The role of sensitivity analysis in the building performance analysis: A critical review
A building system is highly nonlinear and commonly includes a variety of parameters
ranging from the architectural design to the building mechanical and energy system. Serving …
ranging from the architectural design to the building mechanical and energy system. Serving …
Life Cycle Assessment of building stocks from urban to transnational scales: A review
Buildings are responsible for a large share of the energy consumption and environmental
impacts worldwide. An assessment of the energy demand and environmental performance …
impacts worldwide. An assessment of the energy demand and environmental performance …
Sensitivity analysis of building energy performance: A simulation-based approach using OFAT and variance-based sensitivity analysis methods
N Delgarm, B Sajadi, K Azarbad, S Delgarm - Journal of Building …, 2018 - Elsevier
In this research, one-factor-at-a-time (OFAT) and variance-based sensitivity analysis
methods integrate with EnergyPlus through MATLAB to define predominant variables …
methods integrate with EnergyPlus through MATLAB to define predominant variables …
Data-driven multi-step robust prediction of TBM attitude using a hybrid deep learning approach
K Wang, X Wu, L Zhang, X Song - Advanced Engineering Informatics, 2023 - Elsevier
A robust multi-step TBM attitude prediction approach named convolutional gated-recurrent-
unit neural network (C-GRU) is proposed in this research and the random balance design …
unit neural network (C-GRU) is proposed in this research and the random balance design …
A parametric sensitivity analysis of the influence of urban form on domestic energy consumption for heating and cooling in a Mediterranean city
A Vartholomaios - Sustainable cities and society, 2017 - Elsevier
The study presents the results of a parametric analysis of the impact of urban form on
domestic energy consumption for heating and cooling. Three urban typologies, the pavilion …
domestic energy consumption for heating and cooling. Three urban typologies, the pavilion …
Regression-based sensitivity analysis and multi-objective optimisation of energy performance and thermal comfort: Building envelope design in hot arid urban context
Previous research has established that energy demand of buildings in street canyons are
affected by the surrounding urban physical characteristics. This suggests that it is possible to …
affected by the surrounding urban physical characteristics. This suggests that it is possible to …
Prediction and optimization of heating and cooling loads for low energy buildings in Morocco: An application of hybrid machine learning methods
N Abdou, Y El Mghouchi, K Jraida, S Hamdaoui… - Journal of Building …, 2022 - Elsevier
In this paper, a metamodel-based approach involving simulation data collection and data-
driven techniques was used to forecast and optimize heating and cooling loads in three …
driven techniques was used to forecast and optimize heating and cooling loads in three …
Energy-saving potential of deeply retrofitting building enclosures of traditional courtyard houses–A case study in the Chinese Hot-Summer-Cold-Winter zone
M Zhao, SR Mehra, HM Künzel - Building and environment, 2022 - Elsevier
It is increasingly believed that energy retrofits are a protection tool to preserve cultural
heritage for future generations. However, few studies are available regarding the deep …
heritage for future generations. However, few studies are available regarding the deep …
Estimating and minimizing embodied carbon of prefabricated high-rise residential buildings considering parameter, scenario and model uncertainties
Carbon emissions associated with high-rise buildings are expected to grow with the
increasing population in high-density cities. As an environmentally friendly construction …
increasing population in high-density cities. As an environmentally friendly construction …
[HTML][HTML] A comprehensive review and sensitivity analysis of the factors affecting the performance of buildings equipped with Variable Refrigerant Flow system in …
Abstract Variable Refrigerant Flow (VRF) systems are becoming increasingly popular in
commercial and residential buildings due to their flexibility and efficiency. Building design …
commercial and residential buildings due to their flexibility and efficiency. Building design …