{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11491729","patent":{"patent_number":"US-11491729","title":"Non-dimensionalization of variables to enhance machine learning in additive manufacturing processes","assignee":null,"inventors":[],"filing_date":"2019-05-02T00:00:00.000Z","publication_date":"2022-11-08T00:00:00.000Z","cpc_codes":["B33Y","G06F","G06N","G06N","B33Y","B33Y","G06F","G06N","G06N","G06N"],"num_claims":14,"abstract":"A method for training a machine learning engine for modeling of a physical system includes receiving process data representing measurements of a physical system. The method includes applying a transform to values of the at least two variables of the process data to generate a dimensionless parameter having a parameter value corresponding to each measurement of the physical system for the at least two variables. The method includes training the machine learning engine using a set of generated training data including the non-dimensionalized parameter, to output a prediction of a value of a physical effect of the physical system for values of the variables that are not included in the process data. The method includes controlling an additive manufacturing process for the material by setting the at least one physical property to the value of the at least one process variable during fabrication of a part."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Non-dimensionalization of variables to enhance machine learning in additive manufacturing processes","description":"A method for training a machine learning engine for modeling of a physical system includes receiving process data representing measurements of a physical system. The method includes applying a transfo","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11491729","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-11491729","citation_suggestion":"Patentable. \"Non-dimensionalization of variables to enhance machine learning in additive manufacturing processes\" (US-11491729). https://patentable.app/patents/US-11491729","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11491729","json":"https://patentable.app/api/llm-context/US-11491729","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T14:48:22.019Z"}