Can't understand a property of delta function and convolution

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I am reading a book and I couldn't understand an equality. Actually, I realized I don't really understand the property of convolution with Dirac's delta function. I hope you can help me. I know the property: $(\delta*f)(t)=f(t)$

First question, is it correct to write:

$\delta(t)*f(t)=f(t)$

Does this also work for a shifted $\delta$ function?

Here is what I am trying to understand from the book: $$\rho_p(x)=\sum_{k=-\infty}^{\infty}\rho(x-kp)=_{(\#)}\sum_{k=-\infty}^{\infty}\delta(x-kp)*\rho(x)=\left(\sum_{k=-\infty}^{\infty}\delta(x-kp)\right)*\rho(x)$$

I can't understand the equality I marked with a $\#$.

In case you need to know:

$\rho(x)$- is a function describing the density of electrons.

$p$- is the period of the the new function (they are periodizing the function $\rho$)

Thanks.

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First you need to be aware of the following property,

$$\int_{-\infty}^\infty \delta(x) f(x) \ dx = f(0),$$

which implies that,

$$\int_{-\infty}^\infty \delta(x-a) f(x) \ dx = f(a).$$

Note that the $\delta$ function forces the integration variable $x$ to equal $a$ in the above example.


The definition of convolution is,

$$ (F(\tau)*G(\tau))(t) = \int_{-\infty}^{\infty} F(\tau) G(t-\tau) \ d\tau,$$

We will apply this definition to your expression. In this case $F(\tau) = \delta(\tau-kp)$ and $G(\tau)=f(\tau)$.
$$(F*G)(x) = \int_{-\infty}^{\infty} F(\tau) G(x-\tau) \ d\tau = \int_{-\infty}^{\infty} \delta(\tau-kp) f(x-\tau) \ d\tau = f(x-kp),$$

Where in the last equality we used the property of the delta function to collapse the integral and force the integration variable $\tau$ to equal $kp$.