Article

Size distribution and sites of origin of droplets expelled from the human respiratory tract during expiratory activities

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Abstract

A new expiratory droplet investigation system (EDIS) was used to conduct the most comprehensive program of study to date, of the dilution corrected droplet size distributions produced during different respiratory activities.Distinct physiological processes were responsible for specific size distribution modes. The majority of particles for all activities were produced in one or more modes, with diameters below 0.8 μm at average concentrations up to 0.75 cm−3. These particles occurred at varying concentrations, during all respiratory activities, including normal breathing. A second mode at 1.8 μm was produced during all activities, but at lower concentrations of up to 0.14 cm−3.Speech produced additional particles in modes near 3.5 and 5 μm. These two modes became most pronounced during sustained vocalization, producing average concentrations of 0.04 and 0.16 cm−3, respectively, suggesting that the aerosolization of secretions lubricating the vocal chords is a major source of droplets in terms of number.For the entire size range examined of 0.3–20 μm, average particle number concentrations produced during exhalation ranged from 0.1 cm−3 for breathing to 1.1 cm−3 for sustained vocalization.Non-equilibrium droplet evaporation was not detectable for particles between 0.5 and 20 μm, implying that evaporation to the equilibrium droplet size occurred within 0.8 s.

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... The amount of pathogen inhaled by a susceptible individual may be estimated from the well-mixed model [29,31,33,34]. Consider the scenario of a sick person entering a room of volume and ejecting virus-laden droplet nuclei at a steady rate of ( ) nuclei per second into the room. ...
... In Fig. 3B we plot the long-time value of the correction function ∞ versus for Room 0 (dashed curves) and Room 1a (solid curves) and for various types of expiratory events (breathing, singing, etc.). We note that the ejected droplet spectra for different expiratory activities were obtained from the experimental work of [34]. A value of ∞ = 2 for = 1 m, for example, implies that on average, and after sufficiently long time, nuclei concentration is twice the value predicted by the wellmixed model at locations that are = 1 m away from the source. ...
... The proton transfer between AH 2 and (H 2 O)10 .OHcluster takes place through proton transfer to OHion of the cluster involving H-bonding interactions with three water molecules [see SI]. The resulting AH -.(H 2 O)11 complex is stable with -49.3 kcal/mol enthalpy. The proton transfer in the absence of OHion did not lead to AH -+ H 3 O + dissociation products. ...
... This is 7.9 kcal/mol more exothermic than the proton transfer reaction on the surface without the presence of O 3 . Further, two water molecules and OH-ion are involved in this proton transfer reaction, which may result in negligible kinetic barrier for the formation of stable [AH -.(H 2 O)11 .O 3 ] complex. The reaction of AHwith O 3 on the water surface results in proton exchange leading to dehydroxy ascorbic acid (DHA) along with singlet oxygen and hydroxide ion. ...
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The present study investigates the effects of air pollution and climate factors on the acceleration of SARS-CoV-2 transmission and mortality. In particular, the correlations between O3, NO2, PM2.5, PM10 and SO2 concentrations with daily number of infections and fatalities caused by the second wave of COVID-19 during the time period March–June 2021 in Indian cities with different climate zones are analyzed. The chemical transformations in the atmosphere that translated to dispersion of SARS-CoV-2 aerosols and their deposition in the respiratory system are studied. The results suggested that exposure to a higher level of O3 may weaken the respiratory system, and therefore resistance against COVID-19 is suppressed. The infectious aerosols undergo reactive encounters with atmospheric oxidants, forming secondary aerosols before deposition in the lungs. The pulmonary epithelium is naturally protected against atmospheric O3 and secondary aerosols by lung-lining fluids that contain ascorbic acid, AH2 and other antioxidants. Since O3 and COVID-19 infections showed a positive correlation, AH2 and the underlying tissues will be the most affected. The mechanism for the interaction of O3 with AH2 is studied using quantum chemical methods. During this interaction, a persistent ozonide is formed in lung-lining fluids and this is acidified by the inhaled aerosols. Earlier epidemiological and toxicological studies revealed that this ozonide leads to the formation of cytotoxic free radicals that can cause oxidative stress during breathing. Thus, O3 plays a significant role in the deposition of aerosols in the lungs. The results of this study add to prevailing evidence as well as providing new insights into the role of ambient O3 in the dispersion and deposition of SARS-CoV-2 aerosols.
... Human activities, especially respiratory activities have been approved to be efficient aerosol-generating procedures : speaking, breathing, coughing, and sneezing can create aerosols originating from the sites of the oral cavity, alveoli, bronchiole, bronchus, and larynx (Xu et al., 2022), with the film breakage and surface shearing considered as the two major mechanisms of aerosol generation (Morawska et al., 2009;Johnson et al., 2011;Abkarian and Stone, 2020;Hamed et al., 2020;Guo et al., 2021;Xu et al., 2022). As a reasonable comparison (Table 1), we tend to believe that swallowing and tongue movements (stretching and slapping) are the major aerosol-generating actions during drinking or eating. ...
