delay converging towards a limit cycle of length 4 are obtained. Also, some sufficient criteria are given to ensure the networks having neither a stable state nor a limit cycle with length 2. The obtained results here generalize the previous results on stability of discrete Hopfield neural network with delay and without delay.
作者
Ma Runnian 1,2 , Lei Sheping3 & Liu Naigong41. Telecommunication Engineering Inst., Air Force Engineering Univ., Xi’an 710071, P. R. China
2. Key Lab of Information Sciences and Engineering, Dalian Univ., Dalian 111662, P. R. China
3. School of Humanity Law and Economics, Northwestern Polytechnical Univ., Xi’an 710072, P. R. China
4. Science Inst., Air Force Engineering Univ., Xi’an 710051, P. R. China
基金
ThisprojectwassupportedbyChinaPostdoctoralScienceFoundation(2003033516),andpartlysupportedbyOpenFoundationofUniversityKeyLabofInformationSciencesandEngineering,DalianUniversity.