Jonathan Roth

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

Jonathan Roth, Amory Martin, Clayton Miller et al. · Applied Energy · 2020 · 103 citations

Physics-based Methods, Synthetic City, Using Open Data +11

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

Yang Zheng, Jonathan Roth, Rishee K. Jain · Energy and Buildings · 2017 · 87 citations

Built Environment, Engineering, Data Science +13

Benchmarking building energy efficiency using quantile regression

Jonathan Roth, Ram Rajagopal · Energy · 2018 · 66 citations

Built Environment, Benchmarking, Building Energy Efficiency +6

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

Jonathan Roth, Benjamin B. Lim, Rishee K. Jain et al. · Energy Policy · 2020 · 53 citations

Energy Consumption, Built Environment, Engineering +12

Uncertainty Matters: Bayesian Probabilistic Forecasting for Residential Smart Meter Prediction, Segmentation, and Behavioral Measurement and Verification

Jonathan Roth, Jayashree Chadalawada, Rishee K. Jain et al. · Energies · 2021 · 18 citations · Full text

Forecasting Methodology, Engineering, Urban Energy Modeling +25