Machine learning modelling for predicting non-domestic buildings energy performance: A model to support deep energy retrofit decision-making

Multi-objective optimisation framework for designing office windows: quality of view, daylight and energy efficiency

(2020) Peiman Pilechiha et al.   APPLIED ENERGY

Data driven model improved by multi-objective optimisation for prediction of building energy loads

(2020) Saleh Seyedzadeh et al.   AUTOMATION IN CONSTRUCTION

UK building thermal performance from industrial and governmental perspectives

(2019) J. Ling-Chin et al.   APPLIED ENERGY

EDeSSOpt – Energy Demand and Supply Simultaneous Optimization for cost-optimized design: Application to a multi-family building

(2019) Maria Ferrara et al.   APPLIED ENERGY

A new comprehensive framework for the multi-objective optimization of building energy design: Harlequin

(2019) Fabrizio Ascione et al.   APPLIED ENERGY

Tuning machine learning models for prediction of building energy loads

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

Random Forest based hourly building energy prediction

(2018) Zeyu Wang et al.   ENERGY AND BUILDINGS

Predictive modeling for US commercial building energy use: A comparison of existing statistical and machine learning algorithms using CBECS microdata

(2018) Hengfang Deng et al.   ENERGY AND BUILDINGS

Passive design optimization of newly-built residential buildings in Shanghai for improving indoor thermal comfort while reducing building energy demand

(2018) Shaoqing Gou et al.   ENERGY AND BUILDINGS

Feature selection approaches for predictive modelling of groundwater nitrate pollution: An evaluation of filters, embedded and wrapper methods

(2018) V.F. Rodriguez-Galiano et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Artificial neural network decision support tool for assessment of the energy performance and the refurbishment actions for the non-residential building stock in Southern Italy

(2017) Marco Beccali et al.   ENERGY

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 computational multi-objective optimization method to improve energy efficiency and thermal comfort in dwellings

(2017) Facundo Bre et al.   ENERGY AND BUILDINGS

Evaluation of tree-based ensemble learning algorithms for building energy performance estimation

(2017) Sokratis Papadopoulos et al.   Journal of Building Performance Simulation

An exergy-based multi-objective optimisation model for energy retrofit strategies in non-domestic buildings

(2016) Iván García Kerdan et al.   ENERGY

Application of neural networks for evaluating energy performance certificates of residential buildings

(2016) Fazel Khayatian et al.   ENERGY AND BUILDINGS

Evaluating energy performance in non-domestic buildings: A review

(2016) E.H. Borgstein et al.   ENERGY AND BUILDINGS

Simulation-based model predictive control by the multi-objective optimization of building energy performance and thermal comfort

(2016) Fabrizio Ascione et al.   ENERGY AND BUILDINGS

Commercial Building Energy Saver: An energy retrofit analysis toolkit

(2015) Tianzhen Hong et al.   APPLIED ENERGY

Multi-objective optimization of a nearly zero-energy building based on thermal and visual discomfort minimization using a non-dominated sorting genetic algorithm (NSGA-II)

(2015) Salvatore Carlucci et al.   ENERGY AND BUILDINGS

A new methodology for cost-optimal analysis by means of the multi-objective optimization of building energy performance

(2015) Fabrizio Ascione et al.   ENERGY AND BUILDINGS

Application of multi-objective genetic algorithm to optimize energy efficiency and thermal comfort in building design

(2015) Wei Yu et al.   ENERGY AND BUILDINGS

An original tool for checking energy performance and certification of buildings by means of Artificial Neural Networks

(2014) C. Buratti et al.   APPLIED ENERGY

Multi-objective optimization for building retrofit: A model using genetic algorithm and artificial neural network and an application

(2014) Ehsan Asadi et al.   ENERGY AND BUILDINGS

Development of a new energy efficiency rating system for existing residential buildings

(2014) Choongwan Koo et al.   ENERGY POLICY

A review of methods to match building energy simulation models to measured data

(2014) Daniel Coakley et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Integrating economic considerations with operational and embodied emissions into a decision support system for the optimal ranking of building retrofit options

(2013) T. Ibn-Mohammed et al.   BUILDING AND ENVIRONMENT

Improved benchmarking comparability for energy consumption in schools

(2013) Sung-Min Hong et al.   BUILDING RESEARCH AND INFORMATION

A multi-objective optimization model for building retrofit strategies using TRNSYS simulations, GenOpt and MATLAB

(2012) Ehsan Asadi et al.   BUILDING AND ENVIRONMENT

Multivariate regression as an energy assessment tool in early building design

(2012) Janelle S. Hygh et al.   BUILDING AND ENVIRONMENT

The use of building energy certificates to reduce energy consumption in European public buildings

(2012) Richard Bull et al.   ENERGY AND BUILDINGS

Accurate quantitative estimation of energy performance of residential buildings using statistical machine learning tools

(2012) Athanasios Tsanas et al.   ENERGY AND BUILDINGS

Quantitative energy performance assessment methods for existing buildings

(2012) Shengwei Wang et al.   ENERGY AND BUILDINGS

Building performance evaluation and certification in the UK: Is SAP fit for purpose?

(2012) Scott Kelly et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Optimization of energy consumption for soybean production using Data Envelopment Analysis (DEA) approach

(2011) Seyed Hashem Mousavi-Avval et al.   APPLIED ENERGY

Multi-objective optimization for building retrofit strategies: A model and an application

(2011) Ehsan Asadi et al.   ENERGY AND BUILDINGS

Empirical comparison of tree ensemble variable importance measures

(2010) Lidia Auret et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

A multi-objective decision model for the improvement of energy efficiency in buildings

(2010) Christina Diakaki et al.   ENERGY

Artificial neural networks for energy analysis of office buildings with daylighting

(2009) S.L. Wong et al.   APPLIED ENERGY

Multi-criteria evaluation for the optimal adoption of distributed residential energy systems in Japan

(2009) Hongbo Ren et al.   ENERGY POLICY

Benchmarking the performance of building energy management using data envelopment analysis

(2008) Wen-Shing Lee et al.   APPLIED THERMAL ENGINEERING

Towards a multi-objective optimization approach for improving energy efficiency in buildings

(2008) Christina Diakaki et al.   ENERGY AND BUILDINGS

Application of the analytic hierarchy process (AHP) in multi-criteria analysis of the selection of intelligent building systems

(2007) Johnny K.W. Wong et al.   BUILDING AND ENVIRONMENT