SEOUL—South Korea will release a preliminary plan in October to lay out how debt financing could help rebuild North Korea's shattered economy after an eventual reunification, Seoul's top financial regulator said Thursday.

The plan is part of South Korean President Park Geun-hye's push to prepare for the possibility of reunification and assumes debt can be secured against North Korea's natural resources and future growth.

"Reunification...