{
  "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.",
  "assignees": [
    "YAMAHA MOTOR CO LTD"
  ],
  "authors": [
    "URATA SATOSHI"
  ],
  "canonical_url": "https://opentechnical.org/p/OT-2026-000002836",
  "categories": [
    "robotics-automation/robot-architectures"
  ],
  "extent": {
    "figures": 0,
    "paragraphs": 0,
    "words": 87
  },
  "figures": [],
  "files": [
    {
      "bytes": 9545,
      "media_type": "text/html; charset=utf-8",
      "name": "index.html",
      "sha256": "76fa7413965a271197194c0eda201378d139a2572666a1b163befc18c0586d1a"
    },
    {
      "bytes": 980,
      "media_type": "text/markdown; charset=utf-8",
      "name": "publication.md",
      "sha256": "1585364e7a22fed8da5ad575bd3b26224b3508ba54813a6c53e2abac8de66596"
    },
    {
      "bytes": 1086,
      "media_type": "text/plain; charset=utf-8",
      "name": "publication.txt",
      "sha256": "468b50bd2cb7f8d18598aae19b12e53ee4d4a19493569e6aac7b5effdbc9658a"
    }
  ],
  "integrity": {
    "hash_algorithm": "sha256",
    "keys_url": "https://opentechnical.org/integrity/keys",
    "record_url": "https://opentechnical.org/p/OT-2026-000002836/integrity",
    "signature_algorithm": "Ed25519",
    "signature_file": "manifest.sig",
    "verify_url": "https://opentechnical.org/integrity/verify"
  },
  "keywords": [
    "b25j9/1612",
    "b25j9/1612",
    "b25j9/163",
    "b25j9/16",
    "b25j9/1612",
    "b25j9/163"
  ],
  "language": "en",
  "license": {
    "name": "Creative Commons Attribution 4.0 International",
    "url": "https://creativecommons.org/licenses/by/4.0/"
  },
  "publication_id": "OT-2026-000002836",
  "published_at": "2026-09-15T19:15:40.352448Z",
  "publisher": "Nebula Innovations Limited",
  "record_type": "record",
  "schema": "opentechnical-publication-manifest/1.0",
  "source_date": "2026-02-17",
  "source_id": "US-12552019-B2",
  "source_name": "the United States Patent and Trademark Office",
  "source_url": "https://patents.google.com/patent/US12552019B2",
  "supersedes": null,
  "title": "Machine learning method and robot system",
  "uuid": "01a0a67f-10c0-766c-bf7f-3a66dcf821b5"
}
