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Controllability Analysis of the Neural Mass Model with Dynamic Parameters

机译:动态参数神经质量模型的可控性分析

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摘要

The development of control technology for the brain is of potential significance to the prevention and treatment of neuropsychiatric disorders and the improvement of humans’ mental health. A controllability analysis of the brain is necessary to ensure the feasibility of the brain control. In this letter, we investigate the influences of dynamical parameters on the controllability in the neural mass model by using controllability indices as quantitative indicators. The indices are obtained by computing Lie brackets and condition numbers of the system model. We show how controllability changes with important parameters of our dynamical (neuronal) model. Our results suggest that the underlying dynamical parameters have certain ranges with better controllability. We hope it can play potential roles in therapy for brain nervous disorder disease.
机译:大脑控制技术的发展对于预防和治疗神经精神疾病以及改善人类的心理健康具有潜在的重要意义。必须对大脑进行可控性分析,以确保进行大脑控制的可行性。在这封信中,我们通过使用可控性指标作为定量指标,研究了动力学参数对神经质量模型中可控性的影响。通过计算系统模型的李括号和条件编号来获得索引。我们展示了可控性如何随动力学(神经元)模型的重要参数而变化。我们的结果表明,潜在的动力学参数在一定范围内具有更好的可控性。我们希望它可以在脑神经疾病的治疗中发挥潜在作用。

著录项

  • 来源
    《Neural computation》 |2017年第2期|485-501|共17页
  • 作者单位

    Key Lab of Industrial Computer Control Engineering of Hebei Province, Institute of Electrical Engineering, Yanshan University, Qinhuangdao 066004, P.R.C. liuxian@ysu.edu.cn;

    Institute of Electrical Engineering, Yanshan University, Qinhuangdao 066004, P.R.C. 973158322@qq.com;

    Institute of Electrical Engineering, Yanshan University, Qinhuangdao 066004, P.R.C. 1666865989@qq.com;

    Institute of Electrical Engineering, Yanshan University, Qinhuangdao 066004, P.R.C. czwaaron@ysu.edu.cn;

  • 收录信息 美国《科学引文索引》(SCI);美国《化学文摘》(CA);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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