... In the shear-induced mechanism of bio-aerosol generation, the passage of high-velocity air stream over the mucus surface will generate wave-like disturbances which lead to aerosol creation. The velocity of airflow during normal breath was reported to be insufficient to generate shear-induced aerosols (Morawska et al., 2009;Scheuch, 2020;Xu et al., 2022), and hence the shear-induced mechanism may not be essential during the oral actions of food consumption (Ni et al., 2015). However, the expiratory airflow immediately after the completion of swallowing (Brodsky et al., 2009;Steele, 2015;Hopkins-Rossabi et al., 2019) has the potential to generate shear-induced aerosols, due to its high velocity. ...
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While accumulating evidence implied the involvement of retro-nasal sensation in the consumption of non-volatile taste compounds, it is still unclear whether it was caused by the taste compounds themselves, and if so, how can they migrate from the oral to nasal cavity. At first, we proposed aerosol particles as an alternative oral-nasal mass transfer mechanism. The high-speed camera approved that aerosol particles could be generated by the typical oral and pharynx actions during food oral processing; while the narrow-band imaging of nasal cleft and mass spectrometry of nostril-exhaled air approved the migration of aerosol within the oral-nasal route. Then, the "smelling" of taste compounds within the aerosol particles was testified. The four forced-alternative choices (4AFC) approved that the potential volatile residues or contaminants within the headspace air of pure taste solution cannot arouse significant smell, while the taste compounds embedded in the in-vitro prepared aerosol particles can be "smelled" via the ortho route. The "smell" of sucrose is very different from its taste and the "smell" of quinine, implying its actual olfaction. The sweetness intensity of sucrose solution was also reduced when the volunteers' noses were clipped, indicating the involvement of retro-nasal sensation during its drinking. At last, the efficiency of aerosol as a mechanism of oral-nasal mass transfer was demonstrated to be comparable with the volatile molecules under the experimental condition, giving it the potential to be a substantial and unique source of retro-nasal sensation during food oral processing.
... The talking rate of each human was set to 0.45 l/s. This boundary condition was based on work conducted by Gupta et al. [41] and Morawska et al. [42]. The mean size of the droplet particle was 2.8 µm, and the area of the mouth opening during speech was set to 1.9 cm 2 . ...
... A Gaussian distribution was selected for modeling the particle size, with a mean of 2.8 µm and a standard deviation σ of 0.5 µm. This distribution was selected based on the methodology developed and used from previous works [38,42]. The size of the droplets ranged from 0.46 µm to 4.9 µm, covering both aerosols and droplets in the study. ...
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Mitigating the rise and spread of contaminants is a major challenge faced during any contagious disease outbreak. In densely occupied areas, such as a breakroom, the risk of cross-contamination between healthy and infected individuals is significantly higher, thereby increasing the risk of further spread of infectious diseases. In this study, a high fidelity transient fluid solver and Lagrangian particle-based method were used to predict the airflow distribution and contaminant transmission inside a detailed 3D virtual twin of an emergency hospital breakroom. The solver efficiently captured the contaminants emitted simultaneously from multiple talking occupants as well as their propagation inside the breakroom. The influence of airflow distribution on the aerosol spread inside the breakroom for two different air conditioning vent positions was demonstrated with all occupants and with reduced occupants. The baseline simulation with all occupants in the breakroom showed a higher risk of contamination overall as well as between adjacent occupants. It was observed that there was a 26% reduction in the contaminants received by the occupants with the proposed modified vent arrangement and a 70% reduction with the scenarios considering a reduced number of occupants. Furthermore, the fomite deposition and cross-contamination between adjacent humans significantly changed with different ventilation layouts. Based on the simulation results, areas with higher contaminant concentrations were identified, providing information for the positioning of UV lights in the breakroom to efficiently eliminate/reduce the contaminants.
... (2) Only aerosol transmission with particle size below 10 μm was considered for the infection risk assessment. Considering four sizes of particle, i.e., 0.8 μm, 1.8 μm, 3.5 μm, and 5.5 μm [56,57]. ...
... C b is the virus concentration expelled by the cough of infector (copies/m 3 ), the particle concentrations of the four particle sizes were 0.084 cm − 3 (0.8 μm), 0.009 cm − 3 (1.8 μm), 0.003 cm − 3 (3.5 μm), and 0.002 cm − 3 (5.5 μm) [57]. The fine droplets with a diameter below 10 μm have a viral load of 2.08 × 10 6 RNA copies/ml [60]. ...
Article
Aerosol transmission is a route of contagion. The engineering field predicts risk in indoor environment by simulating the airborne transmission of the virus. However, occupant behavior is one of the main causes for the gap between predicted and actual airborne virus transmission risk. To improve the accuracy of transmission risk assessment, this study presents a framework for real-time assessment of infection risk based on the behavioral trajectory of the occupants captured by cameras. The study focused on analyzing the impact of short-range exposure and long-range exposure of occupants on the infection risk through fine-grained trajectories. On-site measurements were conducted in a university office building to obtain the air change rates (ACH) and occupant contact time respectively. A numerical model for quantifying the exposure risk of the two contact routes was also developed. The results demonstrated that the individual movement is diverse. The infection risk varies with the occupied space, behavioral patterns, and exposure time. The main passages and seats in the room, corridor corners, and room doorways are areas of the high frequency of short-range contact. The fraction of long-range exposure is 57.2%, indicating long-range exposure is the dominant route for the limited scenarios and population in this study. The cumulative risk of infection was 0.021 for teachers; 0.029 for employees; and 0.045 for students, with assumptions of initial infection rates of 5%. It can provide real-time warning for occupants through on-site monitoring and contribute to the transmission control and source tracing of airborne viruses.
