. This study aims to propose a hybrid autonomous exploration method that makes full use of LiDAR data, shortens the … hybrid autonomous exploration method offers good performance, which combines the learn-based policy with traditional frontier …-based policy. Originality/value This study proposes a hybrid autonomous exploration method, which combines the learn-based policy …