FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4383748524> ?p ?o ?g. }

• W4383748524 abstract "The difficulty in the prediction of the glass-forming ability (GFA) of alloys hinders the development of new materials with excellent properties. The GFA of alloys is investigated by using three machine learning models based on a decision tree, with a dataset covering 1404 multicomponent alloys collected from peer-reviewed publications. With the composition (including 94 elements, C94), three characteristic temperatures (T3), and three geometric parameters (G3) as the input feature, the XGBoost model achieves the best prediction result {RMSE = 2.5635, R2 = 0.7250}, improved by 11.20% compared with the latest published paper. Among seven possible input feature sets, “C94 + T3” achieves the best with {RMSE = 2.5250, R2 = 0.7332} on the XGBoost model. Further analysis revealed that superimposing G3 on C94 always reduces XGBoost performance; therefore, the GFA of alloys is independent of the atomic size ratio; this is consistent with the fundamental principle of physics: the radii of atoms are determined by element types. A precision of 95.5% is obtained for binary alloys even with an incomplete feature set. Therefore, with “C94 + T3” input features, the XGBoost is generally reliable to effectively predict the GFA of all alloys." @default.
• W4383748524 created "2023-07-11" @default.
• W4383748524 creator A5036022527 @default.
• W4383748524 creator A5037740250 @default.
• W4383748524 creator A5043036592 @default.
• W4383748524 creator A5064043226 @default.
• W4383748524 creator A5078793726 @default.
• W4383748524 creator A5081439040 @default.
• W4383748524 creator A5087256104 @default.
• W4383748524 date "2023-07-10" @default.
• W4383748524 modified "2023-10-16" @default.
• W4383748524 title "Does the GFA of Alloys Depend on the Atomic Size Ratio: A DT-Based ML Study" @default.
• W4383748524 cites W1666179801 @default.
• W4383748524 cites W1964213229 @default.
• W4383748524 cites W1976786461 @default.
• W4383748524 cites W2046514234 @default.
• W4383748524 cites W2050588756 @default.
• W4383748524 cites W2058043069 @default.
• W4383748524 cites W2060900289 @default.
• W4383748524 cites W2076018615 @default.
• W4383748524 cites W2076572507 @default.
• W4383748524 cites W2081957413 @default.
• W4383748524 cites W2082729341 @default.
• W4383748524 cites W2086470841 @default.
• W4383748524 cites W2093286881 @default.
• W4383748524 cites W2094502258 @default.
• W4383748524 cites W2108488962 @default.
• W4383748524 cites W2127197027 @default.
• W4383748524 cites W2162040606 @default.
• W4383748524 cites W2264002775 @default.
• W4383748524 cites W2296064662 @default.
• W4383748524 cites W2577524843 @default.
• W4383748524 cites W2886490392 @default.
• W4383748524 cites W2897222819 @default.
• W4383748524 cites W2941375602 @default.
• W4383748524 cites W2990056191 @default.
• W4383748524 cites W3001041680 @default.
• W4383748524 cites W3175448405 @default.
• W4383748524 cites W4206501142 @default.
• W4383748524 cites W4226452885 @default.
• W4383748524 doi "https://doi.org/10.1021/acs.cgd.3c00509" @default.
• W4383748524 hasPublicationYear "2023" @default.
• W4383748524 type Work @default.
• W4383748524 citedByCount "0" @default.
• W4383748524 crossrefType "journal-article" @default.
• W4383748524 hasAuthorship W4383748524A5036022527 @default.
• W4383748524 hasAuthorship W4383748524A5037740250 @default.
• W4383748524 hasAuthorship W4383748524A5043036592 @default.
• W4383748524 hasAuthorship W4383748524A5064043226 @default.
• W4383748524 hasAuthorship W4383748524A5078793726 @default.
• W4383748524 hasAuthorship W4383748524A5081439040 @default.
• W4383748524 hasAuthorship W4383748524A5087256104 @default.
• W4383748524 hasConcept C105795698 @default.
• W4383748524 hasConcept C11413529 @default.
• W4383748524 hasConcept C121332964 @default.
• W4383748524 hasConcept C138885662 @default.
• W4383748524 hasConcept C139945424 @default.
• W4383748524 hasConcept C154945302 @default.
• W4383748524 hasConcept C177264268 @default.
• W4383748524 hasConcept C178790620 @default.
• W4383748524 hasConcept C185592680 @default.
• W4383748524 hasConcept C192562407 @default.
• W4383748524 hasConcept C197855036 @default.
• W4383748524 hasConcept C199360897 @default.
• W4383748524 hasConcept C2776401178 @default.
• W4383748524 hasConcept C33923547 @default.
• W4383748524 hasConcept C41008148 @default.
• W4383748524 hasConcept C41895202 @default.
• W4383748524 hasConcept C48372109 @default.
• W4383748524 hasConcept C71100877 @default.
• W4383748524 hasConcept C84525736 @default.
• W4383748524 hasConcept C94375191 @default.
• W4383748524 hasConcept C97355855 @default.
• W4383748524 hasConceptScore W4383748524C105795698 @default.
• W4383748524 hasConceptScore W4383748524C11413529 @default.
• W4383748524 hasConceptScore W4383748524C121332964 @default.
• W4383748524 hasConceptScore W4383748524C138885662 @default.
• W4383748524 hasConceptScore W4383748524C139945424 @default.
• W4383748524 hasConceptScore W4383748524C154945302 @default.
• W4383748524 hasConceptScore W4383748524C177264268 @default.
• W4383748524 hasConceptScore W4383748524C178790620 @default.
• W4383748524 hasConceptScore W4383748524C185592680 @default.
• W4383748524 hasConceptScore W4383748524C192562407 @default.
• W4383748524 hasConceptScore W4383748524C197855036 @default.
• W4383748524 hasConceptScore W4383748524C199360897 @default.
• W4383748524 hasConceptScore W4383748524C2776401178 @default.
• W4383748524 hasConceptScore W4383748524C33923547 @default.
• W4383748524 hasConceptScore W4383748524C41008148 @default.
• W4383748524 hasConceptScore W4383748524C41895202 @default.
• W4383748524 hasConceptScore W4383748524C48372109 @default.
• W4383748524 hasConceptScore W4383748524C71100877 @default.
• W4383748524 hasConceptScore W4383748524C84525736 @default.
• W4383748524 hasConceptScore W4383748524C94375191 @default.
• W4383748524 hasConceptScore W4383748524C97355855 @default.
• W4383748524 hasFunder F4320321001 @default.
• W4383748524 hasFunder F4320335777 @default.
• W4383748524 hasLocation W43837485241 @default.
• W4383748524 hasOpenAccess W4383748524 @default.
• W4383748524 hasPrimaryLocation W43837485241 @default.
• W4383748524 hasRelatedWork W1976040938 @default.

• next