Physics-guided LSTM model for heat load prediction of buildings

Y Wang, C Zhan, G Li, D Zhang, X Han - Energy and Buildings, 2023 - Elsevier
The thermal process of heating buildings is characterized by the multivariable, nonlinear,
and large time lag. Accurately predicting building heat loads is crucial for regulating building …

[HTML][HTML] Finnish energy renovation subsidies in multifamily apartment buildings: Lessons learnt and best practices

H Hajian, P Pylsy, R Simson, K Ahmed, P Sankelo… - Energy and …, 2024 - Elsevier
This study analysed renovation measures implemented with ARA renovation subsidy in
Finland in multifamily apartment buildings. Measured energy data was used to calibrate the …

[HTML][HTML] Multi-criteria evaluation of novel multi-objective model predictive control method for indoor thermal comfort

P Hua, H Wang, Z Xie, R Lahdelma - Energy, 2024 - Elsevier
We proposed a novel multi-objective model predictive control (MPC) approach based on a
straightforward internal prediction model to achieve building energy efficiency and maintain …

Estimating indoor air temperature by obtaining outdoor building window surface temperature using infrared technology: An exploratory approach

T Jiang, F Hao, X Chen, Z Zou, S Zheng, Y Liu… - Building and …, 2024 - Elsevier
The determination of the indoor air temperature is necessary for evaluating human comfort,
health, and living conditions. Existing measuring methods require entering a room, which …

Comparison of algorithms for heat load prediction of buildings

Y Wang, C Zhan, G Li, S Ren - Energy, 2024 - Elsevier
Achieving precision in the prediction of buildings' dynamic heat load is crucial for the
advancement of smart heating systems. This research highlights the urgent need to enhance …

Heating sizing power reduction in buildings connected to district heating with dynamically controlled DHW setback and flow limiters

H Hajian, R Simson, J Kurnitski - Energies, 2022 - mdpi.com
Space Heating (SH) substations in District Heating-based (DH) systems are typically
dimensioned at the design outdoor temperature without accounting for internal and solar …

Statistical analysis of the variability of energy efficiency indicators for a multi-family residential building

A Życzyńska, Z Suchorab, D Majerek, V Motuzienė - Energies, 2022 - mdpi.com
During the building design phase, a lot of attention is paid to the thermal properties of the
external envelopes. New regulations are introduced to improve energy efficiency of a …

A novel temperature prediction method in complex indoor environments based on parameter estimation

Z Wang, J Yang, E Chen, S Shen - Numerical Heat Transfer, Part A …, 2024 - Taylor & Francis
This article proposes a novel temperature prediction technique for complex indoor
environments based on parameter estimation. The method utilizes the Boussinesq …

[PDF][PDF] The possibility of reducing power peaks through a temporary reduction in central heating system power-simulations in IDA ICE

A Zahiti - 2023 - oda.oslomet.no
In recent times there has been a trend of electrification worldwide, as large parts of the world
move away from the use of fossil fuels. This shift is of significant importance, particularly …