Delay dependent complex-valued bidirectional associative memory neural networks with stochastic and impulsive effects: An exponential stability approach
Chinnamuniyandi Maharajan; Chandran Sowmiya; Changjin Xu
Kybernetika (2024)
- Issue: 3, page 317-356
- ISSN: 0023-5954
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topMaharajan, Chinnamuniyandi, Sowmiya, Chandran, and Xu, Changjin. "Delay dependent complex-valued bidirectional associative memory neural networks with stochastic and impulsive effects: An exponential stability approach." Kybernetika (2024): 317-356. <http://eudml.org/doc/299282>.
@article{Maharajan2024,
abstract = {This paper investigates the stability in an exponential sense of complex-valued Bidirectional Associative Memory (BAM) neural networks with time delays under the stochastic and impulsive effects. By utilizing the contracting mapping theorem, the existence and uniqueness of the equilibrium point for the proposed complex-valued neural networks are verified. Moreover, based on the Lyapunov - Krasovskii functional construction, matrix inequality techniques and stability theory, some novel time-delayed sufficient conditions are attained in linear matrix inequalities (LMIs) form, which ensure the exponential stability of the trivial solution for the addressed neural networks. Finally, to illustrate the superiority and effects of our theoretical results, two numerical examples with their simulations are provided via MATLAB LMI control toolbox.},
author = {Maharajan, Chinnamuniyandi, Sowmiya, Chandran, Xu, Changjin},
journal = {Kybernetika},
keywords = {Complex-valued neural networks; Linear matrix inequality; Lyapunov–Krasovskii functional; BAM neural networks; Exponential stability; Impulsive effects; Stochastic noise; discrete delays; distributed delays; leakage delays; mixed time delays},
language = {eng},
number = {3},
pages = {317-356},
publisher = {Institute of Information Theory and Automation AS CR},
title = {Delay dependent complex-valued bidirectional associative memory neural networks with stochastic and impulsive effects: An exponential stability approach},
url = {http://eudml.org/doc/299282},
year = {2024},
}
TY - JOUR
AU - Maharajan, Chinnamuniyandi
AU - Sowmiya, Chandran
AU - Xu, Changjin
TI - Delay dependent complex-valued bidirectional associative memory neural networks with stochastic and impulsive effects: An exponential stability approach
JO - Kybernetika
PY - 2024
PB - Institute of Information Theory and Automation AS CR
IS - 3
SP - 317
EP - 356
AB - This paper investigates the stability in an exponential sense of complex-valued Bidirectional Associative Memory (BAM) neural networks with time delays under the stochastic and impulsive effects. By utilizing the contracting mapping theorem, the existence and uniqueness of the equilibrium point for the proposed complex-valued neural networks are verified. Moreover, based on the Lyapunov - Krasovskii functional construction, matrix inequality techniques and stability theory, some novel time-delayed sufficient conditions are attained in linear matrix inequalities (LMIs) form, which ensure the exponential stability of the trivial solution for the addressed neural networks. Finally, to illustrate the superiority and effects of our theoretical results, two numerical examples with their simulations are provided via MATLAB LMI control toolbox.
LA - eng
KW - Complex-valued neural networks; Linear matrix inequality; Lyapunov–Krasovskii functional; BAM neural networks; Exponential stability; Impulsive effects; Stochastic noise; discrete delays; distributed delays; leakage delays; mixed time delays
UR - http://eudml.org/doc/299282
ER -
References
top- Aouiti, C., Assali, E. A., Gharbia, I. B., Foutayeni, Y. E., , Neurocomputing 357 (2019), 292-309. MR4083491DOI
- Chen, X., Song, Q., Liu, Y., Zhao, Z., , Abstract Appl. Anal. 12 (2014), 1-14. MR3216046DOI
- Chen, X., Zhao, Z., Song, Q., Hu, J., , Appl. Math. Comput. 294 (2017), 18-35. MR3558258DOI
- Duan, Q., Park, J., Wu, Z., , Complexity 20 (2014), 38-48. MR3262755DOI
- Kumar, T. G., Ali, M. S., Priya, B., Gokulakrishnan, V., Kauser, S. A., , Int. J. Computer Math. 99 (2022), 8, 1669-1686. MR4440030DOI
- Gholami, Y., , Adv. Differ. Eqns, 112 (2021). MR4217062DOI
- Gopalsamy, K., Stability and Oscillations in Delay Differential Equations of Population Dynamics., Kluwer Academic Publishers, Dordrecht 1992. MR1163190
- Gu, K., , In: Proc. 39th IEEE Conference on Decision Control, Sydney 3 (200), pp. 2805-2810. DOI
- Haykin, S., Neural Networks., Prentice Hall, New Jersey 1999.
