3 papers
cs.AI2024
Large Language Model-Based Interpretable Machine Learning Control in Building Energy Systems
Liang Zhang, Zhelun Chen
The potential of Machine Learning Control (MLC) in HVAC systems is hindered by its opaque nature and inference mechanisms, which is challenging for users and modelers to fully comp…
cs.HC2024
Advancing Building Energy Modeling with Large Language Models: Exploration and Case Studies
Liang Zhang, Zhelun Chen, Vitaly Ford
The rapid progression in artificial intelligence has facilitated the emergence of large language models like ChatGPT, offering potential applications extending into specialized eng…
cs.SE2024
Scaling Data-Driven Building Energy Modelling using Large Language Models
Sunil Khadka, Liang Zhang
Building Management System (BMS) through a data-driven method always faces data and model scalability issues. We propose a methodology to tackle the scalability challenges associat…