Machine learning

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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Salim, Flora D, Bing Dong, Mohamed Ouf, Qi Wang, Ilaria Pigliautile, Xuyuan Kang, Tianzhen Hong, Wenbo Wu, Yapan Liu, Shakila Khan Rumi, Mohammad Saiedur Rahaman, Jingjing An, Hengfang Deng, Wei Shao, Jakub Dziedzic, Fisayo Caleb Sangogboye, Mikkel Baun Kjærgaard, Meng Kong, Claudia Fabiani, Anna Laura Pisello, and Da Yan. "Modelling urban-scale occupant behaviour, mobility, and energy in buildings: A survey." Building and Environment 183 (2020) 106964.

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Zhang, Wanni, Tianzhen Hong, and Xuan Luo. "Extract useful information from building permits data to profile a city’s building retrofit history." 2020 Building Performance Analysis Conference and SimBuild co-organized by ASHRAE and IBPSA-USA. Chicago, IL, 2020.

Popovich, Natalie, C Anna Spurlock, Zachary Needell, Ling Jin, Thomas P Wenzel, Colin Sheppard, and Mona Asudegi. "A methodology to develop a geospatial transportation typology." Journal of Transport Geography 93 (2021) 103061.

Accepted Version PDF

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Jin, Ling, Alina Lazar, James Sears, Annika Todd-Blick, Alex Sim, Kesheng Wu, Hung-Chia Yang, and C Anna Spurlock. "Clustering Life Course to Understand the Heterogeneous Effects of Life Events, Gender, and Generation on Habitual Travel Modes." IEEE Access (2020) 1–17.

Pre-print Article PDF

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Touzani, Samir, Marc Wudunn, Avideh Zakhor, Marco Pritoni, Reshma Singh, Harry Bergmann, and Jessica Granderson. "Machine Learning for Automated Extraction of Building Geometry." The American Council for an Energy-Efficient Economy. 2020.

Huntington, Tyler, Xinguang Cui, Umakant Mishra, and Corinne D Scown. "Machine learning to predict biomass sorghum yields under future climate scenarios." Biofuels, Bioproducts and Biorefining 14.3 (2020) 566–577.

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Wang, Zhe, and Tianzhen Hong. "Reinforcement learning for building controls: The opportunities and challenges." Applied Energy 269 (2020) 115036.

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Li, Q, C.T Nelson, S.-L Hsu, A.R Damodaran, L.-L Li, A.K Yadav, M McCarter, L.W Martin, Ramamoorthy Ramesh, and S.V Kalinin. "Quantification of flexoelectricity in PbTiO3/SrTiO3 superlattice polar vortices using machine learning and phase-field modeling." Nature Communications 8 (2017).

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