... There have been a lot of research work on human breath, speech, cough and sneeze droplets size measurement. High variability in measured size distribution of such droplets have been found in literature (Bourouiba 2020(Bourouiba , 2021Stadnytskyi et al. 2020;Morawska et al. 2009;Papineni and Rosenthal 1997). The expired droplets from sneezes or coughs have a counting peak in 2-4 μm in size distribution (with falling height of 5 ft) (Duguid 1946). ...
... It has been shown that, for human speech droplets, the evaporation to the equilibrium droplet size occurs within 0.8 second (De Oliveira et al. 2021;Redrow et al. 2011;Morawska et al. 2009). ...
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The size of human speech or cough droplets decides their air-borne transport distance, life span and virus infection risk. We have investigated the measurement accuracy of artificial saliva and saline droplet size for more effective COVID-19 infection control. A spray generator was used for polydisperse droplet generation and a special test chamber was designed for droplet measurement. Saline and artificial saliva were gravimetrically prepared and used to generate droplets. The droplet spray generator and the test chamber were circulated among four metrology institutes (NMC, CMS/ITRI, NIM and KRISS) for droplet size measurement and evaluation of deviations. The composition of artificial saliva was determined by measuring the mass fraction of the inorganic ions. The density of dried artificial saliva droplets was estimated using its composition and the density of each non-volatile component. The volume equivalent diameter (VED) of droplets have been measured by aerodynamic particle sizer (APS) and optical particle size spectrometer (OPSS). As a response to the COVID-19 pandemic, this is the first time that a comparative study among four metrology institutes has been conducted to evaluate the accuracy of saliva and saline droplet size measurement. For artificial saliva droplets measured by OPSS, the deviations from the reference VED (~ 4 μm) were below 5.3%. For saline droplets measured by APS, the deviations from the reference VED were below 10.0%. The potential droplet size measurement errors have been discussed. This work underscores the need for new reference size standards to improve the accuracy and establish traceability in saliva and saline droplet size measurement.
... Therefore, the transport, deposition, and resuspension dynamics of viruses are governed by the properties of the carrier particles. The size distribution and composition of respiratory viral aerosol emissions have been well characterized [5,[20][21][22][23], but characterization of the carrier particles for resuspended viruses has not been reported in the literature. ...
... The APS sample time was set to 1 min. Given the experimental conditions, the liquid particles would be expected to reach equilibrium by the time they are measured by the APS [20]. The PurpleAir LCPMs use optical sensors to estimate PM 1 , PM 2.5 , and PM 10 with a sampling time of approximately 1 min. ...
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Many respiratory viruses, including influenza and SARS-CoV-2, are transmitted via the emission and inhalation of infectious respiratory aerosols in indoor environments. Resuspended particles from indoor surfaces and clothing can be a major source of airborne microbiological contaminants in indoor environments; however, it is unknown whether resuspended viruses contribute substantially to disease transmission. In this study, we investigated the resuspension via human walking activity of influenza A virus H3N2 laboratory strain, which was generated through a nebulizer into a sealed, unventilated biosafety level 2 (BSL-2) laboratory. The mean airborne viral concentrations following the resuspension events (3.7×103 viral RNA copies m−3) were two orders of magnitude lower than those following direct emission via the nebulizer (1.1×105 viral RNA copies m−3). The calculated resuspension emission factor (normalized ratio of the airborne mass to mass available for resuspension on the surface) of 10−3 was similar to reported values for 1–2 μm particles. Thus, depending on the infectious dose and viability of the virus, resuspension of settled respiratory viruses could lead to transmission, but the risk appears to be much lower than for direct respiratory emissions. To our knowledge, this is the first full-scale experimental study designed to quantify virus resuspension.
... There have been a lot of research work on human breath, speech, cough and sneeze droplets size measurement. High variability in measured size distribution of such droplets have been found in literature (Bourouiba 2020(Bourouiba , 2021Stadnytskyi et al. 2020;Morawska et al. 2009;Papineni and Rosenthal 1997). The expired droplets from sneezes or coughs have a counting peak in 2-4 μm in size distribution (with falling height of 5 ft) (Duguid 1946). ...
... It has been shown that, for human speech droplets, the evaporation to the equilibrium droplet size occurs within 0.8 second (De Oliveira et al. 2021;Redrow et al. 2011;Morawska et al. 2009). ...
Preprint
Full-text available
The size of human speech or cough droplets decides their air-borne transport distance, life span and virus infection risk. We have investigated the measurement accuracy of artificial saliva and saline droplet size for more effective COVID-19 infection control. A spray generator was used for polydisperse droplet generation and a special test chamber was designed for droplet measurement. Saline and artificial saliva were gravimetrically prepared and used to generate droplets. The droplet spray generator and test chamber were circulated as travelling standard among four metrology institutes (NMC, CMS/ITRI, NIM and KRISS) for droplet size measurement comparison and evaluation of deviations. The composition of artificial saliva was determined by measuring the mass fraction of the inorganic ions. The density of dried artificial saliva droplets was estimated using its composition and the density of each non-volatile component. The volume equivalent diameter (VED) of droplets have been measured by aerodynamic particle sizer (APS) and optical particle size spectrometer (OPSS). As a response to the COVID-19 pandemic, this is the first time that a comparative study among four metrology institutes has been conducted to evaluate the accuracy of saliva and saline droplet size measurement. For artificial saliva droplets measured by OPSS, the deviations from the reference VED (~4 μm) were below 5.3%. For saliva droplet sizes measured by APS, two institutes showed higher deviations up to 21.9% from the reference VED. For saline droplets measured by APS, the deviations from the reference VED were below 10.0%. The potential droplet size measurement errors using OPSS and APS have been discussed. This work underscores the need for new reference size standards to improve the accuracy and establish traceability in saliva and saline droplet size measurement.
