College of Mathematics and Information Science, Shaanxi Normal University, Xi'an 710062, People's Republic of China.
Department of Applied Mathematics, Northwestern Polytechnical University, Xi'an 710072, People's Republic of China.
Chaos. 2017 Aug;27(8):083117. doi: 10.1063/1.4999100.
This study investigates the nontrivial effects of autapse on stochastic resonance in a modular neuronal network subjected to bounded noise. The resonance effect of autapse is detected by imposing a self-feedback loop with autaptic strength and autaptic time delay to each constituent neuron. Numerical simulations have demonstrated that bounded noise with the proper level of amplitude can induce stochastic resonance; moreover, the noise induced resonance dynamics can be significantly shaped by the autapse. In detail, for a specific range of autaptic strength, multiple stochastic resonances can be induced when the autaptic time delays are appropriately adjusted. These appropriately adjusted delays are detected to nearly approach integer multiples of the period of the external weak signal when the autaptic strength is very near zero; otherwise, they do not match the period of the external weak signal when the autaptic strength is slightly greater than zero. Surprisingly, in both cases, the differences between arbitrary two adjacent adjusted autaptic delays are always approximately equal to the period of the weak signal. The phenomenon of autaptic delay induced multiple stochastic resonances is further confirmed to be robust against the period of the external weak signal and the intramodule probability of subnetwork. These findings could have important implications for weak signal detection and information propagation in realistic neural systems.
本研究探讨了在受到有界噪声干扰的模块化神经元网络中,自突触对随机共振的非平凡影响。通过在每个组成神经元上施加具有自突触强度和自突触时滞的自反馈环,检测出自突触的共振效应。数值模拟表明,具有适当幅度的有界噪声可以诱导随机共振;此外,自突触可以显著影响噪声诱导的共振动力学。具体而言,对于特定范围的自突触强度,当自突触时滞适当地调整时,可以诱导出多个随机共振。当自突触强度非常接近零时,这些适当调整的时滞被检测到几乎接近外部弱信号周期的整数倍;否则,当自突触强度略大于零时,它们并不匹配外部弱信号的周期。令人惊讶的是,在这两种情况下,任意两个相邻调整的自突触延迟之间的差异总是近似等于弱信号的周期。自突触延迟诱导的多个随机共振现象进一步被证实对外部弱信号的周期和子网内模块的概率具有鲁棒性。这些发现可能对现实神经系统中的弱信号检测和信息传播具有重要意义。