基于Gronwall积分不等式的Hopfield神经网络稳定性的新判据
A New Criterion for Stability of Hopfield Neural Network Based on Gronwall Integral Inequality
DOI: 10.12677/AAM.2018.712194, PDF,    科研立项经费支持
作者: 黄星寿, 罗日才, 王五生:河池学院,数学与统计学院,广西 宜州
关键词: Gronwall积分不等式Hopfield神经网络时滞指数稳定性Gronwall Integral Inequalities Hopfield Neural Networks Time Delays Exponential Stability
摘要: 在Hopfield时滞神经网络的研究中,人们通常是利用构造李亚普诺夫函数来分析系统的稳定性。本文利用一类Gronwall积分不等式研究了Hopfield神经网络的稳定性问题,我们得出Hopfield神经网络及其时滞系统全局指数稳定性的新判据,并通过实例仿真验证了结果的有效性和可行性。
Abstract: When people study Hopfield time-delay neural network, Lyapunov function is usually used to an-alyze the stability of the system. But, in this paper, we study the stability of Hopfield neural network by using Gronwall integral inequalities, and obtain the new criterion of global exponential stability of Hopfield neural network and its delay system. Finally, we demonstrate the validity of the results by a numerical example.
文章引用:黄星寿, 罗日才, 王五生. 基于Gronwall积分不等式的Hopfield神经网络稳定性的新判据[J]. 应用数学进展, 2018, 7(12): 1658-1666. https://doi.org/10.12677/AAM.2018.712194

参考文献

[1] Hopfield, J.J. (1984) Neurons with Graded Response Have Collective Computational Properties Like Those of Two-State Neurons. Proceedings of the National Academy of Sciences of the USA, 81, 3088-3092. [Google Scholar] [CrossRef] [PubMed]
[2] Abe, S., Kawakami, J. and Hirasawa, K. (1992) Solving Inequality Constrained Combinatorial Optimization Problems by the Hopfield Neural Networks. Neural Networks, 5, 663-670. [Google Scholar] [CrossRef
[3] Tamura, H., Zhang, Z., Xu, X.S., Ishii, M. and Tang, Z. (2005) Lagrangian Object Relaxation Neural Network for Combinatorial Optimization Problems. Neurocomputing, 68, 297-305. [Google Scholar] [CrossRef
[4] Wang, R.L., Tang, Z. and Cao, Q.P. (2002) A Learning Method in Hopfield Neural Network for Combinatorial Optimization Problem. Neurocomputing, 48, 1021-1024. [Google Scholar] [CrossRef
[5] Rout, S., Seethalakshmy, Srivastava, P. and Majumdar, J. (1998) Multi-Modal Image Segmentation Using a Modified Hopfield Neural Network Original Research Article. Pattern Recognition, 31, 743-750. [Google Scholar] [CrossRef
[6] Sammouda, R., Adgaba, N., Touir, A. and Al-Ghamdi, A. (2014) Agriculture Satellite Image Segmentation Using a Modified Artificial Hopfield Neural Network Original Research Article. Computers in Human Behavior, 30, 436-441. [Google Scholar] [CrossRef
[7] Suganthan, P., Teoh, E. and Mital, D. (1995) Pattern Recognition by Homomorphic Graph Matching Using Hopfield Neural Networks Original Research Article. Image and Vision Computing, 13, 45-60. [Google Scholar] [CrossRef
[8] Laskaris, N., Fotopoulos, S., Papathanasopoulos, P. and Bezerianos, A. (1997) Robust Moving Averages, with Hopfield Neural Network Implementation, for Monitoring Evoked Potential Signals Original Research Article. Electroencephalography and Clinical Neurophysiology/Evoked Potentials Section, 104, 151-156.
[9] Calabuig, D., Monserrat, J.F., Gmez-Barquero, D. and Lzaro, O. (2008) An Efficient Dynamic Resource Allocation Algorithm for Packet-Switched Communication Networks Based on Hopfield Neural Excitation Method Original Research Article. Neurocomputing, 71, 3439-3446. [Google Scholar] [CrossRef
[10] Marcus, C. and Westervelt, R. (1989) Stability of Analog Neural Networks with Delay. Physical Review A, 39, 347-359. [Google Scholar] [CrossRef
[11] Wu, J. (1999) Symmetric Functional-Differential Equations and Neural Networks with Memory. Transactions of the American Mathematical Society, 350, 4799-4838. [Google Scholar] [CrossRef
[12] Wu, J. and Zou, X. (1995) Patterns of Sustained Oscillations in Neural Networks with Time Delayed Interactions. Applied Mathematics and Computation, 73, 55-75.
[13] Gopalsamy, K. and He, X. (1994) Stability in Asymmetric Hopfield Nets with Transmission Delays. Physica D, 76, 344-358. [Google Scholar] [CrossRef
[14] Zhang, W.N. (2006) A Weak Condition of Globally Asymptotic Stability for Neural Networks. Applied Mathematics Letters, 19, 1210-1215. [Google Scholar] [CrossRef
[15] Orman, Z. (2012) New Sufficient Conditions for Global Stability of Neutral-Type Neural Networks with Time Delays. Neurocomputing, 97, 141-148. [Google Scholar] [CrossRef
[16] Zhang, F. (2005) The Schur Complement and Its Applications. Numerical Methods and Algorithms, Vol. 4, Springer-Verlag, New York, 34.
