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Volume 21 Issue 3
May  1999
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Cao Jinde. STUDY ON ATTRACTION DOMAIN AND CONVERGENCE RATE OF HOPFIELD ASSOCIATIVE MEMORY[J]. Journal of Electronics & Information Technology, 1999, 21(3): 332-336.
Citation: Cao Jinde. STUDY ON ATTRACTION DOMAIN AND CONVERGENCE RATE OF HOPFIELD ASSOCIATIVE MEMORY[J]. Journal of Electronics & Information Technology, 1999, 21(3): 332-336.

STUDY ON ATTRACTION DOMAIN AND CONVERGENCE RATE OF HOPFIELD ASSOCIATIVE MEMORY

  • Received Date: 1999-10-21
  • Rev Recd Date: 1998-07-16
  • Publish Date: 1999-05-19
  • Some new results about estimation of attraction domain of memory patterns and exponential convergence rate of the network trajectories to memory patterns for Hopfield continuous associative memory are obtained by using of some new technics and Lyapunov method. These results can be applied to evaluate the error-correction capability of Hopfield continuous feedback associative memory and to synthesze the procedures of Hopfield continuous associative memory neural networks.
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  • Hopfield J J Neurons with graded response have collective computational properties like those of ttvo state neurons. Proc. Natl. Acad. Sci. U S. A.1984,81(5): 3088-3092.[2]Michel A N,et a1. Qualitative Analysis of Large-scale Dynamical Systems. New York: Acadimic, 1977, 15, 57.[3]Guez A, et a1 On the stability, storage, capacity, and design of nonlinear continuous neural netnorks. IEEE I2ans. on SMC, 1988, SMC-18(1): 80-87.[4]Michel A N, Fwrel J A Associative memories via artificial neural networks. IEEE Contr[J].Syst. Mag.1990, 10(4):6-17[5]Li J H, Michel A N, Porod W. Qualitative analysis and synthesis of a class of neural networks IEEE Trans. on CAS, 1988; CAS-35(8): 976-986.[6]Michel A N, et a1. Qualitative theory of neural networks. IEEE Trans. on CAS, 1989, CAS-36(2): 229-243.[7]Atiya Met a1. An analog feedback associative memory. IEEE Trans. on NN, 1993, NN-4(1): 117-126.[8]Farrell J A, Michel A N. A synthesis procedure for Hopfields continuous-time associative memory. IEEE Trans. on CAS, 1990, CAS-37(7): 877-884.[9]梁学斌, 吴立德.Hopfield连续联想记忆的吸引域和指数收敛速度的估计及其应用.电子学报,1996,24(1): 40-43.[10]梁学斌,吴立德.连续反馈联想记忆的吸引域和指数收敛速度的估计及其应用.电子科学学刊,1996, 18(1):1-6.[11]曹进德. Hopfield连续联想记忆的吸引域和收敛速度的估计及其应用.信息与控制(已录用).
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