A comprehensive review of machine learning and IoT solutions for demand side energy management, conservation, and resilient operation

M Elsisi, M Amer, CL Su - Energy, 2023 - Elsevier
The energy consumption of major equipment in residential and industrial facilities can be
minimized through a variety of cost-effective energy-saving measures. Most saving …

Prediction and optimization of energy consumption in an office building using artificial neural network and a genetic algorithm

M Ilbeigi, M Ghomeishi, A Dehghanbanadaki - Sustainable Cities and …, 2020 - Elsevier
The aim of this study is to propose a reliable method to optimize the energy consumption of
buildings. Also, the most effective input parameters are defined which are used in the energy …

[HTML][HTML] Data-driven performance analysis of a residential building applying artificial neural network (ANN) and multi-objective genetic algorithm (GA)

A Etemad, A Shafaat, AM Bahman - Building and Environment, 2022 - Elsevier
Residential buildings account for nearly 60% of electrical energy consumption in hot
climates as in Kuwait. As a result, this study proposes a reliable multi-objective model to …

Impact of external insulation and internal thermal density upon energy consumption of buildings in a temperate climate with four distinct seasons

J Lee, J Kim, D Song, J Kim, C Jang - Renewable and Sustainable Energy …, 2017 - Elsevier
Most of the building codes for energy saving are focused on strengthening the insulation
and airtightness of the building envelope. Insulation and air tightness of the building …

Digital Twin of HVAC system (HVACDT) for multiobjective optimization of energy consumption and thermal comfort based on BIM framework with ANN-MOGA

H Hosamo, MH Hosamo, HK Nielsen… - Advances in Building …, 2023 - Taylor & Francis
This study proposes a novel Digital Twin framework of heating, ventilation, and air
conditioning (HVACDT) system to reduce energy consumption while increasing thermal …

A novel design-based optimization framework for enhancing the energy efficiency of high-rise office buildings in urban areas

K Javanroodi, VM Nik, M Mahdavinejad - Sustainable Cities and Society, 2019 - Elsevier
Designing high-rise buildings is a complex and challenging task involving several
parameters and variables. Recently, there have been major attempts to design the overall …

Energy performance optimisation of building envelope retrofit through integrated orthogonal arrays with data envelopment analysis

HX Li, Y Li, B Jiang, L Zhang, X Wu, J Lin - Renewable energy, 2020 - Elsevier
Retrofitting building envelopes is regarded as an effective solution that can help commercial
and individual investors offset daily power usage. However, it is worthwhile to explore a …

Energy and economic performance assessment of efficiency measures in zero-energy office buildings in Greece

P Pallis, K Braimakis, TC Roumpedakis… - Building and …, 2021 - Elsevier
The present study includes a combined assessment of the energy efficiency and economic
performance of energy measures in five-story existing and newly constructed office buildings …

Impacts of microclimate conditions on the energy performance of buildings in urban areas

K Javanroodi, VM Nik - Buildings, 2019 - mdpi.com
Urbanization trends have changed the morphology of cities in the past decades. Complex
urban areas with wide variations in built density, layout typology, and architectural form have …

An early-stage design optimization for office buildings' façade providing high-energy performance and daylight

Y Shahbazi, M Heydari… - Indoor and Built …, 2019 - journals.sagepub.com
The amount of received sunlight and radiant energy could affect the energy consumption in
heating, cooling and lighting systems. Utilization of natural daylight in architecture, in …