- Ho, D. W. C., Liang, J., Lam, J., , Neural Networks 19 (2006), 10, 1581-1590. MR2111863DOI
- Hu, J., Tan, H., Zeng, C., , Neurocomputing 416 (2020), 8, 1-11. MR4034008DOI
- Hu, J., Wang, J., , IEEE Trans. Neur. Netw. Learn. Systems 23 (2012), 853-865. DOI
- Huo, N., Li, B., Li, Y., , AIMS Math. 7 (2022), 3, 3653-3679. MR4347881DOI
- Hymavathi, M., Muhiuddin, G., Ali, M. S., Jehad, F., Al-Amri, Gunasekaran, N., Vadivel, R., , Fractal and Fractional 6 (2022), 3. MR4209580DOI
- Ji, M. D., He, Y., Wu, M., Zhang, C. K., , In Proc. 33rd Chinese control conference; Nanjing 2014, pp. 6119-6123. DOI
- Ji, M. D., He, Y., Wu, M., Zhang, C. K., , Appl. Math. Comput. 256 (2015), 175-182. MR3316058DOI
- Jia, S., Chen, Y., , Adv. Diff. Eqns 200 (2020). MR4095855DOI
- Kosko, B., , Appl. Optim. 26 (1987), 4947-4960. MR0931862DOI
- Kosko, B., , IEEE Trans. System Man Cybernet. 18 (1988), 49-60. MR0931862DOI
- Li, B., Liu, F., Song, Q., Zhang, D., Qiu, H., , Neurocomputing 520 (2023), 230-239. DOI
- Li, B., Tang, B., , J. Math. Article ID 9988073 (2021), 20 pages. MR4271429DOI
- Li, C., Lian, J., Wang, Y., , Neurocomputing 275 (2018), 2565-2573. DOI
- Li, C., Li, C., Liao, X., Huang, T., , Neurocomputing 74 (2011), 1541-1550. DOI
- Li, D., Wang, X., Xu, D., Existence and global image exponential stability of periodic solution for impulsive stochastic neural networks with delays., Nonlinear Anal.: Hybrid Sys. 6 (2012), 847-858. MR2917455
- Li, X., Bohner, M., Wang, C., , Automatica 52 (2015), 173-178. MR3310827DOI
- Li, X., Song, S., , IEEE Trans. Automat. Control 62 (2017), 1, 406-411. MR3598021DOI
- Li, X., Zhang, X., Song, S., , Automatica 76 (2017), 378-382. MR3590588DOI
- Liu, X., Chen, T., , IEEE Trans. Neural Netw. Learn. Sys. 23 (2015), 3, 593-606. MR3465659DOI
- Maharajan, C., Raja, R., Cao, J., Rajchakit, G., Alsaedi, A., , Chaos, Solitons Fractals 115 (2018), 268-282. MR3862766DOI
- Maharajan, C., Raja, R., Cao, J., Rajchakit, G., , J. Frankl. Inst. 355 (2018), 11, 4727-4754. MR3807164DOI
- Maharajan, C., Sowmiya, C., , Franklin Open 5 (2023), 100042. DOI
- Maharajan, C., Sowmiya, C., Xu, C. J., , J. Intel. Fuzzy Sys. 46 2024, 2, 4291-4313. DOI
- Mao, X., Wang, X., Qin, H., , Neurocomputing 509 (2022), 206-220. DOI
- Ou, W., Xu, C. J., Cui, Q., Liu, Z., Pang, Y., Farman, M., Ahmad, S., Zeb, A., , Math. Meth. Appl. Sci. (2023), 1-25. DOI
- Park, J., Kwon, O., , Chaos, Solitons Fractals 41 (2009), 1174-1181. MR2537632DOI
- Rajchakit, G., Sriraman, R., , Neur. Proces. Lett. 53 (2021), 581-606. DOI
