Review of urban building energy modeling (UBEM) approaches, methods and tools using qualitative and quantitative analysis

Parametric Performance Analysis and Energy Model Calibration Workflow Integration—A Scalable Approach for Buildings

(2020) Massimiliano Manfren et al.   Energies

The good, the bad, and the ugly: Data-driven load profile discord identification in a large building portfolio

(2020) June Young Park et al.   ENERGY AND BUILDINGS

Big Data for Energy Management and Energy-Efficient Buildings

(2020) Vangelis Marinakis   Energies

State-of-the-art on research and applications of machine learning in the building life cycle

(2020) Tianzhen Hong et al.   ENERGY AND BUILDINGS

A review of operational energy consumption calculation method for urban buildings

(2020) Ziwei Li et al.   Building Simulation

A data-driven approach to optimize urban scale energy retrofit decisions for residential buildings

(2020) Usman Ali 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

A methodology for calibration of building energy models at district scale using clustering and surrogate techniques

(2020) Giovanni Tardioli et al.   ENERGY AND BUILDINGS

Urban building energy modeling: State of the art and future prospects

(2020) F. Johari et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A framework for uncertainty quantification in building heat demand simulations using reduced-order grey-box energy models

(2020) Mohammad Haris Shamsi et al.   APPLIED ENERGY

A data-driven approach for multi-scale GIS-based building energy modeling for analysis, planning and support decision making

(2020) Usman Ali et al.   APPLIED ENERGY

Modelling Urban Housing Stocks for Building Energy Simulation using CityGML EnergyADE

(2019) Julian F. Rosser et al.   ISPRS International Journal of Geo-Information

Energy performance certificates — New opportunities for data-enabled urban energy policy instruments?

(2019) Oleksii Pasichnyi et al.   ENERGY POLICY

Assessment of tools for urban energy planning

(2019) Simone Ferrari et al.   ENERGY

Modeling and forecasting building energy consumption: A review of data-driven techniques

(2019) Mathieu Bourdeau et al.   Sustainable Cities and Society

An integrated data-driven framework for urban energy use modeling (UEUM)

(2019) Narjes Abbasabadi et al.   APPLIED ENERGY

Parallel computational building-chain model for rapid urban-scale energy simulation

(2019) Zhuang Zheng et al.   ENERGY AND BUILDINGS

A data-driven approach for multi-scale building archetypes development

(2019) Usman Ali et al.   ENERGY AND BUILDINGS

Review of building energy performance certification schemes towards future improvement

(2019) Y. Li et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Multi-domain urban-scale energy modelling tools: A review

(2019) Alaia Sola et al.   Sustainable Cities and Society

Ten questions on urban building energy modeling

(2019) Tianzhen Hong et al.   BUILDING AND ENVIRONMENT

A building clustering approach for urban energy simulations

(2019) Ina De Jaeger et al.   ENERGY AND BUILDINGS

How building energy models take the local climate into account in an urban context – A review

(2019) Nicolas Lauzet et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A statistics-based method to quantify residential energy consumption and stock at the city level in China: The case of the Guangdong-Hong Kong-Macao Greater Bay Area cities

(2019) Yousong Wang et al.   JOURNAL OF CLEANER PRODUCTION

Data-driven Urban Energy Simulation (DUE-S): A framework for integrating engineering simulation and machine learning methods in a multi-scale urban energy modeling workflow

(2018) Alex Nutkiewicz et al.   APPLIED ENERGY

Predicting electricity consumption for commercial and residential buildings using deep recurrent neural networks

(2018) Aowabin Rahman et al.   APPLIED ENERGY

Pattern recognition in building energy performance over time using energy benchmarking data

(2018) Sokratis Papadopoulos et al.   APPLIED ENERGY

Identification of representative buildings and building groups in urban datasets using a novel pre-processing, classification, clustering and predictive modelling approach

(2018) Giovanni Tardioli et al.   BUILDING AND ENVIRONMENT

A comprehensive overview on the data driven and large scale based approaches for forecasting of building energy demand: A review

(2018) Tanveer Ahmad et al.   ENERGY AND BUILDINGS

DUE-B: Data-driven urban energy benchmarking of buildings using recursive partitioning and stochastic frontier analysis

(2018) Zheng Yang 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

Definition of a useful minimal-set of accurately-specified input data for Building Energy Performance Simulation

(2018) James Egan et al.   ENERGY AND BUILDINGS

A review on occupant behavior in urban building energy models

(2018) Gabriel Happle 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

A review of data-driven building energy consumption prediction studies

(2018) Kadir Amasyali et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Benchmarks for environmental impact of housing in Europe: Definition of archetypes and LCA of the residential building stock

(2018) Monica Lavagna et al.   BUILDING AND ENVIRONMENT

Grading buildings on energy performance using city benchmarking data

(2018) Sokratis Papadopoulos et al.   APPLIED ENERGY

Development of city buildings dataset for urban building energy modeling

(2018) Yixing Chen et al.   ENERGY AND BUILDINGS

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

Novel validated method for GIS based automated dynamic urban building energy simulations

