Machine learning

Granderson, Jessica, Samuel Fernandes, and Anand Prakash. "Unmanned Aerial Vehicle Image Dataset of the Built Environment for 3D reconstruction (UAVID3D)." (2023).

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Singh, Reshma, Samuel Fernandes, Anand Prakash, Paul A Mathew, Jessica Granderson, Colman Snaith, Rahul Pusapati, Prakash Jadhav, Avideh Zakhor, Rishi Upadhyay, Ozgur Gonen, and Harry Bergmann. "Scaling Building Energy Audits through Machine Learning Methods on Novel Drone Image Data." 2022 Summer Study on Energy Efficiency in Buildings. Pacific Grove, CA: ACEEE, 2022.

Jin, Ling, Alina Azar, Caitlin Brown, Bingrong Sun, Venu Garikapati, Srinath Ravulaparthy, Qianmiao Chen, Alex Sim, Kesheng Wu, Tin Ho, Thomas P Wenzel, and C Anna Spurlock. "What Makes You Hold on to That Old Car? Joint Insights from Machine Learning and Multinomial Logit on Vehicle-level Transaction Decisions." Frontiers in Future Transportation - Connected Mobility and Automation (2022).

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Debnath, Ramit, Ronita Bardhan, Ashwin Misra, Tianzhen Hong, Vida Rozite, and Michael H Ramage. "Lockdown impacts on residential electricity demand in India: A data-driven and non-intrusive load monitoring study using Gaussian mixture models." Energy Policy 164 (2022) 112886.

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Pinto, Giuseppe, Zhe Wang, Abhishek Roy, Tianzhen Hong, and Alfonso Capozzoli. "Transfer learning for smart buildings: A critical review of algorithms, applications, and future perspectives." Advances in Applied Energy 5 (2022) 100084.

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Lobo, G.P, Johanna Laraway, and Ashok J Gadgil. "Identifying schools at high-risk for elevated lead in drinking water using only publicly available data." Science of the Total Environment 803 (2021).

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Lobo, G.P, B Kalyan, and Ashok J Gadgil. "Predicting childhood lead exposure at an aggregated level using machine learning." International Journal of Hygiene and Environmental Health 238 (2021).

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Touzani, Samir, and Jessica Granderson. "Open Data and Deep Semantic Segmentation for Automated Extraction of Building Footprints." Remote Sensing Vol.13 No.2578 (2021).

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Ding, Chao, Khee Poh Lam, and Wei Feng. "An Evaluation Index for Cross Ventilation Based on CFD Simulations and Ventilation Prediction Model Using Machine Learning algorithms." Procedia Engineering 205 (2017) 2948–2955.

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Wang, Zhe, and Tianzhen Hong. "Generating realistic building electrical load profiles through the Generative Adversarial Network (GAN)." Energy and Buildings 224 (2020) 110299.

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