Comparison of empirical modal decomposition class techniques applied in noise cancellation for building heating consumption prediction based on time-frequency …

Y Li, N Zhu, Y Hou - Energy and Buildings, 2023 - Elsevier
Abstract Empirical Modal Decomposition (EMD), and improved or modified techniques
derived from EMD, collectively referred to as Empirical Modal Decomposition class (EMDC) …

[HTML][HTML] Using an ensemble learning framework to predict residential energy consumption in the hot and humid climate of Iran

Z Qavidelfardi, M Tahsildoost, ZS Zomorodian - Energy Reports, 2022 - Elsevier
To achieve the desirable energy conservation targets, it is important to use forecasting tools
to predict the energy consumption based on several expected parameters. This study aims …

Machine learning applications for smart building energy utilization: a survey

M Huotari, A Malhi, K Främling - Archives of Computational Methods in …, 2024 - Springer
Abstract The United Nations launched sustainable development goals in 2015 that include
goals for sustainable energy. From global energy consumption, households consume 20 …

Toward ZEB: A Mathematical Programing-, Simulation-, and AHP-Based Comprehensive Framework for Building Retrofitting

S Mejjaouli - Applied Sciences, 2022 - mdpi.com
Because of their significant energy consumption and its economic and environmental
impacts, existing buildings offer decision makers opportunities and challenges at the same …

Electrical energy consumption prediction using lstm-rnn

SB Shachee, HN Latha, N Hegde Veena - Evolutionary Computing and …, 2022 - Springer
The quantity of energy that the world uses increases and with that comes skyrocketing
electricity bills and carbon dioxide emissions. Machine learning is a rapidly evolving domain …

Temporal Convolutional Neural Network-Based Cold Load Prediction for Large Office Buildings

L Zhang, W Wang, G Li… - Journal of …, 2024 - asmedigitalcollection.asme.org
With the rapid development of urbanization and popularization of large central refrigeration
and air conditioning systems, the energy consumption and carbon emissions of building …

End-to-End Management System Framework for Smart Public Buildings

I Jesus, T Pereira, P Marques, J Sousa… - 2021 IEEE Green …, 2021 - ieeexplore.ieee.org
This paper presents a project aiming to design a complete framework to measure energy
(electricity and gas) and water consumptions in a local Parish Council building and an …

[PDF][PDF] Energy Reports

Z Qavidelfardi, M Tahsildoost, ZS Zomorodian - 2022 - researchgate.net
abstract To achieve the desirable energy conservation targets, it is important to use
forecasting tools to predict the energy consumption based on several expected parameters …