A machine-learning-based method for thermal design optimization of residential buildings in highly urbanized areas of Turkey

Uncertainty calibration of building energy models by combining approximate Bayesian computation and machine learning algorithms

(2020) Chuanqi Zhu et al.   APPLIED ENERGY

A bi-directional missing data imputation scheme based on LSTM and transfer learning for building energy data

(2020) Jun Ma et al.   ENERGY AND BUILDINGS

A machine-learning-based approach to predict residential annual space heating and cooling loads considering occupant behaviour

(2020) Xinyi Li et al.   ENERGY

Open data and energy analytics - An analysis of essential information for energy system planning, design and operation

(2020) Massimiliano Manfren et al.   ENERGY

Energy ımpact and eco-effıcıencyof the envelope ınsulatıon ın resıdentıal buıldıngs ın Turkey

(2019) Duygu Evin et al.   APPLIED THERMAL ENGINEERING

Surrogate modelling for sustainable building design - A review

(2019) Paul Westermann et al.   ENERGY AND BUILDINGS

Tuning machine learning models for prediction of building energy loads

(2019) Saleh Seyedzadeh et al.   Sustainable Cities and Society

Developing surrogate ANN for selecting near-optimal building energy renovation methods considering energy consumption, LCC and LCA

(2019) Seyed Amirhosain Sharif et al.   Journal of Building Engineering

Impact of climate change on the existing residential building stock in Turkey: An analysis on energy use, greenhouse gas emissions and occupant comfort

(2019) Ipek Gürsel Dino et al.   RENEWABLE ENERGY

Slope stability prediction for circular mode failure using gradient boosting machine approach based on an updated database of case histories

(2019) Jian Zhou et al.   SAFETY SCIENCE

A meta-model-based optimization approach for fast and reliable calibration of building energy models

(2019) Jianli Chen et al.   ENERGY

Deep-learning neural-network architectures and methods: Using component-based models in building-design energy prediction

(2018) Sundaravelpandian Singaravel et al.   ADVANCED ENGINEERING INFORMATICS

Integrated energy performance optimization of a passively designed high-rise residential building in different climatic zones of China

(2018) Xi Chen et al.   APPLIED ENERGY

A comparison of six metamodeling techniques applied to building performance simulations

(2018) Torben Østergård et al.   APPLIED ENERGY

On the performance of meta-models in building design optimization

(2018) A. Prada et al.   APPLIED ENERGY

On the Effects of Variation of Thermal Conductivity in Buildings in the Italian Construction Sector

(2018) Umberto Berardi et al.   Energies

Gradient boosting machine for modeling the energy consumption of commercial buildings

(2018) Samir Touzani et al.   ENERGY AND BUILDINGS

A comparison of methods for uncertainty and sensitivity analysis applied to the energy performance of new commercial buildings

(2018) Lisa Rivalin et al.   ENERGY AND BUILDINGS

A review of uncertainty analysis in building energy assessment

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

Artificial neural networks to predict energy performance and retrofit scenarios for any member of a building category: A novel approach

(2017) Fabrizio Ascione et al.   ENERGY

A metamodel for building energy performance

(2017) Issa Jaffal et al.   ENERGY AND BUILDINGS

Sequential early-design guidance for residential single-family buildings using a probabilistic metamodel of energy consumption

(2017) Joshua Hester et al.   ENERGY AND BUILDINGS

Optimization of building envelope design for nZEBs in Mediterranean climate: Performance analysis of residential case study

(2016) Fabrizio Ascione et al.   APPLIED ENERGY

Understanding how roadside concentrations of NO x are influenced by the background levels, traffic density, and meteorological conditions using Boosted Regression Trees

(2016) Arwa Sayegh et al.   ATMOSPHERIC ENVIRONMENT

A performance comparison of multi-objective optimization algorithms for solving nearly-zero-energy-building design problems

(2016) Mohamed Hamdy et al.   ENERGY AND BUILDINGS

A review on building energy efficient design optimization rom the perspective of architects

(2016) Xing Shi et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Building simulations supporting decision making in early design – A review

(2016) Torben Østergård et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

An integrated energy–emergy approach to building form optimization: Use of EnergyPlus, emergy analysis and Taguchi-regression method

(2015) Hwang Yi et al.   BUILDING AND ENVIRONMENT

Metamodeling the heating and cooling energy needs and simultaneous building envelope optimization for low energy building design in Morocco

(2015) Zaid Romani et al.   ENERGY AND BUILDINGS

A multi-objective feedback approach for evaluating sequential conceptual building design decisions

(2014) John P. Basbagill et al.   AUTOMATION IN CONSTRUCTION

Using probabilistic sampling-based sensitivity analyses for indoor air quality modelling

(2014) Payel Das et al.   BUILDING AND ENVIRONMENT

Modeling heating and cooling loads by artificial intelligence for energy-efficient building design

(2014) Jui-Sheng Chou et al.   ENERGY AND BUILDINGS

Comparative study of metamodelling techniques in building energy simulation: Guidelines for practitioners

(2014) Liesje Van Gelder et al.   SIMULATION MODELLING PRACTICE AND THEORY

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

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

Gradient boosting machines, a tutorial

(2013) Alexey Natekin et al.   Frontiers in Neurorobotics

A methodology for meta-model based optimization in building energy models

(2011) Bryan Eisenhower et al.   ENERGY AND BUILDINGS

Multiple regression models for energy use in air-conditioned office buildings in different climates

(2010) Joseph C. Lam et al.   ENERGY CONVERSION AND MANAGEMENT

Optimization model for the selection of materials using a LEED-based green building rating system in Colombia

(2008) Daniel Castro-Lacouture et al.   BUILDING AND ENVIRONMENT