Validation of calibrated energy models: Common errors

G Ramos Ruiz, C Fernandez Bandera - Energies, 2017 - mdpi.com
Nowadays, there is growing interest in all the smart technologies that provide us with
information and knowledge about the human environment. In the energy field, thanks to the …

Comparative study of machine learning-based multi-objective prediction framework for multiple building energy loads

XJ Luo, LO Oyedele, AO Ajayi, OO Akinade - Sustainable Cities and …, 2020 - Elsevier
Buildings are one of the significant sources of energy consumption and greenhouse gas
emission in urban areas all over the world. Lighting control and building integrated …

Novel dynamic forecasting model for building cooling loads combining an artificial neural network and an ensemble approach

L Wang, EWM Lee, RKK Yuen - Applied Energy, 2018 - Elsevier
Short-term load prediction, which forecasts a building's thermal load with a lead time ranging
from seconds to a few days, is essential for not only monitoring and controlling the system …

Calibration of building model based on indoor temperature for overheating assessment using genetic algorithm: Methodology, evaluation criteria, and case study

FM Baba, H Ge, R Zmeureanu, LL Wang - Building and Environment, 2022 - Elsevier
With the increased severity, intensity, and frequency of “heatwaves” due to climate change, it
has become imperative to study the overheating risks in existing buildings. To do so, a …

Computational tools for design, analysis, and management of residential energy systems

K Mahmud, U Amin, MJ Hossain, J Ravishankar - Applied Energy, 2018 - Elsevier
Selecting an appropriate software tool for a particular energy-management system is a
challenging task as there is little information available and several software tools to pick …

Collaborative optimization of solar-assisted air source heat pump temporal-spatial partitioned heating system in HSCW zone of China

T Li, Q Liu, Y Gong, J Xia, L Shi, Q Mao - Energy and Buildings, 2023 - Elsevier
The current heating measures used by residents in hot summer and cold winter zone have
several drawbacks such as single source and high operating costs, so there is an urgent …

[HTML][HTML] Evidence-based numerical building model enhancement and building energy efficiency evaluation in the case of Morocco

N Es-sakali, SI Kaitouni, IA Laasri, MO Mghazli… - Case Studies in Thermal …, 2023 - Elsevier
This paper presents a framework for numerical building validation enhancement based on
detailed building specifications from in-situ measurements and evidence-based validation …

Predicting air temperatures in a naturally ventilated nearly zero energy building: Calibration, validation, analysis and approaches

A O'Donovan, PD O'Sullivan, MD Murphy - Applied Energy, 2019 - Elsevier
As the cooling energy demand in buildings is set to increase dramatically in the future, the
exploitation of passive solutions like natural ventilation could prove vital in reducing the …

Robustness of energy consumption and comfort in high-performance residential building with respect to occupant behavior

J Rouleau, L Gosselin, P Blanchet - Energy, 2019 - Elsevier
Building energy simulations rely on assumptions that can affect their reliability. Occupant
behavior in particular is highly uncertain, especially for residential buildings. The great …

Development of a new multi-stage building energy model calibration methodology and validation in a public library

A Cacabelos, P Eguía, L Febrero, E Granada - Energy and Buildings, 2017 - Elsevier
Abstract Calibration of a Building Energy Model (BEM) is necessary to reduce the
discrepancies between the simulation results and real data. This research work proposes a …