[HTML][HTML] Domain-specific large language models for fault diagnosis of heating, ventilation, and air conditioning systems by labeled-data-supervised fine-tuning

J Zhang, C Zhang, J Lu, Y Zhao - Applied Energy, 2025 - Elsevier
Large language models (LLMs) have exhibited great potential in fault diagnosis of heating,
ventilation, and air conditioning systems. However, the fault diagnosis accuracy of LLMs is …

Exploring automated energy optimization with unstructured building data: A multi-agent based framework leveraging large language models

T **ao, P Xu - Energy and Buildings, 2024 - Elsevier
The building sector is a significant energy consumer, making building energy optimization
crucial for reducing energy demand. Automating energy optimization tasks eases the …

Deep generative models in energy system applications: Review, challenges, and future directions

X Zhang, A Glaws, A Cortiella, P Emami, RN King - Applied Energy, 2025 - Elsevier
In recent years, with the advent of mature machine learning products like ChatGPT, Stable
Diffusion, and Sora, the world has witnessed tremendous changes driven by the rapid …

Large language models for building energy applications: Opportunities and challenges

M Liu, L Zhang, J Chen, WA Chen, Z Yang, LJ Lo… - Building …, 2025 - Springer
Large language models (LLMs) are gaining attention due to their potential to enhance
efficiency and sustainability in the building domain, a critical area for reducing global carbon …

Self-attention variational autoencoder-based method for incomplete model parameter imputation of digital twin building energy systems

J Lu, C Zhang, B Li, Y Zhao, R Choudhary… - Energy and …, 2025 - Elsevier
Digital twin models serve as the most crucial foundation for estimating the expected
conservation effects of building energy systems. The establishment of digital twin models …

Prefabricated Buildings for Smart Cities: A Literature Survey

X Hu, J Shen, Z Ma - … Conference on Advanced Cloud and Big …, 2024 - ieeexplore.ieee.org
Prefabricated buildings are becoming a focal point in smart city development indebted to
their many advantages. To assess the current research status of prefabricated buildings and …

[PDF][PDF] Towards Digital Twin-based Operation and Maintenance: A Virtual Assistant Framework for Creating Guidelines According to Managers' Requirements

S Bao, H Bu - 2024 - ceur-ws.org
Abstract Successful implementation of Digital Twin (DT) technology in Operation and
Maintenance (O&M) requires deep DT knowledge and extensive O&M experience. To …

[PDF][PDF] Implementation of a Large Language Model for the Interpretation of the Colombian Aeronautical Regulations.

AM Rosales Cabezas, DS Traslavina Navarrete - 2024 - repository.libertadores.edu.co
The aviation industry in Colombia, essential to the country's economy, is regulated by the
extensive and complex Colombian Aeronautical Regulation (RAC). The application of Large …