{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11288596","patent":{"patent_number":"US-11288596","title":"Virtual x-ray image (VXRI) stack as features sets for machine learning for virtual simulations","assignee":null,"inventors":[],"filing_date":"2018-08-06T00:00:00.000Z","publication_date":"2022-03-29T00:00:00.000Z","cpc_codes":["G06N","G06T","G06T"],"num_claims":19,"abstract":"Examples described herein relate to apparatuses and methods for determining a training set for an AI of a computerized simulation platform. An image stack corresponding to a 3D structure includes a plurality of layers generated based on the 3D structure. A model of the 3D structure is simulated to determine simulation results. The training set for a machine learning algorithm of the AI includes the image stack and the simulation results. The AI is trained using the machine learning algorithm based on the training set."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Virtual x-ray image (VXRI) stack as features sets for machine learning for virtual simulations","description":"Examples described herein relate to apparatuses and methods for determining a training set for an AI of a computerized simulation platform. An image stack corresponding to a 3D structure includes a pl","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11288596","license":"CC-BY-4.0-like","license_terms":"AI-generated analysis on this page (summary, layman_explanation, technical_analysis, business_analysis, faqs) may be reused with attribution and a visible link back to the canonical URL above. Patent abstracts, claims, and bibliographic data are USPTO public domain.","required_link":"https://patentable.app/patents/US-11288596","citation_suggestion":"Patentable. \"Virtual x-ray image (VXRI) stack as features sets for machine learning for virtual simulations\" (US-11288596). https://patentable.app/patents/US-11288596","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11288596","json":"https://patentable.app/api/llm-context/US-11288596","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T11:05:29.775Z"}