Research graph
References from Automated structural analysis model generation for PSC-I girder bridges using an ontology-grounded GraphRAG and prompt engineering framework. Local targets link to admitted publications; unresolved targets remain external evidence.
Ontology-driven database for integrating bridge data from multiple open sources
10.35490/ec3.2025.341 · 2025 · External reference
Multi-agent large language model framework for code-compliant automated design of reinforced concrete structures
10.1016/j.autcon.2025.106331 · 2025 · External reference
A master digital model for suspension bridges
10.3390/app10217666 · 2020 · External reference
ALL-FEM: agentic large language models fine-tuned for finite element methods
2026 · External reference
From local to global: a graph rag approach to query-focused summarization
2024 · External reference
Automation of structural health monitoring (SHM) system of a bridge using BIMification approach and BIM-based finite element model development
2023 · External reference
A lightweight large language model-based multi-agent system for 2D frame structural analysis
2025 · External reference
Graph-based method for extracting spatial information from semi-formal text to derive 3D bridge and damage models from legacy maintenance data
10.1016/j.autcon.2025.106418 · 2025 · External reference
Integration of BIM-related bridge information in an ontological knowledgebase
2023 · External reference
AutoFEA: enhancing AI Copilot by integrating finite element analysis using large language models with graph neural networks
2025 · External reference
Isogeometric analysis: CAD, finite elements, NURBS, exact geometry and mesh refinement
10.1016/j.cma.2004.10.008 · 2005 · External reference
An automatic generation method of finite element model based on BIM and ontology
10.3390/buildings12111949 · 2022 · External reference
Ontologies in digital twins: a systematic literature review
10.1016/j.future.2023.12.013 · 2024 · External reference
Can ChatGPT implement finite element models for geotechnical engineering applications?
10.1002/nag.3956 · 2025 · External reference
Document GraphRAG: knowledge graph enhanced retrieval augmented generation for document question answering within the manufacturing domain
10.3390/electronics14112102 · 2025 · External reference
Comprehensive digital twin for infrastructure: a novel ontology and graph-based modelling paradigm
10.1016/j.aei.2024.102747 · 2024 · External reference
Integrating large language models for automated structural analysis
2025 · External reference
BIM-based semantic enrichment and knowledge graph generation via geometric relation checking
10.1016/j.autcon.2025.106081 · 2025 · External reference
Knowledge graph-extended retrieval augmented generation for question answering
10.1007/s10489-025-06885-5 · 2025 · External reference
A large language model-empowered agent for reliable and robust structural analysis
2025 · External reference
A large language model-driven framework for automated bridge specification generation and simulation validation
10.1016/j.cacaie.2026.100014 · 2026 · External reference
OpenSees: a framework for earthquake engineering simulation
10.1109/mcse.2011.66 · 2011 · External reference
The protégé project: a look back and a look forward
10.1145/2757001.2757003 · 2015 · External reference
MechAgents: large language model multi-agent collaborations can solve mechanics problems, generate new data, and integrate knowledge
10.1016/j.eml.2024.102131 · 2024 · External reference
Assessing ChatGPT for coding finite element methods
10.1615/jmachlearnmodelcomput.2023049326 · 2023 · External reference
FeaGPT: an end-to-end agentic-AI for finite element analysis
2025 · External reference
Digital twin models for management of key performance of prestressed concrete bridges
10.1016/j.engstruct.2025.121686 · 2026 · External reference
Unsupervised online anomaly detection in road bridges from single-point acceleration data
2025 · External reference
An approach to automatic building information modeling-based generation of finite element models of different complexity and finite element dimensionality
10.3390/buildings15020171 · 2025 · External reference
Development of a bridge maintenance system for prestressed concrete bridges using 3D digital twin model
10.1080/15732479.2019.1620789 · 2019 · External reference
Data-driven modeling algorithms for cable-stayed bridges considering mechanical behavior
10.3390/app11052266 · 2021 · External reference
Enhancing open BIM interoperability: automated generation of a structural model from an architectural model
10.3390/buildings14082475 · 2024 · External reference
Collaboration dynamics and reliability challenges of multi-agent LLM systems in finite element analysis
2024 · External reference
Ontology for holistic building performance modeling and analysis
10.1016/j.autcon.2025.106197 · 2025 · External reference
Research on the construction and application of retrieval enhanced generation (RAG) model based on knowledge graph
2025 · External reference
Opstool: a Python library for OpenSeesPy analysis automation, streamlined pre- and post-processing, and enhanced data visualization
10.1016/j.softx.2025.102126 · 2025 · External reference
An enhanced information retrieval method based on ontology for bridge inspection
10.3390/app122010599 · 2022 · External reference
Can ChatGPT implement finite element models for geotechnical engineering applications?
