2018
DOI: 10.1016/j.buildenv.2018.07.016
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Estimating ventilation rates in a window-aired room using Kalman filtering and considering uncertain measurements of occupancy and CO2 concentration

Abstract: This paper describes a method for estimating ventilation rates in a window-aired room considering "in-use" conditions and uncertainty in occupancy (CO 2 release) and in measurements of indoor air CO 2 concentration. Estimates are drawn from indoor air mass conservation principles and an Extended Kalman Filter, serving as state observer. The modelling procedure is described and tested against synthetic time series generated from pseudorandom values of occupancy and ventilation rate. Additionally, data collected… Show more

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Cited by 25 publications
(24 citation statements)
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References 29 publications
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“…Results for six measurements are shown in Table 5. The slope of linear dependence of the corrected CO2 concentration increases with higher occupant density and ACH, but when CO2 gains are calculated from this slope similar values are obtained in all cases from 0.0043 to 0.0048 L/s, and agree with the theoretical value of Table 1 for young university students (18)(19)(20)(21)(22)(23)(24)(25) year old) with sedentary activity (M = 1.3 MET) with similar male and female contribution. The study of the method reproducibility in the workshop classroom, shows a high discrepancy between the results of both measurements (0.044 vs. 0.048 L/s).…”
Section: Resultssupporting
confidence: 83%
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“…Results for six measurements are shown in Table 5. The slope of linear dependence of the corrected CO2 concentration increases with higher occupant density and ACH, but when CO2 gains are calculated from this slope similar values are obtained in all cases from 0.0043 to 0.0048 L/s, and agree with the theoretical value of Table 1 for young university students (18)(19)(20)(21)(22)(23)(24)(25) year old) with sedentary activity (M = 1.3 MET) with similar male and female contribution. The study of the method reproducibility in the workshop classroom, shows a high discrepancy between the results of both measurements (0.044 vs. 0.048 L/s).…”
Section: Resultssupporting
confidence: 83%
“…Thus a proper ventilation design as well as its regulation during operation process is crucial, with an optimal air flow that allows reasonable energy consumption in buildings also to established, in times of an adequate CO 2 concentration, as well as maintaining a proper microclimate for occupants of the building.There are different methods for estimation of building ventilation, including ACHs and air flow. A large part of them is based in the measurement of CO 2 produced by occupants as a tracer gas [21][22][23]. This type of methods needs the knowledge of CO 2 gain from people.…”
mentioning
confidence: 99%
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“…Wallace et al [6] conducted a single study capable of including all these factors to investigate the effects on air change rates of temperature, wind, use of fans, and window-opening behavior. Duarte et al [7] proposed a new method for estimating dynamic ventilation rates in a window-aired room considering "in-use" conditions and uncertainty in occupancy and measurements of indoor air CO2 concentration. However, they did not study the relationship between calculation results and environmental parameters and occupants' window opening behavior.…”
Section: Introductionmentioning
confidence: 99%
“…Okullarda aktif ısıtma sisteminin bulunmasına rağmen soğutma sistemi genellikle bulunmamaktadır. Pencere ve kapıların elle açılıp kapanmasına dayalı doğal havalandırma, özellikle sınıflarda en uygulanabilir ve çok karşılaşılan serinletme ve havalandırma türüdür [8]. Bu nedenlerle iyi tasarlanmış ve bakımı yapılan, ısıl konfor koşullarını sağlayan ve dışarıdan yeterli temiz hava temin eden eğitim binaları, verimli öğrenme süreci ve gelecek nesillerin iyi eğitimi için bir gerekliliktir [9].…”
Section: Introductionunclassified