... It is understood that whilst the airborne transmission potential of COVID-19 is not universally acknowledged (Ram et al., 2021), it is widely accepted that aerosol transmission routes can facilitate the inhalation of small droplets exhaled by an infected person (Buonanno, Stabile, & Morawska, 2020;Jayaweera, Perera, Gunawardana, & Manatunge, 2020;Lednicky et al., 2020;Li, Leung, & Tang, 2007;Miller et al., 2021;Morawska & Cao, 2020;Morawska & Milton, 2020;Wang & Du, 2020). Immediately after droplets are expired, the liquid content starts to evaporate, and some droplets become so small that transport by air current affects them more than gravitation (Morawska et al., 2009). These become droplet nuclei, which suspend in the air or are transported away by room airflow (Li et al., 2007) which can potentially infect susceptible members of the population. ...
... It is evident that an increase in the operating pressure correspondingly increased the particle number concentration, while the particle size distribution remained relatively unchanged. The generated aerosol droplets exhibited a size distribution similar 255 to that of most respiratory droplets, with a large fraction is smaller than 1 µm and a peak around 0.2 to 0.8 µm (Morawska et al., 2009;Zayas et al., 2012;Fabian et al., 2011). Furthermore, the particle number concentration of the DEHS droplets produced at a pressure of 2.0 bar aligns closely with the concentration of the cough-generated droplets (Zayas et al., 2012). ...
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The application of ultraviolet (UV)-based air disinfection holds promise, but also presents several 10 challenges. Among these, the quantitative determination of the required UV radiation dose for aerosols is particularly significant. This study explores the possibility of determining the UV dose experienced by aerosols without the use of virus-containing aerosols, circumventing associated laboratory safety issues. To achieve this, we developed a model system comprised of UV-sensitive dyes dissolved in di-ethyl-hexyl-sebacate (DEHS), which facilitates the generation of non-evaporating and UV-degradable aerosols. For the selection of UV-sensitive 15 dyes, 20 dyes were tested, and two of them were selected as most suitable according to several selection criteria. Dye-laden aerosol droplets were generated using a commercial aerosol generator and subsequently exposed to UVC radiation in a laboratory-built UV irradiation chamber. We designed a low-pressure impactor to collect the aerosols pre-and post-UV exposure. Dye degradation, as a result of UV light exposure, was then analyzed by assessing the concentration changes in the collected dye solutions using a UV-visible spectrophotometer. Our 20 findings revealed that a UV dose of 245 mW·s·cm-2 resulted in a 10% degradation, while a lower dose of 21.6 mW·s·cm-2 produced a 5% degradation. In conclusion, our study demonstrates the feasibility of using aerosol droplets containing UV-sensitive dyes to determine the UV radiation dose experienced by an aerosol.
... Fine particulate matter, described by the total mass concentration of airborne particles smaller than 2.5 m in aerodynamic diameter (PM 2.5), can penetrate into human lungs and cause negative health outcomes including asthma and lung and heart diseases [1,2]. PM 2.5 is produced from both anthropogenic sources such as fuel combustion in automobiles and power plants [3], and natural sources such as respiratory droplets [4][5][6] and forest fires [7]. Various mitigation strategies have been developed and implemented based on the source of particulate matter. ...
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A novel flowing plasma system aimed at increasing charging efficiency of particulate matter and effective removal through electrostatic precipitation is studied. Nanoparticles are passed through the spatial afterglow of an atmospheric pressure radio-frequency glow discharge plasma. Particle charging efficiencies and polarities are measured at different plasma-aerosol gaps, aerosol and plasma flow rates, plasma powers, and afterglow DC bias. Various timescales are calculated to explain the transport of charge carriers that facilitate particle charging processes. The experimental results showed increased charging efficiency and net positive charging at longer gaps between the afterglow and aerosol stream and lower aerosol flow rates. Timescale analysis indicates that when ample residence time is provided, transport of charge carriers shifts from ambi-polar diffusion to free diffusion, and electrons are rapidly lost from the afterglow, resulting in highly efficient, net positive charging of particles. The charging efficiency of particles in optimized operating conditions was comparable or higher than reported collection efficiencies of electrostatic precipitators. The findings overall demonstrate that glow discharges are capable of charging particles not immersed in the plasma bulk, and such systems show promise for improving performance of particle mitigation technology.
... All statistical analysis was performed using the MATLAB software package (The MathWorks Inc., Massachusetts). Building on existing models of aerosol production in the respiratory tract we use a log-normal distribution to model the distribution of total particle counts [16]. For the whole procedure data, a logarithm of the data is first computed, then a t-test is applied to compute p-values. ...
