Big-data for building energy performance: Lessons from assembling a very large national database of building energy use
Building energy data has been used for decades to understand energy flows in buildings
and plan for future energy demand. Recent market, technology and policy drivers have …
and plan for future energy demand. Recent market, technology and policy drivers have …
A comprehensive review of energy-related data for US commercial buildings
US commercial buildings consumed around 18% of total primary energy in 2017 and a 2.23
EJ increase is expected by 2050. Energy-related data for commercial buildings can be used …
EJ increase is expected by 2050. Energy-related data for commercial buildings can be used …
Examining the feasibility of using open data to benchmark building energy usage in cities: A data science and policy perspective
Buildings are by far the largest source of urban energy consumption. In an effort to reduce
energy use, cities are mandating that buildings undergo energy benchmarking—the process …
energy use, cities are mandating that buildings undergo energy benchmarking—the process …
A data-driven predictive model of city-scale energy use in buildings
CE Kontokosta, C Tull - Applied energy, 2017 - Elsevier
Many cities across the United States have turned to building energy disclosure (or
benchmarking) laws to encourage transparency in energy efficiency markets and to support …
benchmarking) laws to encourage transparency in energy efficiency markets and to support …
Comparison of building energy use data between the United States and China
Abstract Buildings in the United States and China consumed 41% and 28% of the total
primary energy in 2011, respectively. Good energy data are the cornerstone to …
primary energy in 2011, respectively. Good energy data are the cornerstone to …
Identifying key determinants for building energy analysis from urban building datasets
Urban and building morphologies, usually determined at the design stage, have been
proven as important determinants of energy usage at later operational stages. However …
proven as important determinants of energy usage at later operational stages. However …
Machine learning approaches for estimating commercial building energy consumption
Building energy consumption makes up 40% of the total energy consumption in the United
States. Given that energy consumption in buildings is influenced by aspects of urban form …
States. Given that energy consumption in buildings is influenced by aspects of urban form …
A review and reflection on open datasets of city-level building energy use and their applications
Data related to building energy use fuels the research and applications on building energy
efficiency, which is an essential measure to address global energy and environmental …
efficiency, which is an essential measure to address global energy and environmental …
DUE-B: Data-driven urban energy benchmarking of buildings using recursive partitioning and stochastic frontier analysis
With the world rapidly urbanizing, addressing the energy intensive urban built environment
is becoming increasingly important. Cities across the United States and the world are turning …
is becoming increasingly important. Cities across the United States and the world are turning …
Pattern recognition in building energy performance over time using energy benchmarking data
In recent years, many cities have adopted energy disclosure policies to better understand
how energy is consumed in the urban built environment and how energy use and carbon …
how energy is consumed in the urban built environment and how energy use and carbon …