{"id":"https://openalex.org/keywords/physics-informed-machine-learning","display_name":"physics-informed machine learning","description":"Machine learning methods that incorporate physical laws, equations, or domain knowledge into model design, training, or inference for scientific and engineering applications.","display_name_alternatives":["physics-informed ML","physics aware machine learning","physics informed learning","PIML"],"ids":{"openalex":"https://openalex.org/keywords/physics-informed-machine-learning","wikidata":null},"primary_topic":{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.2273,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.2273,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.0789,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"works_count":7298,"cited_by_count":72512,"works_api_url":"https://api.openalex.org/works?filter=keywords.id:keywords/physics-informed-machine-learning","updated_date":"2026-10-16T04:06:51","created_date":"2026-09-30T00:00:00"}
