Comparative analysis on predictability of natural ventilation rate based on machine learning algorithms

A novel improved model for building energy consumption prediction based on model integration

(2020) Ran Wang et al.   APPLIED ENERGY

Thermal preference and comfort assessment in air-conditioned and naturally-ventilated university classrooms under hot and humid conditions in Brazil

(2020) Carolina Buonocore et al.   ENERGY AND BUILDINGS

Comparing machine learning algorithms in predicting thermal sensation using ASHRAE Comfort Database II

(2020) Maohui Luo et al.   ENERGY AND BUILDINGS

Using machine learning algorithms to predict occupants’ thermal comfort in naturally ventilated residential buildings

(2020) Qian Chai et al.   ENERGY AND BUILDINGS

Energy efficiency of end-user groups for personalized HVAC control in multi-zone buildings

(2020) Kwonsik Song et al.   ENERGY

Analysing natural ventilation to reduce the cooling energy consumption and the fuel poverty of social dwellings in coastal zones

(2020) David Bienvenido-Huertas et al.   APPLIED ENERGY

An assessment of the impact of natural ventilation strategies and window opening patterns in office buildings in the mediterranean basin

(2019) Eirini Kyritsi et al.   BUILDING AND ENVIRONMENT

A deep reinforcement learning-based autonomous ventilation control system for smart indoor air quality management in a subway station

(2019) SungKu Heo et al.   ENERGY AND BUILDINGS

Data-driven model for cross ventilation potential in high-density cities based on coupled CFD simulation and machine learning

(2019) Chao Ding et al.   BUILDING AND ENVIRONMENT

A review on machine learning forecasting growth trends and their real-time applications in different energy systems

(2019) Tanveer Ahmad et al.   Sustainable Cities and Society

Field measurement of natural ventilation rate in an idealised full-scale building located in a staggered urban array: Comparison between tracer gas and pressure-based methods

(2018) H.L. Gough et al.   BUILDING AND ENVIRONMENT

Optimal control of HVAC and window systems for natural ventilation through reinforcement learning

(2018) Yujiao Chen et al.   ENERGY AND BUILDINGS

Energy consumption model with energy use factors of tenants in commercial buildings using Gaussian process regression

(2018) Young Ran Yoon et al.   ENERGY AND BUILDINGS

Gradient boosting machine for modeling the energy consumption of commercial buildings

(2018) Samir Touzani et al.   ENERGY AND BUILDINGS

Assessment of thermal comfort and energy savings in a field study on adaptive comfort with application for mixed mode offices

(2018) Elena Barbadilla-Martín et al.   ENERGY AND BUILDINGS

Adaptive learning based data-driven models for predicting hourly building energy use

(2018) Liping Wang et al.   ENERGY AND BUILDINGS

A review of data-driven approaches for prediction and classification of building energy consumption

(2018) Yixuan Wei et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Achieving natural ventilation potential in practice: Control schemes and levels of automation

(2018) Yujiao Chen et al.   APPLIED ENERGY

Regression tree ensembles for wind energy and solar radiation prediction

(2017) Alberto Torres-Barrán et al.   NEUROCOMPUTING

A review of artificial intelligence based building energy use prediction: Contrasting the capabilities of single and ensemble prediction models

(2017) Zeyu Wang et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Energy saving potential of natural ventilation in China: The impact of ambient air pollution

(2016) Zheming Tong et al.   APPLIED ENERGY

Comparison of measured and simulated performance of natural displacement ventilation systems for classrooms

(2016) Nuno M. Mateus et al.   ENERGY AND BUILDINGS

Natural ventilation as energy efficient solution for achieving low-energy houses in Dubai

(2015) Hanan M. Taleb   ENERGY AND BUILDINGS

Development of prediction models for next-day building energy consumption and peak power demand using data mining techniques

(2014) Cheng Fan et al.   APPLIED ENERGY

Energy saving potential of utilizing natural ventilation under warm conditions – A case study of Mexico

(2014) Ivan Oropeza-Perez et al.   APPLIED ENERGY

Numerical analysis to determine the performance of combined variable ceiling and floor-based air distribution systems in an office room

(2013) Dong Yoon Park et al.   INDOOR AND BUILT ENVIRONMENT

Low-Carbon Housings and Indoor Air Quality

(2011) Chuck W.F. Yu et al.   INDOOR AND BUILT ENVIRONMENT

Ventilation rates and health: multidisciplinary review of the scientific literature

(2010) J. Sundell et al.   INDOOR AIR

Active low-grade energy recovery potential for building energy conservation

(2010) Di Liu et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Applying support vector machine to predict hourly cooling load in the building

(2009) Qiong Li et al.   APPLIED ENERGY

Comparison between detailed model simulation and artificial neural network for forecasting building energy consumption

(2008) Alberto Hernandez Neto et al.   ENERGY AND BUILDINGS

A review on buildings energy consumption information

(2007) Luis Pérez-Lombard et al.   ENERGY AND BUILDINGS

Energy, environment and sustainable development

(2007) Abdeen Mustafa Omer   RENEWABLE & SUSTAINABLE ENERGY REVIEWS