(2017) P. Nageler et al.   ENERGY

Modeling urban building energy use: A review of modeling approaches and procedures

(2017) Wenliang Li et al.   ENERGY

Demonstration of reduced-order urban scale building energy models

(2017) Mohammad Heidarinejad et al.   ENERGY AND BUILDINGS

Urban energy planning procedure for sustainable development in the built environment: A review of available spatial approaches

(2017) Sara Torabi Moghadam et al.   JOURNAL OF CLEANER PRODUCTION

Review on stochastic modeling methods for building stock energy prediction

(2017) Hyunwoo Lim et al.   Building Simulation

TEASER: an open tool for urban energy modelling of building stocks

(2017) Peter Remmen et al.   Journal of Building Performance Simulation

Development of prototypical buildings for urban scale building energy modeling: A reduced order energy model approach

(2017) Guang Yang et al.   Science and Technology for the Built Environment

Urban building energy modeling – A review of a nascent field

(2016) Christoph F. Reinhart et al.   BUILDING AND ENVIRONMENT

Urban planning and building smart cities based on the Internet of Things using Big Data analytics

(2016) M. Mazhar Rathore et al.   Computer Networks

Modeling Boston: A workflow for the efficient generation and maintenance of urban building energy models from existing geospatial datasets

(2016) Carlos Cerezo Davila et al.   ENERGY

Predicting future monthly residential energy consumption using building characteristics and climate data: A statistical learning approach

(2016) Kristopher T. Williams et al.   ENERGY AND BUILDINGS

City Energy Analyst (CEA): Integrated framework for analysis and optimization of building energy systems in neighborhoods and city districts

(2016) Jimeno A. Fonseca et al.   ENERGY AND BUILDINGS

Integrated model for characterization of spatiotemporal building energy consumption patterns in neighborhoods and city districts

(2015) Jimeno A. Fonseca et al.   APPLIED ENERGY

Commercial Building Energy Saver: An energy retrofit analysis toolkit

(2015) Tianzhen Hong et al.   APPLIED ENERGY

Fault detection analysis using data mining techniques for a cluster of smart office buildings

(2015) Alfonso Capozzoli et al.   EXPERT SYSTEMS WITH APPLICATIONS

Building-stock aggregation through archetype buildings: France, Germany, Spain and the UK

(2014) É. Mata et al.   BUILDING AND ENVIRONMENT

Estimating energy savings for the residential building stock of an entire city: A GIS-based statistical downscaling approach applied to Rotterdam

(2014) Alessio Mastrucci et al.   ENERGY AND BUILDINGS

Development and validation of a gray box model to predict thermal behavior of occupied office buildings

(2014) Thomas Berthou et al.   ENERGY AND BUILDINGS

A new methodology for building energy performance benchmarking: An approach based on intelligent clustering algorithm

(2014) Xuefeng Gao et al.   ENERGY AND BUILDINGS

Review of building energy modeling for control and operation

(2014) Xiwang Li et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

State of the art in building modelling and energy performances prediction: A review

(2013) Aurélie Foucquier et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Modelica Buildings library

(2013) Michael Wetter et al.   Journal of Building Performance Simulation

Assessing electrical bottlenecks at feeder level for residential net zero-energy buildings by integrated system simulation

(2012) R. Baetens et al.   APPLIED ENERGY

A methodology for the energy performance classification of residential building stock on an urban scale

(2012) Giuliano Dall’O’ et al.   ENERGY AND BUILDINGS

Developing archetypes for domestic dwellings—An Irish case study

(2012) Adesoji Albert Famuyibo et al.   ENERGY AND BUILDINGS

CityGML – Interoperable semantic 3D city models

(2012) Gerhard Gröger et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A review of urban energy system models: Approaches, challenges and opportunities

(2012) James Keirstead et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A review on the prediction of building energy consumption

(2012) Hai-xiang Zhao et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

The use of normative energy calculation beyond building performance rating

(2012) Sang Hoon Lee et al.   Journal of Building Performance Simulation

Identifying suitable models for the heat dynamics of buildings

(2011) Peder Bacher et al.   ENERGY AND BUILDINGS

Energy models for demand forecasting—A review

(2011) L. Suganthi et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A review of bottom-up building stock models for energy consumption in the residential sector

(2010) M. Kavgic et al.   BUILDING AND ENVIRONMENT

Two models for benchmarking UK domestic delivered energy

(2009) A. J. Summerfield et al.   BUILDING RESEARCH AND INFORMATION

Modeling of end-use energy consumption in the residential sector: A review of modeling techniques

(2009) Lukas G. Swan et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Load prediction method for heat and electricity demand in buildings for the purpose of planning for mixed energy distribution systems

(2007) Linda Pedersen et al.   ENERGY AND BUILDINGS