A Proof of Concept Study of Using Machine-Learning in Artificial Aortic Valve Design: From Leaflet Design to Stress Analysis
Liang L, Sun B. A Proof of Concept Study of Using Machine-Learning in Artificial Aortic Valve Design: From Leaflet Design to Stress Analysis. Bioengineering 2019, 6: 104. PMID: 31717333, PMCID: PMC6955850, DOI: 10.3390/bioengineering6040104.Peer-Reviewed Original ResearchDeep neural networksML modelsNeural networkMachine learningStress analysisFinite elementProcess of numerical modelingTranscatheter aortic valve designsTranscatheter aortic valveComputational stress analysisTranscatheter aortic valve leafletsAnimal implantation studiesArtificial heart valvesMonte Carlo cross-validationStress distributionDesign parametersMachine-learningML approachesValve designNumerical modelDeformed geometryHeart valvesBenchtop testingLife-saving medical devicesPhysical tests