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Multi-objective optimization of mechanical ventilation with the aid of purifiers in two scenarios: Regular operation and mitigating the spread of respiratory infectious diseases
COVID-19 and its impact on society have raised concerns about scaling up mechanical ventilation (MV) systems and the energy consequences. This paper attempted to combine MV and portable air cleaners (PACs) to achieve acceptable indoor air quality (IAQ) and energy reduction in two scenarios: regular...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Tsinghua University Press
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10126557/ https://www.ncbi.nlm.nih.gov/pubmed/37128474 http://dx.doi.org/10.1007/s12273-023-0999-z |
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author | Li, Yiqun Fan, Yujie Zhi, Chengqiang Ye, Wei Zhang, Xu |
author_facet | Li, Yiqun Fan, Yujie Zhi, Chengqiang Ye, Wei Zhang, Xu |
author_sort | Li, Yiqun |
collection | PubMed |
description | COVID-19 and its impact on society have raised concerns about scaling up mechanical ventilation (MV) systems and the energy consequences. This paper attempted to combine MV and portable air cleaners (PACs) to achieve acceptable indoor air quality (IAQ) and energy reduction in two scenarios: regular operation and mitigating the spread of respiratory infectious diseases (RIDs). We proposed a multi-objective optimization method that combined the NSGA-II and TOPSIS techniques to determine the total equivalent ventilation rate of the MV-PAC system in both scenarios. The concentrations of PM(2.5) and CO(2) were primary indicators for IAQ. The modified Wells-Riley equation was adopted to predict RID transmissions. An open office with an MV-PAC system was used to demonstrate the method’s applicability. Meanwhile, a field study was conducted to validate the method and evaluate occupants’ perceptions of the MV-PAC system. Results showed that optimal solutions of the combined system can be obtained based on various IAQ requirements, seasons, outdoor conditions, etc. For regular operation, PACs were generally prioritized to maintain IAQ while reducing energy consumption even when outdoor PM(2.5) concentration was high. MV can remain constant or be reduced at low occupancies. In RID scenarios, it is possible to mitigate transmissions when the quanta were < 48 h(−1). No significant difference was found in the subjective perception of the MV and PACs. Moreover, the effects of infiltration on the optimal solution can be substantial. Nonetheless, our results suggested that an MV-PAC system can replace the MV system for offices for daily use and RID mitigation. ELECTRONIC SUPPLEMENTARY MATERIAL (ESM): The Appendix is available in the online version of this article at 10.1007/s12273-023-0999-z. |
format | Online Article Text |
id | pubmed-10126557 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Tsinghua University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-101265572023-04-27 Multi-objective optimization of mechanical ventilation with the aid of purifiers in two scenarios: Regular operation and mitigating the spread of respiratory infectious diseases Li, Yiqun Fan, Yujie Zhi, Chengqiang Ye, Wei Zhang, Xu Build Simul Research Article COVID-19 and its impact on society have raised concerns about scaling up mechanical ventilation (MV) systems and the energy consequences. This paper attempted to combine MV and portable air cleaners (PACs) to achieve acceptable indoor air quality (IAQ) and energy reduction in two scenarios: regular operation and mitigating the spread of respiratory infectious diseases (RIDs). We proposed a multi-objective optimization method that combined the NSGA-II and TOPSIS techniques to determine the total equivalent ventilation rate of the MV-PAC system in both scenarios. The concentrations of PM(2.5) and CO(2) were primary indicators for IAQ. The modified Wells-Riley equation was adopted to predict RID transmissions. An open office with an MV-PAC system was used to demonstrate the method’s applicability. Meanwhile, a field study was conducted to validate the method and evaluate occupants’ perceptions of the MV-PAC system. Results showed that optimal solutions of the combined system can be obtained based on various IAQ requirements, seasons, outdoor conditions, etc. For regular operation, PACs were generally prioritized to maintain IAQ while reducing energy consumption even when outdoor PM(2.5) concentration was high. MV can remain constant or be reduced at low occupancies. In RID scenarios, it is possible to mitigate transmissions when the quanta were < 48 h(−1). No significant difference was found in the subjective perception of the MV and PACs. Moreover, the effects of infiltration on the optimal solution can be substantial. Nonetheless, our results suggested that an MV-PAC system can replace the MV system for offices for daily use and RID mitigation. ELECTRONIC SUPPLEMENTARY MATERIAL (ESM): The Appendix is available in the online version of this article at 10.1007/s12273-023-0999-z. Tsinghua University Press 2023-04-25 2023 /pmc/articles/PMC10126557/ /pubmed/37128474 http://dx.doi.org/10.1007/s12273-023-0999-z Text en © Tsinghua University Press 2022 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Research Article Li, Yiqun Fan, Yujie Zhi, Chengqiang Ye, Wei Zhang, Xu Multi-objective optimization of mechanical ventilation with the aid of purifiers in two scenarios: Regular operation and mitigating the spread of respiratory infectious diseases |
title | Multi-objective optimization of mechanical ventilation with the aid of purifiers in two scenarios: Regular operation and mitigating the spread of respiratory infectious diseases |
title_full | Multi-objective optimization of mechanical ventilation with the aid of purifiers in two scenarios: Regular operation and mitigating the spread of respiratory infectious diseases |
title_fullStr | Multi-objective optimization of mechanical ventilation with the aid of purifiers in two scenarios: Regular operation and mitigating the spread of respiratory infectious diseases |
title_full_unstemmed | Multi-objective optimization of mechanical ventilation with the aid of purifiers in two scenarios: Regular operation and mitigating the spread of respiratory infectious diseases |
title_short | Multi-objective optimization of mechanical ventilation with the aid of purifiers in two scenarios: Regular operation and mitigating the spread of respiratory infectious diseases |
title_sort | multi-objective optimization of mechanical ventilation with the aid of purifiers in two scenarios: regular operation and mitigating the spread of respiratory infectious diseases |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10126557/ https://www.ncbi.nlm.nih.gov/pubmed/37128474 http://dx.doi.org/10.1007/s12273-023-0999-z |
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