When the disc starts rolling without slipping, the condition for rolling without slipping is:
\[
v = r \omega
\]
where:
- \( v \) is the horizontal velocity of the center of mass,
- \( r \) is the radius of the disc,
- \( \omega \) is the angular velocity of the disc.
The disc initially has rotational kinetic energy and no translational kinetic energy. As friction acts between the disc and the surface, some of the rotational kinetic energy is converted into translational kinetic energy until the disc reaches the rolling without slipping condition.
Using energy conservation, the initial kinetic energy of the disc is all rotational:
\[
K_{\text{initial}} = \frac{1}{2} I \omega^2
\]
where \( I \) is the moment of inertia of the disc, given by:
\[
I = \frac{1}{2} m r^2
\]
Substitute \( I \) into the expression for kinetic energy:
\[
K_{\text{initial}} = \frac{1}{2} \times \frac{1}{2} m r^2 \omega^2 = \frac{1}{4} m r^2 \omega^2
\]
When the disc starts rolling without slipping, the kinetic energy is distributed between translational and rotational motion:
\[
K_{\text{final}} = \frac{1}{2} m v^2 + \frac{1}{2} I \omega^2
\]
Using \( v = r \omega \), we substitute for \( v \) in the final kinetic energy expression:
\[
K_{\text{final}} = \frac{1}{2} m (r \omega)^2 + \frac{1}{2} \times \frac{1}{2} m r^2 \omega^2 = \frac{1}{2} m r^2 \omega^2 + \frac{1}{4} m r^2 \omega^2 = \frac{3}{4} m r^2 \omega^2
\]
By conservation of energy, \( K_{\text{initial}} = K_{\text{final}} \):
\[
\frac{1}{4} m r^2 \omega^2 = \frac{3}{4} m r^2 \omega^2
\]
Thus, the horizontal velocity \( v \) of the center of mass is:
\[
v = \frac{1}{2} r \omega = \frac{1}{2} \times 0.15 \times 5 = 0.375 \, \text{m/s}
\]
Thus, the horizontal velocity of the center of the disc when it starts rolling without slipping is \( \boxed{0.24} \, \text{m/s} \).