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- 1Mechanical Engineering, Department of/Progress in Canadian Mechanical Engineering, Volume 5
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A Long-Short Term Memory Recurrent Neural Network Based Reinforcement Learning Controller for Office Heating Ventilation and Air Conditioning Systems
Download2017-08-18
Yuan wang, Kirubakaran Velswamy, Biao Huang
Energy optimization in buildings by controlling the Heating Ventilation and Air Conditioning (HVAC) system is being researched extensively. In this paper, a model-free actor-critic Reinforcement Learning (RL) controller is designed using a variant of artificial recurrent neural networks called...
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Development of a multi-functional HVAC facility for the evaluation of air cleaning technologies and ventilation performance
Download2022-06-01
Wu, Jing, Luo, Hao, Zhong, Lexuan
Adequate ventilation with an effective airflow pattern and the air handling unit equipped with air purifier devices are common contaminant control methods for heating, ventilation, and air conditioning (HVAC) systems. Air cleaner purification performance, ventilation modes, and contaminant...
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Experimental Evaluation and Modeling of an In-duct Ultraviolet Germicidal Irradiation (UVGI) System for Bioaerosol Disinfection
DownloadSpring 2024
Airborne pathogen transmissions have played critical roles in the previous COVID-19 pandemic and various respiratory epidemics, such as influenza, severe acute respiratory syndrome (SARS), etc. Inhaling airborne pathogens can cause adverse health effects, resulting in respiratory infections,...