Please use this identifier to cite or link to this item:
https://doi.org/10.1109/TCSI.2005.853940
DC Field | Value | |
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dc.title | Global convergence of Lotka-Volterra recurrent neural networks with delays | |
dc.contributor.author | Yi, Z. | |
dc.contributor.author | Tan, K.K. | |
dc.date.accessioned | 2014-06-17T02:51:16Z | |
dc.date.available | 2014-06-17T02:51:16Z | |
dc.date.issued | 2005-11 | |
dc.identifier.citation | Yi, Z., Tan, K.K. (2005-11). Global convergence of Lotka-Volterra recurrent neural networks with delays. IEEE Transactions on Circuits and Systems I: Regular Papers 52 (11) : 2482-2489. ScholarBank@NUS Repository. https://doi.org/10.1109/TCSI.2005.853940 | |
dc.identifier.issn | 10577122 | |
dc.identifier.uri | http://scholarbank.nus.edu.sg/handle/10635/56147 | |
dc.description.abstract | Recurrent neural networks of the Lotka-Volterra model have been proven to possess characteristics which are desirable in some neural computations. A clear understanding of the dynamical properties of a recurrent neural network is necessary for efficient applications of the network. This paper studies the global convergence of general Lotka-Volterra recurrent neural networks with variable delays. The contributions of this paper are: 1) sufficient conditions are established for lower positive boundedness of the networks; 2) global exponential stability conditions are obtained for the networks. These conditions are totally independent of the variable delays which are therefore allowed to be uncertain; 3) novel Lyapunov functionals are constructed to establish delays dependent conditions for global asymptotic stability, and 4) simulation results and examples are provided to supplement and illustrate the theoretical contributions presented. © 2005 IEEE. | |
dc.description.uri | http://libproxy1.nus.edu.sg/login?url=http://dx.doi.org/10.1109/TCSI.2005.853940 | |
dc.source | Scopus | |
dc.subject | Delay | |
dc.subject | Global convergence | |
dc.subject | Lotka-Volterra recurrent neural networks | |
dc.type | Article | |
dc.contributor.department | ELECTRICAL & COMPUTER ENGINEERING | |
dc.description.doi | 10.1109/TCSI.2005.853940 | |
dc.description.sourcetitle | IEEE Transactions on Circuits and Systems I: Regular Papers | |
dc.description.volume | 52 | |
dc.description.issue | 11 | |
dc.description.page | 2482-2489 | |
dc.identifier.isiut | 000233441400023 | |
Appears in Collections: | Staff Publications |
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