American Ocean Minerals Corp., a deep-sea exploration company led by former Rio Tinto Chief Executive Officer Tom Albanese, is combining with Odyssey Marine Exploration Inc. in a reverse merger, according to people with knowledge of the matter.

The all-stock deal values the combined company at about $1 billion on a pro forma equity basis, said the people, who asked not to be identified discussing private information.