FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4225155205> ?p ?o ?g. }

• W4225155205 endingPage "4031" @default.
• W4225155205 startingPage "4001" @default.
• W4225155205 abstract "Abstract In the present study, new methods are proposed to replace the constitutive law and the entire tangent stiffness matrix in finite element analysis by artificial neural networks (ANNs). By combining the FEM with ANN, so‐called intelligent elements are developed. First, as an extension to recent trends in model‐based material law replacement, we introduce an additional loss term corresponding to the material stiffness. This training procedure is referred to as Sobolev training and ensures that the ANN learns both the function approximating the stress behavior and its first derivative (material stiffness). In a following step, we introduce three methods to replace the entire local stiffness matrix of an element by approximating its generalized force‐displacement relations. These methods also adopt ANNs with Sobolev training procedure to predict the mentioned quantities. Since neural networks (NN) are universal function approximators, they are used to extract the stiffness information for elements undergoing plastic deformation. The focus of this work is to establish a neural network‐based FEM framework (independent of NN topology) to introduce an enhanced‐material law and in a consequent step also approximate stiffness information of truss, beam, and plate elements taking physical non‐linear behavior into account." @default.
• W4225155205 created "2022-05-01" @default.
• W4225155205 creator A5028779084 @default.
• W4225155205 creator A5046930878 @default.
• W4225155205 creator A5059506244 @default.
• W4225155205 date "2022-05-23" @default.
• W4225155205 modified "2023-09-27" @default.
• W4225155205 title "Intelligent stiffness computation for plate and beam structures by neural network enhanced finite element analysis" @default.
• W4225155205 cites W1967208733 @default.
• W4225155205 cites W1994949089 @default.
• W4225155205 cites W2022077342 @default.
• W4225155205 cites W2022139970 @default.
• W4225155205 cites W2036989106 @default.
• W4225155205 cites W2041913077 @default.
• W4225155205 cites W2064675550 @default.
• W4225155205 cites W2065966684 @default.
• W4225155205 cites W2084897902 @default.
• W4225155205 cites W2092508941 @default.
• W4225155205 cites W2133578162 @default.
• W4225155205 cites W2136848157 @default.
• W4225155205 cites W2151178494 @default.
• W4225155205 cites W2261676784 @default.
• W4225155205 cites W2587345921 @default.
• W4225155205 cites W2606434039 @default.
• W4225155205 cites W2873839375 @default.
• W4225155205 cites W2897923334 @default.
• W4225155205 cites W2901474455 @default.
• W4225155205 cites W2908963506 @default.
• W4225155205 cites W2919115771 @default.
• W4225155205 cites W2953327211 @default.
• W4225155205 cites W2964121744 @default.
• W4225155205 cites W2969744700 @default.
• W4225155205 cites W2985140349 @default.
• W4225155205 cites W3006475788 @default.
• W4225155205 cites W3025446192 @default.
• W4225155205 cites W3027561281 @default.
• W4225155205 cites W3040235575 @default.
• W4225155205 cites W3093832692 @default.
• W4225155205 cites W3135065403 @default.
• W4225155205 cites W3157884156 @default.
• W4225155205 cites W3184636400 @default.
• W4225155205 cites W4205970171 @default.
• W4225155205 doi "https://doi.org/10.1002/nme.6996" @default.
• W4225155205 hasPublicationYear "2022" @default.
• W4225155205 type Work @default.
• W4225155205 citedByCount "5" @default.
• W4225155205 countsByYear W42251552052022 @default.
• W4225155205 countsByYear W42251552052023 @default.
• W4225155205 crossrefType "journal-article" @default.
• W4225155205 hasAuthorship W4225155205A5028779084 @default.
• W4225155205 hasAuthorship W4225155205A5046930878 @default.
• W4225155205 hasAuthorship W4225155205A5059506244 @default.
• W4225155205 hasConcept C114614502 @default.
• W4225155205 hasConcept C127413603 @default.
• W4225155205 hasConcept C135628077 @default.
• W4225155205 hasConcept C14198674 @default.
• W4225155205 hasConcept C154945302 @default.
• W4225155205 hasConcept C168834538 @default.
• W4225155205 hasConcept C173534245 @default.
• W4225155205 hasConcept C178295079 @default.
• W4225155205 hasConcept C184720557 @default.
• W4225155205 hasConcept C2779372316 @default.
• W4225155205 hasConcept C28826006 @default.
• W4225155205 hasConcept C33923547 @default.
• W4225155205 hasConcept C41008148 @default.
• W4225155205 hasConcept C50644808 @default.
• W4225155205 hasConcept C6213913 @default.
• W4225155205 hasConcept C66938386 @default.
• W4225155205 hasConceptScore W4225155205C114614502 @default.
• W4225155205 hasConceptScore W4225155205C127413603 @default.
• W4225155205 hasConceptScore W4225155205C135628077 @default.
• W4225155205 hasConceptScore W4225155205C14198674 @default.
• W4225155205 hasConceptScore W4225155205C154945302 @default.
• W4225155205 hasConceptScore W4225155205C168834538 @default.
• W4225155205 hasConceptScore W4225155205C173534245 @default.
• W4225155205 hasConceptScore W4225155205C178295079 @default.
• W4225155205 hasConceptScore W4225155205C184720557 @default.
• W4225155205 hasConceptScore W4225155205C2779372316 @default.
• W4225155205 hasConceptScore W4225155205C28826006 @default.
• W4225155205 hasConceptScore W4225155205C33923547 @default.
• W4225155205 hasConceptScore W4225155205C41008148 @default.
• W4225155205 hasConceptScore W4225155205C50644808 @default.
• W4225155205 hasConceptScore W4225155205C6213913 @default.
• W4225155205 hasConceptScore W4225155205C66938386 @default.
• W4225155205 hasIssue "17" @default.
• W4225155205 hasLocation W42251552051 @default.
• W4225155205 hasOpenAccess W4225155205 @default.
• W4225155205 hasPrimaryLocation W42251552051 @default.
• W4225155205 hasRelatedWork W109263083 @default.
• W4225155205 hasRelatedWork W18139121 @default.
• W4225155205 hasRelatedWork W2072828983 @default.
• W4225155205 hasRelatedWork W2378496367 @default.
• W4225155205 hasRelatedWork W2384697501 @default.
• W4225155205 hasRelatedWork W2525059290 @default.
• W4225155205 hasRelatedWork W2999870925 @default.
• W4225155205 hasRelatedWork W4285592458 @default.
• W4225155205 hasRelatedWork W4320729678 @default.
• W4225155205 hasRelatedWork W35407611 @default.

• next