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Study Aim: Upper GI endoscopies are considered aerosol generating procedures (AGP) that risk spread of airborne diseases such as SARS-CoV-2. We aim to investigate where clinically approved bronchoscopy masks applied to patients during EGDs can mitigate spread of aerosols and droplets. Materials and Methods: This study included patients undergoing routine upper GI endoscopy in a standard endoscopy room and used a particle counter to measure size and number of particles 10cm from the mouth of 55 patients undergoing upper GI endoscopies, of whom 12 wore bronchoscopy masks and 33 did not (control). Particle counts in the aerosol (≤5µm diameter) and droplet (>5µm diameter) size ranges were measured and averaged over the duration of procedures. Results: Use of bronchoscopy masks offers 47% (p=0.01) reduction in particle count for particles <5μm in diameter over the procedure duration (aerosols). Conclusions: Bronchoscopy masks or similar are a simple, low-cost mitigation technique that can be used during outbreaks of respiratory diseases such as COVID-19 to improve safety and reduce fallow times.
... The COVID-19 pandemic has emphasized the importance of air quality and its impact on viral prevalence in the environment and human health (Wardhani and Susan 2021) SARS-CoV-2 virus transmission through respiratory aerosols has been established, by now, as one of the main contagion routes during the pandemic (Watson et al., 2022) Space occupancy, duration of exposure, mask use, aerosol 18 generating actions (e.g., cough, sneeze, vocalization, laughter, breathing), ventilation (or lack thereof) and other factors can all affect the likelihood of indoor transmission by modulating the amount of infectious "doses" generated by infected individuals in a space, that can then infect other susceptible individuals (Morawska and Cao, 2020;Morawska et al., 2009) Public buy-in to comply with interventions focusing on these variables is a big hurdle in the third year of the pandemic, partly due to lower mortality rates and many severe cases attributed to vaccinations and the beforementioned indoor transmission-limiting interventions (Watson et al., 2022). Thus, studies that can help visualize the air quality in terms of the probability of COVID-19 transmission could greatly inform the population and help maintain low infection rates even during routine indoor activities. ...
Article
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We measured the indoor CO2 concentration in occupied areas with ventilation systems that recirculate air without an external air supply. The average time required to achieve the highest probability of contagion was also measured based on the number of participants in the group. Three different experimental groups were evaluated: Group One (G1), which included 5 participants; Group Two (G2), with 10 participants; and Group Three (G3), with 15 participants. Before the measurements, the CO2 concentration was measured to be homogeneous and its sampled value was given by the difference between the indoor and outdoor CO2 measurements (>5000 ppm or 0.5% CO2 in air) averaged over an 8-h work day Time-Weighted Average (TWA.). G1 and G3 group participants performed low-intensity daily office activities, such as reading and talking. In contrast, Group Two (G2) was asked to perform moderate intensity activities, such as frequently lifting 10 kg items and walking quickly. The CO2 concentration was measured with two instruments to compare the outdoor and indoor measurements. Both devices were configured to take one reading every second for 30 min. A mathematical model was developed from the CO2 concentrations measured, the group size, and the retention factor of the mask being worn to determine the probability of inhaled air contaminated with an aerosol of SARS-CoV-2. We concluded that the likelihood of contagion in enclosed areas such as study areas, offices, and meeting rooms, among others, which use ventilation without a circulation of fresh air, is high. Despite proper distancing and masking, there is a 99% chance of contagion in one of the modeled extreme case scenarios in less than 10 min of exposure. The study took place in Albrook, Republic of Panama, which is a tropical developing coastal geographic location where split air conditioning units are widely used and, like many other countries in Latin America, where indoor air quality has only recently started being discussed publicly and enforced.
... Most of the studies were based on retrospective analyses of real-world settings with many factors either left uncontrolled or not measured including; the viral load of the infectors, the number of infectors, the size of the susceptible population, infection risk of the host outside the investigated setting, and the influence of other NPIs etc. [29]. These factors can influence the risk of transmission; for example, the viral emission in aerosols emitted from infected subjects during different respiratory activities such as breathing, talking and singing have been reported to vary between 0 and 10 7 RNA copies per hour and the total volume of aerosols emitted is dependent on respiratory activity [30][31][32][33][34][35][36]. ...
Article
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The purpose of this review was to identify the effectiveness of environmental control (EC) non-pharmaceutical interventions (NPIs) in reducing transmission of SARS-CoV-2 through conducting a systematic review. EC NPIs considered in this review are room ventilation, air filtration/cleaning, room occupancy, surface disinfection, barrier devices, [Formula: see text] monitoring and one-way-systems. Systematic searches of databases from Web of Science, Medline, EMBASE, preprint servers MedRxiv and BioRxiv were conducted in order to identify studies reported between 1 January 2020 and 1 December 2022. All articles reporting on the effectiveness of ventilation, air filtration/cleaning, room occupancy, surface disinfection, barrier devices, [Formula: see text] monitoring and one-way systems in reducing transmission of SARS-CoV-2 were retrieved and screened. In total, 13 971 articles were identified for screening. The initial title and abstract screening identified 1328 articles for full text review. Overall, 19 references provided evidence for the effectiveness of NPIs: 12 reported on ventilation, 4 on air cleaning devices, 5 on surface disinfection, 6 on room occupancy and 1 on screens/barriers. No studies were found that considered the effectiveness of [Formula: see text] monitoring or the implementation of one-way systems. Many of these studies were assessed to have critical risk of bias in at least one domain, largely due to confounding factors that could have affected the measured outcomes. As a result, there is low confidence in the findings. Evidence suggests that EC NPIs of ventilation, air cleaning devices and reduction in room-occupancy may have a role in reducing transmission in certain settings. However, the evidence was usually of low or very low quality and certainty, and hence the level of confidence ascribed to this conclusion is low. Based on the evidence found, it was not possible to draw any specific conclusions regarding the effectiveness of surface disinfection and the use of barrier devices. From these results, we further conclude that community agreed standards for well-designed epidemiological studies with low risk of bias are needed. Implementation of such standards would enable more confident assessment in the future of the effectiveness of EC NPIs in reducing transmission of SARS-CoV-2 and other pathogens in real-world settings. This article is part of the theme issue 'The effectiveness of non-pharmaceutical interventions on the COVID-19 pandemic: the evidence'.
