Data-driven Urban Energy Simulation (DUE-S): A framework for integrating engineering simulation and machine learning methods in a multi-scale urban energy …
The world is rapidly urbanizing, and the energy intensive built environment is becoming
increasingly responsible for the world's energy consumption and associated environmental …
increasingly responsible for the world's energy consumption and associated environmental …
Exploring the influence of urban context on building energy retrofit performance: A hybrid simulation and data-driven approach
Cities are an integral part to meeting the world's sustainable energy goals. Specifically,
retrofits have been implemented to improve energy efficiency and reduce carbon emissions …
retrofits have been implemented to improve energy efficiency and reduce carbon emissions …
Ten questions on urban building energy modeling
Buildings in cities consume up to 70% of all primary energy. To achieve cities' energy and
climate goals, it is necessary to reduce energy use and associated greenhouse gas …
climate goals, it is necessary to reduce energy use and associated greenhouse gas …
SynCity: Using open data to create a synthetic city of hourly building energy estimates by integrating data-driven and physics-based methods
Cities officials are increasingly interested in understanding spatial and temporal energy
patterns of the built environment to facilitate their city's transition to a low-carbon future. In …
patterns of the built environment to facilitate their city's transition to a low-carbon future. In …
URBANopt: An open-source software development kit for community and urban district energy modeling
Urban building modeling tools are developing rapidly; these tools use emerging simulation
workflows for specific urban environmental design tasks, such as assessing the impacts of …
workflows for specific urban environmental design tasks, such as assessing the impacts of …
Urban energy use modeling methods and tools: A review and an outlook
N Abbasabadi, M Ashayeri - Building and environment, 2019 - Elsevier
Urban energy use modeling is important for understanding and managing energy
performance in cities. However, the existing methods and tools have limitations in …
performance in cities. However, the existing methods and tools have limitations in …
TEASER: an open tool for urban energy modelling of building stocks
P Remmen, M Lauster, M Mans, M Fuchs… - Journal of Building …, 2018 - Taylor & Francis
The energy supply of buildings in urban contexts is undergoing significant changes. The
increase of renewable sources for electrical and thermal energy generation will require …
increase of renewable sources for electrical and thermal energy generation will require …
[HTML][HTML] Review of urban building energy modeling (UBEM) approaches, methods and tools using qualitative and quantitative analysis
The world has witnessed a significant population shift to urban areas over the past few
decades. Urban areas account for about two-thirds of the world's total primary energy …
decades. Urban areas account for about two-thirds of the world's total primary energy …
Data driven approaches for prediction of building energy consumption at urban level
G Tardioli, R Kerrigan, M Oates, OD James, D Finn - Energy Procedia, 2015 - Elsevier
The ability to predict building energy consumption in an urban environment context, using a
variety of performance metrics for different building categories and granularities, across …
variety of performance metrics for different building categories and granularities, across …
An integrated data-driven framework for urban energy use modeling (UEUM)
Many urban energy use modeling tools and methods have been developed to understand
energy use in cities, but often have limitations in aggregating across multiple scales and end …
energy use in cities, but often have limitations in aggregating across multiple scales and end …