- Rakkiyappan, R., Velmurugan, G., Li, X., , Neur. Proces. Lett. 41 (2015), 435-468. DOI
- Ren, H., Karimi, H. R., Lu, R., Wu, Y., , IEEE Tans. Industr. Electronics 67 (2020), 6, 4980-4990. DOI
- Samidurai, R., Sriraman, R., , J. Franklin Inst. 356 (2019), 8, 4335-4357. MR3950442DOI
- Samidurai, R., Sriraman, R., Zhu, S., , Int. J. Syst. Sci. 50 (2019), 8, 1609-1625. MR3980682DOI
- Shao, S., Du, B., , Symmetry 14 ID 2224 (2022), 1-11. DOI
- Song, Q., Shu, H., Zhao, Z., Liu, Y., Alsaadi, F. E., , Neurocomputing 244 (2017), 33-41. DOI
- Song, Q., Yang, L., Liu, Y., Alsaadi, F., , Neurocomputing 521 (2023), 191-198. DOI
- Song, Q., Zhao, Z., Liu, Y., , Neurocomputing 159 (2015), 96-104. DOI
- Sriraman, R., Nedunchezhiyan, A., , Kybernetika 58 (2022), 4, 498-521. MR4521853DOI
- Sriraman, R., Cao, Y., Samidurai, R., , Math. and Comput. Simul. 171 (2020), 103-118. MR4066164DOI
- Ali, M. S., Yogambigai, J., Saravanan, S., Elakkia, S., , J. Comput. and Appl. Math. 349 (2019), 142-156. MR3886702DOI
- Tan, Y., Tang, S., Chen, X., , Adv. Diff. Eqns 62 (2018). MR3766070DOI
- Tian, J., Xie, X., , Phys. Lett. A 374 (2010), 7, 938-943. MR2580319DOI
- Wang, Z., Huang, L., , Neurocomputing 173 (2016), 3, 2083-2089. DOI
- Wu, M., Liu, F., Shi, P., He, Y., Yokoyama, R., , IEEE Trans. Syst. Man Cybernet., Part B: Cybernetics 38 (2008), 4, 1152-1156. MR0697005DOI
- Xie, D., Jiang, Y., , Neurocomputing 207 (2016), 528-538. DOI
- Xu, C. J., Mu, D., Pan, Y., Aouiti, C., Yao, L., , J. Appl. Anal. Comput.13 (2023), 3, 1119-1136. MR4593704DOI
- Xu, M., Du, B., , AIMS Math. 5 (2020), 6, 6841-6855. MR4148983DOI
- Yu, J., Zhang, K., Fei, S., , Asian J. Control 11 (2009), 6, 633-642. MR2791309DOI
- Zhang, W., Li, C., , Int. J. Biomath. 7 (2014), 2, 24 pages. MR3189684DOI
- Zhang, W., Li, C., Huang, T., Tan, J., , Neural Computing Appl. 26 (2015), 1781-1787. DOI
- Zhang, X., Li, X., , IET Control Theory Appl. 11 (2017), 1, 81-89. MR3644361DOI
- Zhang, Z., Lin, C., Chen, B., , IEEE Trans. Neur. Netw. Learn. Systems 25 (2014), 9, 1704-1708. DOI
- Zhou, B., Song, Q., , IEEE Trans. Neur. Netw. Learn. Systems 24 (2013), 1227-1238. DOI
- Zhou, Q., Wan, L., Fu, H., Zhang, Q., , AIMS Math. 6 (2021), 4, 4142-4155. MR4220400DOI
- Zhou, W., Li, B., Zhang, J. E., , Mathemat. Probl. Engrg. Article ID 8877129; (2020), 16 pages. MR4178860DOI
- Zou, K., Li, X., Wang, N., Lou, J., Lu, J., , Complexity Article ID 8712027; (2020), 9 pages. DOI
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