[HTML][HTML] Recent advances in data mining and machine learning for enhanced building energy management

X Zhou, H Du, S Xue, Z Ma - Energy, 2024 - Elsevier
Due to the recent advancements in the Internet of Things and data science techniques, a
wide range of studies have investigated the use of data mining (DM) and machine learning …

[HTML][HTML] A new framework integrating reinforcement learning, a rule-based expert system, and decision tree analysis to improve building energy flexibility

X Zhou, H Du, Y Sun, H Ren, P Cui, Z Ma - Journal of Building Engineering, 2023 - Elsevier
This study presents a new framework that integrates machine learning and a domain
knowledge-based expert system to improve building energy flexibility. In this framework, a …

Operational signature-based symbolic hierarchical clustering for building energy, operation, and efficiency towards carbon neutrality

Y Hong, S Yoon, S Choi - Energy, 2023 - Elsevier
Buildings are considered the enormous source of untapped energy efficiency potential in the
global carbon neutrality. It is necessary to ensure that buildings are energy-efficient using …

[HTML][HTML] A new data mining strategy for performance evaluation of a shared energy recovery system integrated with data centres and district heating networks

H Du, X Zhou, N Nord, Y Carden, Z Ma - Energy, 2023 - Elsevier
This study presents a new data mining strategy to discover the performance and operational
patterns of a shared energy recovery (SER) system with a data centre and a district heating …

[HTML][HTML] Quality mining in a continuous production line based on an improved genetic algorithm fuzzy support vector machine (GAFSVM)

S Khademolqorani - Computers & Industrial Engineering, 2022 - Elsevier
Nowadays, instant decision making through applying available vast raw data has been
considered as one of the main challenges in various industries. Accurate and quick …

[HTML][HTML] Analytic hierarchy process-based fuzzy post mining method for operation anomaly detection of building energy systems

C Zhang, Y Zhao, J Lu, T Li, X Zhang - Energy and Buildings, 2021 - Elsevier
Association rule mining has shown outstanding capacity in extracting operation patterns
from numerous building operational data. However, only a very small portion of them is …

Intelligent Monitoring of Transportation Processes Based on Dynamic Fuzzy PCA Analysis

A Dolgiy, S Kovalev - … on Intelligent Information Technologies for Industry, 2023 - Springer
The paper develops elements of a new eDFCA-based method for intelligent monitoring of
transportation processes. The proposed process is based on the method of reducing …

Optimal Scheduling of Ground Source Heat Pump Based on a New Variable Neighborhood Particle Swarm Optimization Algorithm

R Jia, L Wu, W Wang - 2022 41st Chinese Control Conference …, 2022 - ieeexplore.ieee.org
Aiming at the problems of low operating efficiency and high operating cost in the actual
application of the ground source heat pump system (GSHPs), a New Variable Neighborhood …