... There are three possible mechanisms for the generation of aerosol droplets [2]: the aerosol generation by bursts of bronchiole fluid film; the aerosols produced by shear-flow forces in large bronchi; and the droplets formed by the opening and closing of vocal folds in the larynx. The third type of aerosol is produced not only by coughing but also by speech production, and the amount of aerosol production in the speech was reported to be much larger than that in normal breathing [3][4]. Furthermore, it was found that the amount of aerosol varies depending on the type of phonemes [5]. ...
... 3 , 37˚Cand 92% respectively [30]. Meanwhile, the parameters of the patient's exhaled airflow were set according to literature [31]. For isolation ward inlet and outlet, the boundary condition for droplets in DPM was set as escape condition. ...
Article
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Due to the serious global harm caused by the outbreak of various viral infectious diseases, how to improve indoor air quality and contain the spread of infectious bioaerosols has become a popular research subject. Negative pressure isolation ward is a key place to prevent the spread of aerosol particles. However, there is still limited knowledge available regarding airflow patterns and bioaerosol diffusion behavior in the ward, which is not conducive to reducing the risk of cross-infection between health care workers (HCWs) and patients. In addition, ventilation layout and patient posture have important effects on aerosol distribution. In this study, the spatial and temporal characteristics as well as dispersion patterns of bioaerosols under different ventilation patterns in the ward were investigated using the computational fluid dynamics (CFD) technique. It is concluded that changes in the location of droplet release source due to different body positions of the patient have a significant effect on the bioaerosol distribution. After optimizing the layout arrangements of exhaust air, the aerosol concentration in the ward with the patient in both supine and sitting positions is significantly reduced with particle removal efficiencies exceeding 95%, that is, the ventilation performance is improved. Meanwhile, the proportion of aerosol deposition on all surfaces of the ward is decreased, especially the deposition on both the patient's body and the bed is less than 1%, implying that the risk of HCWs being infected through direct contact is reduced.
... The laryngeal aerosols are argued to be produced due to bursts of mucus liquid bridges between vocal folds. Studies that have compared particle concentrations in cough with those of sustained vocalization, such as the prolonged ''aah'', found that mucus liquid bridges produce particles not only during cough but also during voice production (Johnson et al., 2011;Morawska et al., 2009). ...
... Note that our measurements include droplets as small as 1 µm that originate from the unsteady rim retraction dynamics. Crucially, our measurements of the volume size distribution [ Fig. 7(b)] are inline with previously reported droplet statistics of bioaerosols exhaled during expiratory activities [64][65][66]. Previous investigations report the presence of both unimodal and bimodal log-normal size distributions in bioaerosols exhaled by humans. ...
Article
We combine experiments and numerical computations to examine underlying fluid mechanical processes associated with bioaerosol generation during violent respiratory maneuvers, such as coughing or sneezing. Analogous experiments performed in a cough machine—consisting of a strong shearing airflow over a thin liquid film—allow us to illustrate the changes in film topology as it disintegrates into small droplets. We identify that aerosol generation during the shearing of the liquid film is mediated by the formation of inflated baglike structures. The breakup of these bags is triggered by the appearance of retracting holes that puncture the bag surface. Consequently, the cascade from inflated bags to droplets is primarily controlled by the dynamics and stability of liquid rims bounding these retracting holes. We also reveal the key role of fluid viscosity in the overall fragmentation process. It is shown that more viscous films when sheared produce smaller droplets.
... Furthermore, some individuals are "super speech emitters," having the ability to emit more aerosol particles than others. For example, a 10 minutes conversation with an infected, asymptomatic super emitter talking in an average volume, could generate an invisible "cloud" of approximately 6,000 aerosol particles that could potentially be inhaled by the other party [4][5][6]. Therefore, vital to study and understand the dynamics of the spread of cough and breathing particles of different sizes. ...
