OPENTECHNICAL PUBLICATION OT-2026-000000566 Method and system for autonomous robot exploration based on frontier region learning Published: 2026-09-15T19:03:05.231449Z Permanent URL: https://opentechnical.org/p/OT-2026-000000566 Categories: Sensors, Controls & Machine Vision > Industrial Control ------------------------------------------------------------------------ ABSTRACT A method and system for autonomous robot exploration based on frontier region learning are provided. The learning-based autonomous robot exploration system includes a frontier region detector configured to detect a frontier region corresponding to a real-time grid map by inputting the real-time grid map of a region in which a robot is located to a frontier region detection network, a distance predictor configured to measure a distance between the robot and each frontier point included in the detected frontier region, and a frontier point determiner configured to determine, among frontier points, a frontier point to which the robot moves for exploration based on the distance between the robot and each frontier point. ------------------------------------------------------------------------ OpenTechnical publication OT-2026-000000566 Published 2026-09-15T19:03:05.231449Z https://opentechnical.org/p/OT-2026-000000566