Step 1: Formula for self-inductance.
The self-inductance \( L \) of a coil is given by the formula:
\[
L = \frac{\mu_0 N^2 A}{l},
\]
where:
- \( \mu_0 \) is the permeability of free space,
- \( N \) is the number of turns,
- \( A \) is the cross-sectional area of the coil,
- \( l \) is the length of the coil.
Step 2: Effect of increasing linear dimensions.
When the linear dimensions of the core are increased by a factor of 3, the cross-sectional area \( A \) increases by a factor of \( 3^2 = 9 \), and the length \( l \) increases by a factor of 3. Therefore, the new self-inductance \( L' \) is:
\[
L' = \frac{\mu_0 N^2 (3A)}{3l} = 9 \times \frac{\mu_0 N^2 A}{l} = 9L.
\]
Step 3: The correct factor for self-inductance.
Thus, the self-inductance increases by a factor of \( 27 \) because the number of turns remains the same.
Final Answer:
The self-inductance increases by a factor of:
\[
\boxed{27}.
\]