Article
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The 2019 novel coronavirus (SARS-CoV-2 / COVID-19), with a point of origin in Wuhan, China, has spread rapidly all over the world. It turned into a raging pandemic wrecking havoc on health care facilities, world economy and affecting everyone's life to date. With every new variant, rate of transmission, spread of infections and the number of cases continues to rise at an international level and scale. There are limited reliable researches that study microdroplets spread and transmissions from human sneeze or cough in the airborne space. In this paper, we propose an intelligent technique to visualize, detect, measure the distance of spread in a real-world settings of microdroplet transmissions in airborne space, called "COVNET45". In this paper, we investigate the microdroplet transmission and validate the measurements accuracy compared to published researches, by examining several microscopic and visual images taken to investigate the novel coronavirus (SARS-CoV-2 / COVID-19). The ultimate contribution is to calculate the spread of the microdroplets, measure it precisely and provide a graphical presentation. Additionally, the work employs machine learning and five algorithms for image optimization, detection and measurement.
... Additionally, the particle population will change in space and time due to the rapid evaporation of the droplet water content, further exacerbating the task. These complications greatly limit the effectiveness of historical diagnostic tools, such as the Aerodynamic Particle Sizer (APS), [18][19][20] which sizes particles from 0.5 to 20 μm in diameter and returns time-averaged sizing information from a singular area in space. This tool collects a sample using a mechanical probe, whereby aerosols are guided into the analyser. ...
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SARS‐CoV‐2 and its ever‐emerging variants are spread from host‐to‐host via expelled respiratory aerosols and saliva droplets. Knowing the number of virions which are exhaled by a person requires precise measurements of the size, count, velocity and trajectory of the virus‐laden particles that are ejected directly from the mouth. These measurements are achieved in 3D, at 15,000 images/s, and are applied when speaking, yelling and coughing. In this study, 33 events have been analysed by post‐processing ∼500,000 images. Using these data, the flow rates of SARS‐CoV‐2 virions have been evaluated. At high concentrations, 10 ⁷ virions/mL, it is found that 136–231 virions are ejected during a single cough, where the virion flow rate peak is capable of reaching 32 virions within a millisecond. This peak can reach tens of virions/ms when yelling but reduced to only a few virions/ms when speaking. At medium concentrations, ∼10 ⁵ virions/mL, those results are hundreds of times lower. The total number of virions that are ejected when yelling at 110 dB, instead of speaking at 85 dB, increases by two‐ to threefold. From the measured data analysed in this article, the flow rate of other diseases, such as influenza, tuberculosis or measles, can also be estimated. As these data are openly accessible, they can be used by modellers for the simulation of saliva droplet transport and evaporation, allowing to further advance our understanding of airborne pathogen transmission. Key points Advanced, optimized and combined laser‐based imaging techniques for temporally sizing and tracking respiratory droplets and aerosols. Understanding how pathogens are being ejected from the mouth when speaking, yelling and coughing. Quantifying and analysing the variation of SARS‐CoV‐2 flow rates emission during exhalation.
... Background COVID-19 disease, caused by the novel SARS-CoV-2 virus, can be transmitted from human to human by multiple means, including respiratory droplets, aerosols, and fomites [1,2]. According to numerous studies, the principal mode of transmission of SARS-CoV-2 is exposure to airborne respiratory particles (respiratory droplets and aerosols) carrying the virus [3][4][5][6]. Here, we define droplets as liquid airborne particles with diameters >100 µm, while aerosols are made up of particles 100 µm and smaller, consistent with Wang et al. [6]. ...
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... To achieve this objective, a low background environment was required; therefore, we conducted our experiments in an ISO standard class 5 clean room. The measurement of droplets due to expiratory activities was performed by Morawska [2] using a small wind tunnel in which the subject could put their head and in which a built-in HEPA filter provided a clean environment. In this study, a zinc-based duct with a ventilation fan was installed in a clean room to enable simple measurements. ...
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... Given these circumstances, there is a pressing need to explore methods for examining the sedimentation of droplets or aerosols, particularly in the context of the ongoing pandemic. Since the outbreak of SARS in 2003, numerous studies have examined the physicochemical properties of droplets in both outdoor and indoor environments [10,11,12,13]. Large size droplets (with a diameter of 50 μm or more) tend to settle rapidly on the ground due to the dominant gravity. ...
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... Large droplets would deposit on the inanimate surfaces due to gravity, causing indirect person-to-person transmission through fomites. Some droplets would evaporate to form droplet nuclei of smaller size of 0.8-3 µm [22], which can suspend and remain in the air for a long period of time and move along the airflow over a long distance [23,24]. Notably, some may concern about the physical dissimilarities of expiratory droplets and tracer gas molecules and question the appropriateness of using tracer gas to mimic the movement of infectious aerosols. ...
... Since the range of changes in the diameter of droplets during breathing is small, in some studies, a mean diameter was considered for the all outlet droplets (Zhang et al., 2019). Issa (Issa, 2021) reviewed previous studies on the size distribution of respiratory droplets during breathing (Morawska et al., 2009;Fabian et al., 2008;Johnson et al., 2011), and as shown in Fig. 4, a mean diameter of the outlet droplets is around 1 μm (average diameter = 0.64 μm). ...
... People can release droplets and aerosols by coughing, sneezing, and some normal exhalation behaviors such as breathing, speaking, and singing (Alsved et al., 2020;Morawska and Milton, 2020;Stadnytskyi et al., 2020). After quickly evaporating into droplet nuclei, SARS-CoV-2 aerosols can float and be transported over long distances (Morawska et al., 2009), remain viable and infectious for several hours (van Doremalen et al., 2020), accumulate in enclosed spaces, and be inhaled deep into the lungs leading to more severe infection (Chu et al., 2020;Milton, 2020). The emergence of new SARS-CoV-2 variants, Delta (Planas et al., 2021) and Omicron (Karim and Karim, 2021), which have higher airborne transmissibility, have prompted the urgent need for monitoring of SARS-CoV-2 aerosols. ...
