SRG (Simulation Research Group)

Haddad, Shamila, Wanni Zhang, Riccardo Paolini, Kai Gao, Muzahim Altheeb, Abdulrahman Al Mogirah, Abdullatif BinMoammar, Tianzhen Hong, Ansar Khan, Constantinos Cartalis, Anastasios Polydoros, and Mattheos Santamouris. "Quantifying the energy impact of heat mitigation technologies at the urban scale." Nature Cities 1.1 (2024) 62–72.

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Park, Jiwon, Kwang Ho Lee, Sang Hoon Lee, and Tianzhen Hong. "Benefits assessment of cool skin and ventilated cavity skin: Saving energy and mitigating heat and grid stress." Building and Environment 247 (2024) 111027.

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Li, Han, Giuseppe Pinto, Marco Savino Piscitelli, Alfonso Capozzoli, and Tianzhen Hong. "Building thermal dynamics modeling with deep transfer learning using a large residential smart thermostat dataset." Engineering Applications of Artificial Intelligence 130 (2024) 107701.

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Coraci, Davide, Silvio Brandi, Tianzhen Hong, and Alfonso Capozzoli. "An innovative heterogeneous transfer learning framework to enhance the scalability of deep reinforcement learning controllers in buildings with integrated energy systemsAbstract." Building Simulation 17.5 (2024) 739–770.

an_innovative_heterogeneous_transfer_learning_framework.pdf

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Liang, Wei, Han Li, Sicheng Zhan, Adrian Chong, and Tianzhen Hong. "Energy flexibility quantification of a tropical net-zero office building using physically consistent neural network-based model predictive control." Advances in Applied Energy 14 (2024) 100167.

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Lee, Sang Hoon, Tianzhen Hong, Minh Le, Lujuana Medina, Yujie Xu, Alastair Robinson, and Mary Ann Piette. "Assessment of energy and thermal resilience performance to inform climate mitigation of multifamily buildings in disadvantaged communities." Sustainable Cities and Society 104 (2024) 105319.

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Wu, Jiyuan, Lan Wang, Tianzhen Hong, Qinran Hu, and Wei Wang. "Revealing and optimizing the design of cover installation for outdoor units of air conditioners through CFD simulations and thermodynamic modeling." Journal of Building Engineering 87 (2024) 109014.

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Krelling, Amanda Fraga, Roberto Lamberts, Jeetika Malik, Wanni Zhang, Kaiyu Sun, and Tianzhen Hong. "Defining weather scenarios for simulation-based assessment of thermal resilience of buildings under current and future climates: A case study in Brazil." Sustainable Cities and Society 107 (2024) 105460.

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Pan, Xiyu, Yujie Xu, and Tianzhen Hong. "Surrogate modelling for urban building energy simulation based on the bidirectional long short-term memory model." Journal of Building Performance Simulation (2024) 1–19.

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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.