We study a simple stochastic model of neuronal excitatory and inhibitory interactions. The model is defined on a directed lattice and internodes couplings are modulated by a nonlinear function that mimics the process of synaptic activation. We prove that such a system behaves as a fully tunable amplifier: the endogenous component of noise, stemming from finite size effects, seeds a coherent (exponential) amplification across the chain generating giant oscillations with tunable frequencies, a process that the brain could exploit to enhance, and eventually encode, different signals. On a wider perspective, the characterized amplification process could provide a reliable pacemaking mechanism for biological systems. The device extracts energy from the finite size bath and operates as an out of equilibrium thermal machine, under stationary conditions.
|Number of pages||11|
|Journal||Physical Review. E, Statistical, Nonlinear and Soft Matter Physics|
|Publication status||Published - 26 Dec 2017|
Fanelli, D., Ginelli, F., Livi, R., Zagli, N., & Zankoc, C. (2017). Noise-driven neuromorphic tuned amplifier. Physical Review. E, Statistical, Nonlinear and Soft Matter Physics, 96(6), 1-11. . https://doi.org/10.1103/PhysRevE.96.062313