A review and reflection on open datasets of city-level building energy use and their applications

X Jin, C Zhang, F Xiao, A Li, C Miller - Energy and Buildings, 2023 - Elsevier
Data related to building energy use fuels the research and applications on building energy
efficiency, which is an essential measure to address global energy and environmental …

Review on occupancy detection and prediction in building simulation

Y Ding, S Han, Z Tian, J Yao, W Chen, Q Zhang - Building Simulation, 2022 - Springer
Energy simulation results for buildings have significantly deviated from actual consumption
because of the uncertainty and randomness of occupant behavior. Such differences are …

Interpretable building energy consumption forecasting using spectral clustering algorithm and temporal fusion transformers architecture

P Zheng, H Zhou, J Liu, Y Nakanishi - Applied Energy, 2023 - Elsevier
Accurate building energy consumption forecasting is crucial for developing efficient building
energy management systems, improving energy efficiency, and local building energy …

Occupant-centric urban building energy modeling: Approaches, inputs, and data sources-A review

S Dabirian, K Panchabikesan, U Eicker - Energy and buildings, 2022 - Elsevier
Occupant-related inputs are significant parameters that influence energy simulation
accuracy at both the building and urban levels. In most previous research works, fixed …

A review of occupant behaviour in residential buildings

BF Balvedi, E Ghisi, R Lamberts - Energy and Buildings, 2018 - Elsevier
Occupant behaviour has a direct impact on building energy consumption. A better
understanding of human-building interactions enables to describe with higher accuracy the …

Advances in the research of building energy saving

CZ Li, L Zhang, X Liang, B Xiao, VWY Tam, X Lai… - Energy and …, 2022 - Elsevier
Effectively controlling and reducing the energy consumption of buildings is the global focus.
A considerable variety of research on building energy saving (BES) had been raised in the …

[HTML][HTML] Indoor environmental quality related risk factors with energy-efficient retrofitting of housing: A literature review

M Ortiz, L Itard, PM Bluyssen - Energy and Buildings, 2020 - Elsevier
There are indications that energy-retrofitted buildings can create risks for indoor
environmental quality (IEQ) and therefore for health and comfort of occupants. A review was …

[HTML][HTML] Federated-WDCGAN: A federated smart meter data sharing framework for privacy preservation

Z Chen, J Li, L Cheng, X Liu - Applied Energy, 2023 - Elsevier
Energy consumption data are crucial for various smart energy management applications,
such as demand forecasting, customer segmentation, and energy efficiency analysis …

[HTML][HTML] Energy data generation with wasserstein deep convolutional generative adversarial networks

J Li, Z Chen, L Cheng, X Liu - Energy, 2022 - Elsevier
Residential energy consumption data and related sociodemographic information are critical
for energy demand management, including providing personalized services, ensuring …

Energy prediction techniques for large-scale buildings towards a sustainable built environment: A review

AAA Gassar, SH Cha - Energy and Buildings, 2020 - Elsevier
Building energy prediction techniques are the primary tool for moving towards sustainable
built environments. Energy prediction models play irreplaceable roles in making energy …