Linearizing a nonlinear dynamical system with Sigmoid function

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We have the following dynamical system to linearize in order to find the critical points:

$$\dot{y_0}(t) = y_3(t) \\ \dot{y_1}(t) = y_4(t) \\ \dot{y_2}(t) = y_5(t) \\ \dot{y_3}(t) = Aa\mathrm{f}[y_1(t) - y_2(t)] - 2ay_3(t) - a^2y_0(t)\\ \dot{y_4}(t) = Aa\{p(t) + C_2\mathrm{f}[C_1y_0(t)]\} - 2ay_4(t) - a^2y_1(t) \\ \dot{y_5}(t) = BbC_4\mathrm{f}[C_3y_0(t)] - 2by_5(t) - b^2y_2(t)$$

where,

$$f$$ is a nonlinear function

and $a, A, b, B, C _{i}, \nu _{max}, u_{0},r$ are contants. After setting the derivatives to zero, we end up with the following equations:

$$\frac{A}{a}\mathrm{f}[y_1(t) - y_2(t)] = y_0(t)\\ \frac{A}{a}\{p(t) + C_2\mathrm{f}[C_1y_0(t)]\} = y_1(t) \\ \frac{B}{b}C_4\mathrm{f}[C_3y_0(t)] = y_2(t)$$

which according to the paper I am reading, leads to this (implicit) equation of the equilibrium points:

$$y = \frac{A}{a}p + \frac{A}{a}C_{2}\mathrm{f}(\frac{A}{a}C_1\mathrm{f}(y)) - \frac{B}{b}C_{4}\mathrm{f}(\frac{A}{a}C_3\mathrm{f}(y))$$

No matter what I do, I receive totally different result when I substitute in the $y_0(t)$ equations, the expressions of $y_1(t)$ and $y_2(t)$, and I don't know where this result comes from. I assumed that they linearised the Sigmoid about its centre, but it still cannot be the case, since expressions such as:

$$\mathrm{f}(\mathrm{f}(y))$$

still exist in the result.

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The result follows from the following definition: $y=y_1-y_2$. Simply subtract the third equation from the second and substitute $y_0$.