You Do Need power plug adapter while traveling from South Korea to Sri Lanka.

Here is Why You Need An Adapter

The outlet and plug type used in Sri Lanka is G and in South Korea is F. This is how they look like.

South Korea

In South Korea, outlets of type F are in use.

Type F

Sri Lanka

In Sri Lanka, outlets of type G are in use.

Type G