Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387638413> ?p ?o ?g. }
- W4387638413 endingPage "4085" @default.
- W4387638413 startingPage "4085" @default.
- W4387638413 abstract "Conventionally, the optimization of bonding process parameters requires multi-parameter repetitive experiments, the processing of data, and the characterization of complex relationships between process parameters, and performance must be achieved with the help of new technologies. This work focused on improving metal–metal bonding performance by applying SLJ experiments, finite element models (FEMs), and the Xgboost machine learning (ML) algorithm. The importance ranking of process parameters on tensile–shear strength (TSS) was evaluated with the interpretation toolkit SHAP (Shapley additive explanations) and it optimized reasonable bonding process parameters. The validity of the FEM was verified using SLJ experiments. The Xgboost models with 70 runs can achieve better prediction results. According to the degree of influence, the process parameters affecting the TSS ranked from high to low are roughness, adhesive layer thickness, and lap length, and the corresponding optimized values were 0.89 μm, 0.1 mm, and 27 mm, respectively. The experimentally measured TSS values increased by 14% from the optimized process parameters via the Xgboost model. ML methods provide a more accurate and intuitive understanding of process parameters on TSS." @default.
- W4387638413 created "2023-10-15" @default.
- W4387638413 creator A5019844570 @default.
- W4387638413 creator A5040456715 @default.
- W4387638413 creator A5052349085 @default.
- W4387638413 creator A5063346114 @default.
- W4387638413 creator A5080478930 @default.
- W4387638413 creator A5082535922 @default.
- W4387638413 creator A5086545319 @default.
- W4387638413 creator A5091857322 @default.
- W4387638413 date "2023-10-14" @default.
- W4387638413 modified "2023-10-15" @default.
- W4387638413 title "Metal–Metal Bonding Process Research Based on Xgboost Machine Learning Algorithm" @default.
- W4387638413 cites W1089261014 @default.
- W4387638413 cites W1772284827 @default.
- W4387638413 cites W1925423436 @default.
- W4387638413 cites W1966538090 @default.
- W4387638413 cites W1995521213 @default.
- W4387638413 cites W1998981951 @default.
- W4387638413 cites W2001604960 @default.
- W4387638413 cites W2010645585 @default.
- W4387638413 cites W2027180956 @default.
- W4387638413 cites W2041196070 @default.
- W4387638413 cites W2046201234 @default.
- W4387638413 cites W2048224451 @default.
- W4387638413 cites W2055469935 @default.
- W4387638413 cites W2073033825 @default.
- W4387638413 cites W2162992553 @default.
- W4387638413 cites W2222316612 @default.
- W4387638413 cites W2324397891 @default.
- W4387638413 cites W2411776635 @default.
- W4387638413 cites W2942732072 @default.
- W4387638413 cites W3005237302 @default.
- W4387638413 cites W3008606419 @default.
- W4387638413 cites W3021329414 @default.
- W4387638413 cites W3024285310 @default.
- W4387638413 cites W3155825356 @default.
- W4387638413 cites W3175320864 @default.
- W4387638413 cites W3185787251 @default.
- W4387638413 cites W3198148990 @default.
- W4387638413 cites W3206683376 @default.
- W4387638413 cites W4205780347 @default.
- W4387638413 cites W4211182742 @default.
- W4387638413 cites W4291156125 @default.
- W4387638413 cites W4293207410 @default.
- W4387638413 cites W4306377339 @default.
- W4387638413 cites W4379053301 @default.
- W4387638413 doi "https://doi.org/10.3390/polym15204085" @default.
- W4387638413 hasPublicationYear "2023" @default.
- W4387638413 type Work @default.
- W4387638413 citedByCount "0" @default.
- W4387638413 crossrefType "journal-article" @default.
- W4387638413 hasAuthorship W4387638413A5019844570 @default.
- W4387638413 hasAuthorship W4387638413A5040456715 @default.
- W4387638413 hasAuthorship W4387638413A5052349085 @default.
- W4387638413 hasAuthorship W4387638413A5063346114 @default.
- W4387638413 hasAuthorship W4387638413A5080478930 @default.
- W4387638413 hasAuthorship W4387638413A5082535922 @default.
- W4387638413 hasAuthorship W4387638413A5086545319 @default.
- W4387638413 hasAuthorship W4387638413A5091857322 @default.
- W4387638413 hasBestOaLocation W43876384131 @default.
- W4387638413 hasConcept C111919701 @default.
- W4387638413 hasConcept C112950240 @default.
- W4387638413 hasConcept C11413529 @default.
- W4387638413 hasConcept C119857082 @default.
- W4387638413 hasConcept C127413603 @default.
- W4387638413 hasConcept C135628077 @default.
- W4387638413 hasConcept C154945302 @default.
- W4387638413 hasConcept C159985019 @default.
- W4387638413 hasConcept C189430467 @default.
- W4387638413 hasConcept C192562407 @default.
- W4387638413 hasConcept C41008148 @default.
- W4387638413 hasConcept C66938386 @default.
- W4387638413 hasConcept C78519656 @default.
- W4387638413 hasConcept C98045186 @default.
- W4387638413 hasConceptScore W4387638413C111919701 @default.
- W4387638413 hasConceptScore W4387638413C112950240 @default.
- W4387638413 hasConceptScore W4387638413C11413529 @default.
- W4387638413 hasConceptScore W4387638413C119857082 @default.
- W4387638413 hasConceptScore W4387638413C127413603 @default.
- W4387638413 hasConceptScore W4387638413C135628077 @default.
- W4387638413 hasConceptScore W4387638413C154945302 @default.
- W4387638413 hasConceptScore W4387638413C159985019 @default.
- W4387638413 hasConceptScore W4387638413C189430467 @default.
- W4387638413 hasConceptScore W4387638413C192562407 @default.
- W4387638413 hasConceptScore W4387638413C41008148 @default.
- W4387638413 hasConceptScore W4387638413C66938386 @default.
- W4387638413 hasConceptScore W4387638413C78519656 @default.
- W4387638413 hasConceptScore W4387638413C98045186 @default.
- W4387638413 hasIssue "20" @default.
- W4387638413 hasLocation W43876384131 @default.
- W4387638413 hasOpenAccess W4387638413 @default.
- W4387638413 hasPrimaryLocation W43876384131 @default.
- W4387638413 hasRelatedWork W2091548507 @default.
- W4387638413 hasRelatedWork W2123786585 @default.
- W4387638413 hasRelatedWork W2188500270 @default.
- W4387638413 hasRelatedWork W2303858293 @default.
- W4387638413 hasRelatedWork W2388308431 @default.