Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386150360> ?p ?o ?g. }
Showing items 1 to 51 of
51
with 100 items per page.
- W4386150360 abstract "An innovative methodology that leverages artificial intelligence (AI) and graph representation for semiconductor device encoding in TCAD device simulation is proposed. A graph-based universal encoding scheme is presented that not only considers material-level and device-level embeddings, but also introduces a novel spatial relationship embedding inspired by interpolation operations typically used in finite element meshing. Universal physical laws from device simulations are leveraged for comprehensive data-driven modeling, which encompasses surrogate Poisson emulation and current-voltage (IV) prediction based on drift-diffusion model. Both are achieved using a novel graph attention network, referred to as RelGAT. Comprehensive technical details based on the device simulator Sentaurus TCAD are presented, empowering researchers to adopt the proposed AI-driven Electronic Design Automation (EDA) solution at the device level." @default.
- W4386150360 created "2023-08-26" @default.
- W4386150360 creator A5025141815 @default.
- W4386150360 creator A5043641656 @default.
- W4386150360 date "2023-08-01" @default.
- W4386150360 modified "2023-09-27" @default.
- W4386150360 title "Revolutionizing TCAD Simulations with Universal Device Encoding and Graph Attention Networks" @default.
- W4386150360 doi "https://doi.org/10.48550/arxiv.2308.11624" @default.
- W4386150360 hasPublicationYear "2023" @default.
- W4386150360 type Work @default.
- W4386150360 citedByCount "0" @default.
- W4386150360 crossrefType "posted-content" @default.
- W4386150360 hasAuthorship W4386150360A5025141815 @default.
- W4386150360 hasAuthorship W4386150360A5043641656 @default.
- W4386150360 hasBestOaLocation W43861503601 @default.
- W4386150360 hasConcept C113775141 @default.
- W4386150360 hasConcept C125411270 @default.
- W4386150360 hasConcept C132525143 @default.
- W4386150360 hasConcept C149810388 @default.
- W4386150360 hasConcept C154945302 @default.
- W4386150360 hasConcept C162324750 @default.
- W4386150360 hasConcept C41008148 @default.
- W4386150360 hasConcept C41608201 @default.
- W4386150360 hasConcept C50522688 @default.
- W4386150360 hasConcept C80444323 @default.
- W4386150360 hasConceptScore W4386150360C113775141 @default.
- W4386150360 hasConceptScore W4386150360C125411270 @default.
- W4386150360 hasConceptScore W4386150360C132525143 @default.
- W4386150360 hasConceptScore W4386150360C149810388 @default.
- W4386150360 hasConceptScore W4386150360C154945302 @default.
- W4386150360 hasConceptScore W4386150360C162324750 @default.
- W4386150360 hasConceptScore W4386150360C41008148 @default.
- W4386150360 hasConceptScore W4386150360C41608201 @default.
- W4386150360 hasConceptScore W4386150360C50522688 @default.
- W4386150360 hasConceptScore W4386150360C80444323 @default.
- W4386150360 hasLocation W43861503601 @default.
- W4386150360 hasOpenAccess W4386150360 @default.
- W4386150360 hasPrimaryLocation W43861503601 @default.
- W4386150360 hasRelatedWork W2893186803 @default.
- W4386150360 hasRelatedWork W2923818335 @default.
- W4386150360 hasRelatedWork W3035116611 @default.
- W4386150360 hasRelatedWork W3044354590 @default.
- W4386150360 hasRelatedWork W3094605108 @default.
- W4386150360 hasRelatedWork W4212923699 @default.
- W4386150360 hasRelatedWork W4226361842 @default.
- W4386150360 hasRelatedWork W4287763734 @default.
- W4386150360 hasRelatedWork W4310879833 @default.
- W4386150360 hasRelatedWork W4385279070 @default.
- W4386150360 isParatext "false" @default.
- W4386150360 isRetracted "false" @default.
- W4386150360 workType "article" @default.