Does this nonlinear differential equation have a closed form solution?

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I have a differential equation inspired by a population dynamics problem and I'm don't know how to solve it. I wonder if anyone here can tell me if a closed form solution exists and how to find it.

$$ \frac{\partial u}{\partial t} = p(t)u(t) - k $$

Where $p$ is the concentration of (non-replenishing) food, $u$ is a population, and $k$ is the rate at which members of the population die. Since $p$ is non-replenishing,

$$ p(t) = p_0 - \int^t_0 u(\tau) d\tau $$

Combining these equations gives the differential equation

$$ \left( p_0 - \int^t_0 u(\tau) d\tau \right)u(t) - \frac{\partial u}{\partial t} - k = 0 $$

How do I solve this?

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Assuming you make the death rate into a real rate, you can write your equations as $$ \dot u=pu-ku\\ \dot p=-u $$ and by differentiating the second the first equation becomes $$ -\ddot p = -p\dot p+k\dot p $$ which can be integrated to $$ \dot p =\frac12 p^2 - kp + C $$ which can be solved as the $\arctan$ or $\text{Artanh}$ depending on $C$.