Influence of data preprocessing on neural network performance for reproducing CFD simulations of non-isothermal indoor airflow distribution

Comparison of different deep neural network architectures for isothermal indoor airflow prediction

(2020) Qi Zhou et al.   Building Simulation

An ANN-based fast building energy consumption prediction method for complex architectural form at the early design stage

(2019) Ziwei Li et al.   Building Simulation

Building energy simulation coupled with CFD for indoor environment: A critical review and recent applications

(2018) Wei Tian et al.   ENERGY AND BUILDINGS

Modeling indoor air carbon dioxide concentration using artificial neural network

(2018) B. Khazaei et al.   International Journal of Environmental Science and Technology

Ventilation control strategy using low-dimensional linear ventilation models and artificial neural network

(2018) Shi-Jie Cao et al.   BUILDING AND ENVIRONMENT

Artificial neural network (ANN) based model predictive control (MPC) and optimization of HVAC systems: A state of the art review and case study of a residential HVAC system

(2017) Abdul Afram et al.   ENERGY AND BUILDINGS

Real-time traffic sign recognition based on a general purpose GPU and deep-learning

(2017) Kwangyong Lim et al.   PLoS One

Implementation of a fast fluid dynamics model in OpenFOAM for simulating indoor airflow

(2016) Wei Liu et al.   NUMERICAL HEAT TRANSFER PART A-APPLICATIONS

A systematic evaluation of accelerating indoor airflow simulations using cross-platform parallel computing

(2016) Wei Tian et al.   Journal of Building Performance Simulation

Development of a fast fluid dynamics-based adjoint method for the inverse design of indoor environments

(2016) Wei Liu et al.   Journal of Building Performance Simulation

State-of-the-art methods for inverse design of an enclosed environment

(2015) Wei Liu et al.   BUILDING AND ENVIRONMENT

Temperature sensor placement optimization for VAV control using CFD–BES co-simulation strategy

(2015) Zhimin Du et al.   BUILDING AND ENVIRONMENT

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Coupling indoor airflow, HVAC, control and building envelope heat transfer in the ModelicaBuildingslibrary

(2015) Wangda Zuo et al.   Journal of Building Performance Simulation

A simulation-based inverse design of preset aircraft cabin environment

(2014) Tian-hu Zhang et al.   BUILDING AND ENVIRONMENT

Inverse design of aircraft cabin environment by coupling artificial neural network and genetic algorithm

(2014) Tian-Hu Zhang et al.   HVAC&R RESEARCH

Accelerating fast fluid dynamics with a coarse-grid projection scheme

(2014) Mingang Jin et al.   HVAC&R RESEARCH

A review on simulation-based optimization methods applied to building performance analysis

(2013) Anh-Tuan Nguyen et al.   APPLIED ENERGY

Coupling CFD-BES Simulation of a glazed office with different types of windows in Mexico City

(2013) M. Gijón-Rivera et al.   BUILDING AND ENVIRONMENT

Building energy simulation considering spatial temperature distribution for nonuniform indoor environment

(2013) Weirong Zhang et al.   BUILDING AND ENVIRONMENT

Coupled EnergyPlus and computational fluid dynamics simulation for natural ventilation

(2013) Rui Zhang et al.   BUILDING AND ENVIRONMENT

Applying neural networks to solve the inverse problem of indoor environment

(2013) Tian-hu Zhang et al.   INDOOR AND BUILT ENVIRONMENT

Airflow and temperature distribution optimization in data centers using artificial neural networks

(2013) Zhihang Song et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

On the construction and use of linear low-dimensional ventilation models

(2012) S.-J. Cao et al.   INDOOR AIR

Optimization of window-openings design for thermal comfort in naturally ventilated buildings

(2011) G.M. Stavrakakis et al.   APPLIED MATHEMATICAL MODELLING

Research on a dynamic simulation method of atrium thermal environment based on neural network

(2011) Rong Qin et al.   BUILDING AND ENVIRONMENT

Energy consumption analysis intended for real office space with energy recovery ventilator by integrating BES and CFD approaches

(2011) Yunqing Fan et al.   BUILDING AND ENVIRONMENT

Optimum design for indoor humidity by coupling Genetic Algorithm with transient simulation based on Contribution Ratio of Indoor Humidity and Climate analysis

(2011) Hong Huang et al.   ENERGY AND BUILDINGS

Air temperature fields inside refrigeration cabins: A comparison of results from CFD and ANN modelling

(2010) C. Conceição António et al.   APPLIED THERMAL ENGINEERING

Distributions of respiratory contaminants from a patient with different postures and exhaling modes in a single-bed inpatient room

(2010) Yonggao Yin et al.   BUILDING AND ENVIRONMENT

Control of indoor thermal environment based on concept of contribution ratio of indoor climate

(2010) Taro Sasamoto et al.   Building Simulation

Fast and informative flow simulations in a building by using fast fluid dynamics model on graphics processing unit

(2009) Wangda Zuo et al.   BUILDING AND ENVIRONMENT

Optimization of ventilation systems in office environment, Part II: Results and discussions

(2008) Liang Zhou et al.   BUILDING AND ENVIRONMENT

Optimization of ventilation system design and operation in office environment, Part I: Methodology

(2008) Liang Zhou et al.   BUILDING AND ENVIRONMENT

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

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

Real-time or faster-than-real-time simulation of airflow in buildings

(2008) W. Zuo et al.   INDOOR AIR