SynCity: Using open data to create a synthetic city of hourly building energy estimates by integrating data-driven and physics-based methods

An integrated model for quantifying the impacts of pavement albedo and urban morphology on building energy demand

(2020) Xin Xu et al.   ENERGY AND BUILDINGS

Examining the feasibility of using open data to benchmark building energy usage in cities: A data science and policy perspective

(2020) Jonathan Roth et al.   ENERGY POLICY

Building categorization revisited: A clustering-based approach to using smart meter data for building energy benchmarking

(2020) Sicheng Zhan et al.   APPLIED ENERGY

Long-term forecasting of hourly district heating loads in urban areas using hierarchical archetype modeling

(2020) Martin Heine Kristensen et al.   ENERGY

Harnessing smart meter data for a Multitiered Energy Management Performance Indicators (MEMPI) framework: A facility manager informed approach

(2020) Jonathan Roth et al.   APPLIED ENERGY

The ASHRAE Great Energy Predictor III competition: Overview and results

(2020) Clayton Miller et al.   Science and Technology for the Built Environment

Incorporating machine learning with building network analysis to predict multi-building energy use

(2019) Xiaodong Xu et al.   ENERGY AND BUILDINGS

Apples or oranges? Identification of fundamental load shape profiles for benchmarking buildings using a large and diverse dataset

(2019) June Young Park et al.   APPLIED ENERGY

Deep learning-based feature engineering methods for improved building energy prediction

(2019) Cheng Fan et al.   APPLIED ENERGY

Data-driven Building Archetypes for Urban Building Energy Modelling

(2019) Oleksii Pasichnyi et al.   ENERGY

What's in the box?! Towards explainable machine learning applied to non-residential building smart meter classification

(2019) Clayton Miller   ENERGY AND BUILDINGS

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

(2019) Narjes Abbasabadi et al.   APPLIED ENERGY

Planning for sustainable cities by estimating building occupancy with mobile phones

(2019) Edward Barbour et al.   Nature Communications

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

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

(2018) Sokratis Papadopoulos et al.   APPLIED ENERGY

Benchmarking building energy efficiency using quantile regression

(2018) Jonathan Roth et al.   ENERGY

Gradient boosting machine for modeling the energy consumption of commercial buildings

(2018) Samir Touzani 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

A review of unsupervised statistical learning and visual analytics techniques applied to performance analysis of non-residential buildings

(2018) Clayton Miller et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Microgrids: A review of technologies, key drivers, and outstanding issues

(2018) Adam Hirsch et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Smart operations of smart grids integrated with distributed generation: A review

(2018) Sandeep Kakran et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Probabilistic individual load forecasting using pinball loss guided LSTM

(2018) Yi Wang et al.   APPLIED ENERGY

Estimating energy savings from benchmarking policies in New York City

(2017) Ting Meng et al.   ENERGY

Validation of a Bayesian-based method for defining residential archetypes in urban building energy models

(2017) Julia Sokol et al.   ENERGY AND BUILDINGS

Mining electrical meter data to predict principal building use, performance class, and operations strategy for hundreds of non-residential buildings

(2017) Clayton Miller et al.   ENERGY AND BUILDINGS

Global risk of deadly heat

(2017) Camilo Mora et al.   Nature Climate Change

Data-driven planning of distributed energy resources amidst socio-technical complexities

(2017) Rishee K. Jain et al.   Nature Energy

Identifying the influential features on the regional energy use intensity of residential buildings based on Random Forests

(2016) Jun Ma et al.   APPLIED ENERGY

Multi-objective optimization of the building energy performance: A simulation-based approach by means of particle swarm optimization (PSO)

(2016) N. Delgarm et al.   APPLIED ENERGY

Urban building energy modeling – A review of a nascent field

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

Optimization of a battery energy storage system using particle swarm optimization for stand-alone microgrids

(2016) Thongchart Kerdphol et al.   INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS

Heating and cooling energy trends and drivers in buildings

(2015) Diana Ürge-Vorsatz et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Modeling the determinants of large-scale building water use: Implications for data-driven urban sustainability policy

(2015) Constantine E. Kontokosta et al.   Sustainable Cities and Society

Forecasting energy consumption of multi-family residential buildings using support vector regression: Investigating the impact of temporal and spatial monitoring granularity on performance accuracy

(2014) Rishee K. Jain et al.   APPLIED ENERGY

4th Generation District Heating (4GDH)

(2014) Henrik Lund et al.   ENERGY

A review on applications of ANN and SVM for building electrical energy consumption forecasting

(2014) A.S. Ahmad et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A critical review of China's rapidly developing renewable energy and energy efficiency policies

(2013) Kevin Lo   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A review on the prediction of building energy consumption

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

Spatial distribution of urban building energy consumption by end use

(2011) B. Howard et al.   ENERGY AND BUILDINGS

Urban energy use and carbon emissions from cities in China and policy implications

(2009) Shobhakar Dhakal   ENERGY POLICY