A Review of Fault Diagnosis Methods: From Traditional Machine Learning to Large Language Model Fusion Paradigm. [PDF]
Nie Q, Geng J, Liu C.
europepmc +1 more source
Graph Neural Network‐Based Prediction of Building Energy Consumption
A graph neural network that encodes a multi‐zone building as a graph accurately predicts hourly cooling and heating loads across three distinct climates, outperforming Random Forest and XGBoost baselines and serving as a fast surrogate to EnergyPlus simulations for scalable building energy management.
Ali Maboudi Reveshti +4 more
wiley +1 more source
An explainable deep learning framework for biosensing data interpretation in biomedical engineering and real-time health diagnostics. [PDF]
Yang Z, Huang W, Zhang H.
europepmc +1 more source
Predicting concrete compressive strength using optimized deep learning and large language models. [PDF]
Zaman S +4 more
europepmc +1 more source
Nutrient-Aware Personalized Meal Recommendation Using Structured Food Knowledge and Constraint Verification. [PDF]
Fu Y, Cai L, Wu R, Kang Y, Zhao Y.
europepmc +1 more source
Physics-guided contrastive temporal graph learning for anomaly detection and root-cause localization in industrial control systems. [PDF]
Rajalakshmi M, Velmurugan T.
europepmc +1 more source
Unlocking electronic health records: a hybrid graph RAG approach to safe clinical AI for patient QA. [PDF]
Thio S, Lewis M, Denaxas S, Dobson RJB.
europepmc +1 more source
A digital twin model for grain enterprise financial shared service centers based on distributed deep learning and neural symbolic reasoning. [PDF]
Wei Y.
europepmc +1 more source

