2023
DOI: 10.1016/j.buildenv.2023.110556
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Developing smart air purifier control strategies for better IAQ and energy efficiency using reinforcement learning

Wenzhe Shang,
Junjie Liu,
Congcong Wang
et al.
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Cited by 10 publications
(2 citation statements)
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“…Considering the many possible positions in which an infector can be sitting or an air purifier can be placed in real-world indoor settings, it would be very challenging to effectively control the infection risk to a very low level throughout the space using portable air purifiers. It is therefore proposed that advanced air purifier control strategies [29,30] should be developed or the air purifiers should be integrated with the central HVAC system for more efficient particle removal and infection control. More efforts should be devoted to the development of smart control strategies concerning air purifiers.…”
Section: Effects Of Air Purifier Locationsmentioning
confidence: 99%
“…Considering the many possible positions in which an infector can be sitting or an air purifier can be placed in real-world indoor settings, it would be very challenging to effectively control the infection risk to a very low level throughout the space using portable air purifiers. It is therefore proposed that advanced air purifier control strategies [29,30] should be developed or the air purifiers should be integrated with the central HVAC system for more efficient particle removal and infection control. More efforts should be devoted to the development of smart control strategies concerning air purifiers.…”
Section: Effects Of Air Purifier Locationsmentioning
confidence: 99%
“…In addition, when an air conditioner utilizes a grid grille diffuser, compared to a dual-slot diffuser, the air conditioner is more compatible with portable air purifiers, leading to improved air purification outcomes. Shang et al [14] emphasized the significant impact of occupants' window-opening behavior on the indoor PM 2.5 concentration, and a reinforcement learning-based control strategy was proposed to provide better indoor air quality with lower energy consumption. Zhang et al [15] investigated the impact of air purifiers and window operation on the indoor air quality.…”
Section: Introductionmentioning
confidence: 99%