IDEAS home Printed from https://ideas.repec.org/a/eee/chsofr/v115y2018icp204-211.html

Desynchronization effects of a current-driven noisy Hindmarsh–Rose neural network

Author

Listed:
  • Djeundam, S.R. Dtchetgnia
  • Filatrella, G.
  • Yamapi, R.

Abstract

We investigate the effects of an external current in a disordered Hindmarsh–Rose neural network. The external bias appears in the Hindmarsh–Rose equations as either a noise term (identical or not for all elements), or a sinusoidal drive with a phase delay between the neural units. The Hindmarsh–Rose units inside the network are non-identical and they are coupled through electrical synapses, which allow a gap junction. Measuring synchronization through the Kuramoto order parameter, that is sensitive to the synchronization among the units rather than to the regularities of the trajectories, one finds that common noise induces synchronization, while the distributed noise, as well as the distributed sinusoidal drive, can desynchronize the network. The dynamics of the neural units shows that the bursting behavior is systematically and progressively replaced by a firing activity that becomes similar to the form of the external current. Deep modifications of the single firing dynamics and of the synchronization between the units, systematically occur for a critical value of the control parameters, either the coupling strength, the external drive amplitude, or the noise intensity. We emphasize the desynchronization effect of an external current, an effect that can be relevant for epileptic seizures provoked by network synchronization. The objective of this comparison between different perturbations for the same network is to seek for possible indications of the most effective mean to induce desynchronization.

