Blar i Department of Energy and Petroleum Engineering (TN-IEP) på forfatter "Zhang, Qian"
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Assessing Impact of Borehole Field Data’s Input Parameters on Hybrid Deep Learning Models for Heating and Cooling Forecasting: A Local and Global Explainable AI Analysis
Ahmed, Naveed; Assadi, Mohsen; Zhang, Qian; Awadelseed, Abdelazim Abbas Ahmed (Peer reviewed; Journal article, 2023)Achieving accurate performance forecasting of borehole heat exchanger is essential for optimizing ground source heat pump systems, enabling optimal control, and facilitating energy-efficient operations with enhanced ... -
Comparison of different configurations of a solar-assisted ground-source CO2 heat pump system for space and water heating using Taguchi-Grey Relational analysis
Sazon, Thor Alexis Salazar; Zhang, Qian; Nikpey Somehsaraei, Homam (Peer reviewed; Journal article, 2023)This work deals with the comparison of different optimized configurations of solar-assisted ground-source CO2 heat pump systems using the Taguchi method and Grey Relational Analysis (GRA) when used for simultaneous space ... -
Day-ahead optimal scheduling of micro gas turbine-based microgrid considering electricity and heating energy
Zhang, Qian; Assadi, Mohsen (Peer reviewed; Journal article, 2023)Microgrids are considered as the crucial element in the integration of various distributed energy resources in buildings. They are capable of operating in both grid-connected and islanded mode and have shown immense potential ... -
Development of a surrogate model of a trans-critical CO2 heat pump for use in operations optimization using an artificial neural network
Sazon, Thor Alexis Salazar; Zhang, Qian; Nikpey Somehsaraei, Homam (Peer reviewed; Journal article, 2023)Conventional physics-based models can demand substantial computational resources when employed for operational optimization. To allow faster system simulations that can be employed for operational optimization, a surrogate ...