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Neuromorphic reservoir computing #353

@MartinuzziFrancesco

Description

@MartinuzziFrancesco

Paper

https://doi.org/10.1063/5.0282708

Equations

Model 1:

$$\begin{aligned} \mathbf{x}(t) &= b_{\mathrm{ex}}\, \phi\!\left( \mathbf{W}_{\text{in}}\, \mathbf{u}(t) + a_{\mathrm{ex}}\, \mathbf{A}\, \mathbf{x}(t-1) \right) - b_{\mathrm{inh}}\, \phi\!\left( \mathbf{W}_{\text{in}}\, \mathbf{u}(t) + a_{\mathrm{inh}}\, \mathbf{A}\, \mathbf{x}(t-1) \right). \end{aligned}$$

Model 2:

$$\begin{aligned} \mathbf{x}(t) &= b_{\mathrm{ex}}\, \phi\!\left(a_{\mathrm{ex}}\, \mathbf{A}\, \mathbf{x}(t-1)\right) - b_{\mathrm{inh}}\, \phi\!\left(a_{\mathrm{inh}}\, \mathbf{A}\, \mathbf{x}(t-1)\right) + g\, \mathbf{W}_{\text{in}}\, \mathbf{u}(t). \end{aligned}$$

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