Suggested Citation

  • Djeundam, S.R. Dtchetgnia & Filatrella, G. & Yamapi, R., 2018. "Desynchronization effects of a current-driven noisy Hindmarsh–Rose neural network," Chaos, Solitons & Fractals, Elsevier, vol. 115(C), pages 204-211.
  • Handle: RePEc:eee:chsofr:v:115:y:2018:i:c:p:204-211
    DOI: 10.1016/j.chaos.2018.08.027
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960077918309251
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.chaos.2018.08.027?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Cao, Jinde & Wang, Zidong & Sun, Yonghui, 2007. "Synchronization in an array of linearly stochastically coupled networks with time delays," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 385(2), pages 718-728.
    2. Huang, Shoufang & Zhang, Jiqian & Wang, Maosheng & Hu, Chin-Kun, 2018. "Firing patterns transition and desynchronization induced by time delay in neural networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 499(C), pages 88-97.
    3. Mihály Vöröslakos & Yuichi Takeuchi & Kitti Brinyiczki & Tamás Zombori & Azahara Oliva & Antonio Fernández-Ruiz & Gábor Kozák & Zsigmond Tamás Kincses & Béla Iványi & György Buzsáki & Antal Berényi, 2018. "Direct effects of transcranial electric stimulation on brain circuits in rats and humans," Nature Communications, Nature, vol. 9(1), pages 1-17, December.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Branislav Rehák & Volodymyr Lynnyk, 2021. "Synchronization of a Network Composed of Stochastic Hindmarsh–Rose Neurons," Mathematics, MDPI, vol. 9(20), pages 1-16, October.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Jingyi Wang & Chen Xu & Jianwen Feng & Man Kam Kwong & Francis Austin, 2012. "Mean‐Square Exponential Synchronization of Markovian Switching Stochastic Complex Networks with Time‐Varying Delays by Pinning Control," Abstract and Applied Analysis, John Wiley & Sons, vol. 2012(1).
    2. Jianmin Duan & Manfeng Hu & Yongqing Yang & Liuxiao Guo, 2013. "Stability Analysis of Stochastic Markovian Jump Neural Networks with Different Time Scales and Randomly Occurred Nonlinearities Based on Delay‐Partitioning Projection Approach," Abstract and Applied Analysis, John Wiley & Sons, vol. 2013(1).
    3. Zhang, Yu & Feng, Zhi Guo & Yang, Xinsong & Alsaadi, Fuad E. & Ahmad, Bashir, 2018. "Finite-time stabilization for a class of nonlinear systems via optimal control," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 146(C), pages 14-26.
    4. Yi Zhao & Jianwen Feng & Jingyi Wang, 2013. "Cluster Synchronization of Impulsive Complex Networks with Stochastic Perturbations and Time‐Varying Delays," Journal of Applied Mathematics, John Wiley & Sons, vol. 2013(1).
    5. Shin, Ki-Hong & Baek, Woonhak & Kim, Kyungsik & You, Cheol-Hwan & Chang, Ki-Ho & Lee, Dong-In & Yum, Seong Soo, 2019. "Neural network and regression methods for optimizations between two meteorological factors," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 523(C), pages 778-796.
    6. Wafaa Jawaada & M. S. M. Noorani & M. Mossa Al-Sawalha & M. Abdul Majid, 2013. "Reduced‐Order Antisynchronization of Chaotic Systems via Adaptive Sliding Mode Control," Abstract and Applied Analysis, John Wiley & Sons, vol. 2013(1).
    7. Bing Li & Qiankun Song, 2013. "Synchronization of Chaotic Delayed Fuzzy Neural Networks under Impulsive and Stochastic Perturbations," Abstract and Applied Analysis, John Wiley & Sons, vol. 2013(1).
    8. Tseng, Jui-Pin, 2016. "A novel approach to synchronization of nonlinearly coupled network systems with delays," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 452(C), pages 266-280.
    9. repec:plo:pcbi00:1007931 is not listed on IDEAS
    10. Ze Tang & Jianwen Feng, 2012. "The Asymptotic Synchronization Analysis for Two Kinds of Complex Dynamical Networks," Advances in Mathematical Physics, John Wiley & Sons, vol. 2012(1).
    11. Qiaoqin Xiao & Zhenyu Zhong & Xiaozheng Lai & Huabiao Qin, 2019. "A multiple modulation synthesis method with high spatial resolution for noninvasive neurostimulation," PLOS ONE, Public Library of Science, vol. 14(6), pages 1-15, June.
    12. Qiming Liu & Rui Xu, 2012. "Synchronization between Bidirectional Coupled Nonautonomous Delayed Cohen‐Grossberg Neural Networks," Abstract and Applied Analysis, John Wiley & Sons, vol. 2012(1).
    13. Huang, Shoufang & Zhang, Jiqian & Hu, Chin-Kun, 2019. "Effects of external stimulations on transition behaviors in neural network with time-delay," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 536(C).
    14. Cui, Xueke & Li, Hong-Li & Zhang, Long & Hu, Cheng & Bao, Haibo, 2023. "Complete synchronization for discrete-time fractional-order coupled neural networks with time delays," Chaos, Solitons & Fractals, Elsevier, vol. 174(C).
    15. Jiang Xu & Song Zheng, 2014. "Weak Projective Synchronization in Drive‐Response Dynamical Networks with Time‐Varying Delay and Parameter Mismatch," Journal of Applied Mathematics, John Wiley & Sons, vol. 2014(1).
    16. Zhang, Chuan & Wang, Xingyuan & Luo, Chao & Li, Junqiu & Wang, Chunpeng, 2018. "Robust outer synchronization between two nonlinear complex networks with parametric disturbances and mixed time-varying delays," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 494(C), pages 251-264.
    17. Xie, Qian & Si, Gangquan & Zhang, Yanbin & Yuan, Yiwei & Yao, Rui, 2016. "Finite-time synchronization and identification of complex delayed networks with Markovian jumping parameters and stochastic perturbations," Chaos, Solitons & Fractals, Elsevier, vol. 86(C), pages 35-49.
    18. Yang, Xinsong & Huang, Chuangxia & Zhu, Quanxin, 2011. "Synchronization of switched neural networks with mixed delays via impulsive control," Chaos, Solitons & Fractals, Elsevier, vol. 44(10), pages 817-826.
    19. Xinsong Yang & Shuang Ai & Tingting Su & Ancheng Chang, 2013. "Synchronization of General Complex Networks with Hybrid Couplings and Unknown Perturbations," Abstract and Applied Analysis, John Wiley & Sons, vol. 2013(1).
    20. Qing Guo & Fangyi Wan, 2017. "Complete synchronization of the global coupled dynamical network induced by Poisson noises," PLOS ONE, Public Library of Science, vol. 12(12), pages 1-11, December.
    21. Xinsong Yang & Chuangxia Huang & Zhichun Yang, 2012. "Stochastic Synchronization of Reaction‐Diffusion Neural Networks under General Impulsive Controller with Mixed Delays," Abstract and Applied Analysis, John Wiley & Sons, vol. 2012(1).

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:chsofr:v:115:y:2018:i:c:p:204-211. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Thayer, Thomas R. (email available below). General contact details of provider: https://www.journals.elsevier.com/chaos-solitons-and-fractals .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.