{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,1]],"date-time":"2026-04-01T07:00:20Z","timestamp":1775026820182,"version":"3.50.1"},"reference-count":108,"publisher":"MDPI AG","issue":"9","license":[{"start":{"date-parts":[[2022,4,30]],"date-time":"2022-04-30T00:00:00Z","timestamp":1651276800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001459","name":"Singapore Ministry of Education","doi-asserted-by":"publisher","award":["R-296-000-211-133"],"award-info":[{"award-number":["R-296-000-211-133"]}],"id":[{"id":"10.13039\/501100001459","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001459","name":"Singapore Ministry of Education","doi-asserted-by":"publisher","award":["A-0008468-00-00"],"award-info":[{"award-number":["A-0008468-00-00"]}],"id":[{"id":"10.13039\/501100001459","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Trane Technologies PLC","award":["R-296-000-211-133"],"award-info":[{"award-number":["R-296-000-211-133"]}]},{"name":"Trane Technologies PLC","award":["A-0008468-00-00"],"award-info":[{"award-number":["A-0008468-00-00"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>As humans spend more time indoors, ensuring acceptable indoor air quality (IAQ) through ubiquitous sensing systems has become a necessity. Although extensive studies have been conducted on the IAQ sensing systems, a holistic review of the performance and deployment of Ubiquitous IAQ Sensing (UIAQS) systems with associated requirements in IAQ sensing standards is still lacking. In this study, we first reviewed IAQ pollutants and other IAQ-related factors and the associated requirements in the prominent IAQ sensing standards. We found that while non-pollutant factors are influential on occupants\u2019 perception of IAQ and their satisfaction, they do not have evaluation metrics in the IAQ standards. Then, we systematically reviewed field studies on UIAQS technologies in the literature. Specific classes of information were recorded and analyzed further. We found that the majority of the UIAQS systems did not meet the requirements of the prominent IAQ sensing standards and identified four primary research gaps. We concluded that a new holistic and personalized approach that incorporates UIAQS measurements and subjective feedback is needed. This study provides valuable insights for researchers and policymakers to better improve UIAQS technologies by developing personalized IAQ sensors and sensing standards.<\/jats:p>","DOI":"10.3390\/s22093444","type":"journal-article","created":{"date-parts":[[2022,5,3]],"date-time":"2022-05-03T08:26:35Z","timestamp":1651566395000},"page":"3444","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Towards Personalization of Indoor Air Quality: Review of Sensing Requirements and Field Deployments"],"prefix":"10.3390","volume":"22","author":[{"given":"Qian","family":"Xu","sequence":"first","affiliation":[{"name":"Department of the Built Environment, College of Design and Engineering, National University of Singapore, Singapore 119077, Singapore"}]},{"given":"Hui Ci","family":"Goh","sequence":"additional","affiliation":[{"name":"Department of the Built Environment, College of Design and Engineering, National University of Singapore, Singapore 119077, Singapore"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4970-5709","authenticated-orcid":false,"given":"Ehsan","family":"Mousavi","sequence":"additional","affiliation":[{"name":"Department of Construction Science and Management, Clemson University, Clemson, SC 29634, USA"}]},{"given":"Hamed","family":"Nabizadeh Rafsanjani","sequence":"additional","affiliation":[{"name":"School of Engineering and Applied Sciences, Western Kentucky University, Bowling Green, KY 42101, USA"}]},{"given":"Zubin","family":"Varghese","sequence":"additional","affiliation":[{"name":"Trane Technologies PLC Engineering & Technology Centre, Bangalore 560029, India"}]},{"given":"Yogesh","family":"Pandit","sequence":"additional","affiliation":[{"name":"Trane Technologies PLC Engineering & Technology Centre, Bangalore 560029, India"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2043-7261","authenticated-orcid":false,"given":"Ali","family":"Ghahramani","sequence":"additional","affiliation":[{"name":"Department of the Built Environment, College of Design and Engineering, National University of Singapore, Singapore 119077, Singapore"}]}],"member":"1968","published-online":{"date-parts":[[2022,4,30]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1016\/j.buildenv.2016.07.006","article-title":"Performances and limitations of electronic gas sensors to investigate an indoor air quality event","volume":"107","author":"Caron","year":"2016","journal-title":"Build. 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