10.1002/nag.3956 · ExternalCitation · doi-reference
Knowledge graph-extended retrieval augmented generation for question answering
10.1007/s10489-025-06885-5 · ExternalCitation · doi-reference
Comprehensive digital twin for infrastructure: a novel ontology and graph-based modelling paradigm
10.1016/j.aei.2024.102747 · ExternalCitation · doi-reference
BIM-based semantic enrichment and knowledge graph generation via geometric relation checking
10.1016/j.autcon.2025.106081 · ExternalCitation · doi-reference
Ontology for holistic building performance modeling and analysis
10.1016/j.autcon.2025.106197 · ExternalCitation · doi-reference
Multi-agent large language model framework for code-compliant automated design of reinforced concrete structures
10.1016/j.autcon.2025.106331 · ExternalCitation · doi-reference
Graph-based method for extracting spatial information from semi-formal text to derive 3D bridge and damage models from legacy maintenance data
10.1016/j.autcon.2025.106418 · ExternalCitation · doi-reference
A large language model-driven framework for automated bridge specification generation and simulation validation
10.1016/j.cacaie.2026.100014 · ExternalCitation · doi-reference
Isogeometric analysis: CAD, finite elements, NURBS, exact geometry and mesh refinement
10.1016/j.cma.2004.10.008 · ExternalCitation · doi-reference
MechAgents: large language model multi-agent collaborations can solve mechanics problems, generate new data, and integrate knowledge
10.1016/j.eml.2024.102131 · ExternalCitation · doi-reference
Digital twin models for management of key performance of prestressed concrete bridges
10.1016/j.engstruct.2025.121686 · ExternalCitation · doi-reference
Ontologies in digital twins: a systematic literature review
10.1016/j.future.2023.12.013 · ExternalCitation · doi-reference
Opstool: a Python library for OpenSeesPy analysis automation, streamlined pre- and post-processing, and enhanced data visualization
10.1016/j.softx.2025.102126 · ExternalCitation · doi-reference
Development of a bridge maintenance system for prestressed concrete bridges using 3D digital twin model
10.1080/15732479.2019.1620789 · ExternalCitation · doi-reference
OpenSees: a framework for earthquake engineering simulation
10.1109/mcse.2011.66 · ExternalCitation · doi-reference
The protégé project: a look back and a look forward
10.1145/2757001.2757003 · ExternalCitation · doi-reference
Assessing ChatGPT for coding finite element methods
10.1615/jmachlearnmodelcomput.2023049326 · ExternalCitation · doi-reference
A master digital model for suspension bridges
10.3390/app10217666 · ExternalCitation · doi-reference
Data-driven modeling algorithms for cable-stayed bridges considering mechanical behavior
10.3390/app11052266 · ExternalCitation · doi-reference
An enhanced information retrieval method based on ontology for bridge inspection
10.3390/app122010599 · ExternalCitation · doi-reference
An automatic generation method of finite element model based on BIM and ontology
10.3390/buildings12111949 · ExternalCitation · doi-reference
Enhancing open BIM interoperability: automated generation of a structural model from an architectural model
10.3390/buildings14082475 · ExternalCitation · doi-reference
An approach to automatic building information modeling-based generation of finite element models of different complexity and finite element dimensionality
10.3390/buildings15020171 · ExternalCitation · doi-reference
Document GraphRAG: knowledge graph enhanced retrieval augmented generation for document question answering within the manufacturing domain
10.3390/electronics14112102 · ExternalCitation · doi-reference
Ontology-driven database for integrating bridge data from multiple open sources
10.35490/ec3.2025.341 · ExternalCitation · doi-reference