[17] Chen, Y. and Xu, H. (2012) Expo-nential Stability Analysis and Impulsive Tracking Control of Uncertain Time-Delayed Systems. Journal of Global Opti-mization, 52, 323-334. [Google Scholar] [CrossRef
[18] Xu, H., Chen, Y. and Teo, K.L. (2010) Global Exponential Stability of Impulsive Discrete-Time Neural Networks with Time-Varying Delays. Applied Math-ematics and Computations, 217, 537-544. [Google Scholar] [CrossRef
[19] Forti, M. (1994) On Global Asymptotic Stability of a Class of Nonlinear Systems Arising in Neural Network Theory. Journal of Differential Equations, 113, 246-264. [Google Scholar] [CrossRef
[20] Forti, M., Maneti, S. and Marini, M. (1994) Necessary and Sufficient Conditions for Absolute Stability of Neural Networks. IEEE Transactions on Circuits and Systems I, 41, 491-494. [Google Scholar] [CrossRef
[21] Forti, M. and Tesi, A. (1995) New Conditions for Global Stability of Neural Networks with Application to Linear and Quadratic Programming Problems. IEEE Transactions on Circuits and Systems I, 42, 354-366. [Google Scholar] [CrossRef
[22] Gasull, A., Llibre, J. and Sotomayor, J. (1991) Global Asymptotic Stability of Differential Equations in the Plane. Journal of Differential Equations, 91, 327-336. [Google Scholar] [CrossRef
[23] Gronwall, T.H. (1919) Note on the Derivatives with Respect to a Parameter of the Solutions of a System of Differential Equations. Annals of Mathematics, 20, 292-296. [Google Scholar] [CrossRef
[24] Bellman, R. (1943) The Stability of Solutions of Linear Differential Equations. Duke Mathematical Journal, 10, 643-647. [Google Scholar] [CrossRef
[25] Abdeldaim, A. (2016) Nonlinear Retarded Integral Inequalities of Type and Applications. Journal of Mathematical Inequalities, 10, 285-299.
[26] Lipovan, O. (2000) A Retarded Gronwall-Like Inequality and Its Applications. Journal of Mathematical Analysis and Applications, 252, 389-401. [Google Scholar] [CrossRef
[27] Agarwal, R.P., Deng, S. and Zhang, W. (2005) Generalization of a Retarded Gronwall-Like Inequality and Its Applications. Applied Mathematics and Computation, 165, 599-612. [Google Scholar] [CrossRef
[28] Cheung, W.S. (2006) Some New Nonlinear Inequalities and Applications to Boundary Value Problems. Nonlinear Analysis, 64, 2112-2128. [Google Scholar] [CrossRef
[29] Abdeldaim, A. and Yakout, M. (2011) On Some New Integral Ine-qualities of Gronwall-Bellman-Pachpatte Type. Applied Mathematics and Computation, 217, 7887-7899. [Google Scholar] [CrossRef
[30] El-Owaidy, H., Ragab, A.A., Abuelela, W. and El-Deeb, A.A. (2014) On Some New Nonlinear Integral Inequalities of Gronwall-Bellman Type. Kyungpook Mathematical Journal, 54, 555-575. [Google Scholar] [CrossRef
[31] Sano, H. and Kunimatsu, N. (1994) Modified Gronwall’s Inequality and Its Application to Stabilization Problem for Semilinear Parabolic Systems. Systems & Control Letters, 22, 145-156. [Google Scholar] [CrossRef
[32] Ye, H.P., Gao, J.M. and Ding, Y.S. (2007) A Generalized Gronwall Inequality and Its Application to a Fractional Differential Equation. Journal of Math-ematical Analysis and Applications, 328, 1075-1081. [Google Scholar] [CrossRef
[33] Medved, M. (2002) Integral Inequalities and Global Solutions of Semilinear Evolution Equations. Journal of Mathematical Analysis and Applications, 267, 643-650. [Google Scholar] [CrossRef
[34] Ma, Q.H. and Pecaric, J. (2008) Some New Explicit Bounds for Weakly Singular Integral Inequalities with Applications to Fractional Differential and Integral Equations. Journal of Mathematical Analysis and Applications, 341, 894-905. [Google Scholar] [CrossRef
[35] Deng, S. and Prather, C. (2008) Generalization of an Impulsive Nonlinear Singular Gronwall-Bihari Inequality with Delay. Journal of Inequalities in Pure and Applied Mathematics, 9, Article 34.
[36] Mazouzi, S. and Tatar, N. (2010) New Bounds for Solutions of a Singular Integro-Differential Inequality. Mathematical Inequalities & Applications, 13, 427-435.
[37] Wang, H. and Zheng, K. (2010) Some Nonlinear Weakly Singular Integral Inequalities with Two Vari-ables and Applications. Journal of Inequalities and Applications, 2010, Article ID: 345701.
[38] Cheng, K., Guo, C. and Tang, M. (2014) Some Nonlinear Gronwall-Bellman-Gamidov Integral Inequalities and Their Weakly Singular Analogues with Applications. Abstract and Applied Analysis, 2014, Article ID: 562691.