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

Here is Why You Need An Adapter

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

Sri Lanka

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

Type G

South Korea

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

Type F