OPENTECHNICAL PUBLICATION OT-2026-000002836 Machine learning method and robot system Published: 2026-09-15T19:15:40.352448Z Permanent URL: https://opentechnical.org/p/OT-2026-000002836 Categories: Robotics & Automation > Robot Architectures ------------------------------------------------------------------------ ABSTRACT A machine learning method for learning an action of a robot including a hand to pick out a workpiece from a container containing a plurality of the workpieces stacked in bulk and install the workpiece such that the workpiece is in a predetermined installation state includes learning a reverse-order action of removing, by the hand, the workpiece in the predetermined installation state after completion of installation, and learning an installation order of the workpiece based on a learning result of the reverse-order action of removing the workpiece. ------------------------------------------------------------------------ OpenTechnical publication OT-2026-000002836 Published 2026-09-15T19:15:40.352448Z https://opentechnical.org/p/OT-2026-000002836