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In order to estimate the growth and deposition of hygroscopic aerosol particles during respiration the relative humidity (RH) of the air in the airways must be known. The RH has been calculated with a transport theory for the heat and water vapour in a tube using a numerical method, Cartesian coordinates, and nasal respiration [Ferron et al., J. Aerosol Sci. (1983) 14, 196; Ferron et al., Bull. math. Biol. (1985) 47, 565]. A similar theory is described here to calculate the transport for cylindrical coordinates, both for nasal and oral respiration. The method has the advantage of a reduced computational time compared with the method used before.Calculations are carried out both for nasal and oral inhalation and exhalation. The values of several parameters of the theory, the thickness of the boundary layer, the additional diffusivity by airflow instabilities, the profiles for the temperature and RH at the airway wall, are chosen to fit experimental data on the mean air temperature and RH in the human airways. Since the experimental data are scattered, maximum and minimum curves for the experimental data are derived. It was found mathematically that the RH of the air is more strongly dependent on the RH at the airway wall and less on its temperature. However due to the large uncertainties of the experimental data on the RH no firm conclusion can be drawn.
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The aerodynamic particle sizer (APS, Model 3320, TSI Inc., St. Paul, MN) is an instrument that counts and sizes particles by time-of-flight, an aerodynamic property, and/or by light-scattering intensity, an optical property. If the counting efficiency of the APS 3320, defined as the number of particles counted divided by the number sampled is not 1.0 for particles of all sizes, then the reported size distributions and particle concentrations will be biased.A laboratory aerosol was sampled with two APS 3320s alternating between collecting only time-of-flight data in summing mode and collecting simultaneous time-of-flight and light-scattering intensity data in correlated mode. Collecting data in correlated mode resulted in errors in the reported aerodynamic size distributions and concentrations. The magnitude of the concentration error was an inverse function of concentration, ranging from approximately 10% at to 45% at .Experiments were also conducted to determine the counting efficiency of the APS 3320 in summing mode by comparing size distributions obtained with the analyzer to those obtained with a cascade impactor. Counting efficiency increased from 30% for particles to 100% for particles, then decreased to 60% for particles. For particles larger than about , the size distribution reported by the APS 3320 was distorted by artificial particle counts. To determine accurate particle size distributions and concentrations, the values reported by this instrument must be adjusted for counting efficiency.
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Measurements were made of the number concentrations of particles in exhaled breath under various conditions of exercise. A laser light scattering particle spectrometer was used to count particles exhaled by test subjects wearing respirators in a challenge environment of clean, dry air. Precautions were taken to ensure that particles were not generated by the the respirators and that no extraneous water or other particles were produced in the humid exhaled air. The number of particles detected in exhaled air varied over a range from less than 0.1 to about 4 particles per cm3 depending upon the test subject and his activity. Subjects at rest exhaled the lowest concentration of particles, whereas exercises producing a faster respiration rate caused increased exhalation of particles. Exhaled particle concentrations can limit the usefulness of nondiscriminating, ambient challenge aerosols for the fit testing of highly protective respirators.
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Droplets carried in exhaled breath may carry microorganisms capable of transmitting disease over both short and long distances. The size distribution of such droplets will influence the type of organisms that may be carried as well as strategies for controlling airborne infection. The aim of this study was to characterize the size distribution of droplets exhaled by healthy individuals. Exhaled droplets from human subjects performing four respiratory actions (mouth breathing, nose breathing, coughing, talking) were measured by both an optical particle counter (OPC) and an analytical transmission electron microscope (AEM). The OPC indicated a preponderance of particles less than 1 mu, although larger particles were also found. Measurements with the AEM confirmed the existence of larger sized droplets in the exhaled breath. In general, coughing produced the largest droplet concentrations and nose breathing the least, although considerable intersubject variability was observed.
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Adequate air conditioning in the nasal airways is mandatory for respiration and gas exchange in the lower respiratory tract. The aim of the present study was to measure relative humidity and temperature in the airstream at different sites within the nasal cavity for mapping of relative humidity and temperature in the upper airways. Intranasal relative humidity and temperature of 23 volunteers was measured during respiration at different locations in the nasal cavity. The end-inspiratory temperature and humidity data, obtained with a miniaturized thermocouple and a capacitive humidity sensor, were determined. A high increase of humidity and temperature at the end of inspiration, in relation to the environmental conditions, was found in the anterior nasal segment. The further increase of both parameters between turbinate area and nasopharynx was less pronounced in spite of the longer distance. The anterior part of the nasal cavity contributes within a short nasal passage to air conditioning of inspired air.
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Certain respiratory tract infections are transmitted through air. Coughing and sneezing by an infected person can emit pathogen-containing particles with diameters less than 10 microm that can reach the alveolar region. Based on our analysis of the sparse literature on respiratory aerosols, we estimated that emitted particles quickly decrease in diameter due to water loss to one-half the initial values, and that in one cough the volume in particles with initial diameters less than 20 microm is 60 x 10(-8) mL. The pathogen emission rate from a source case depends on the frequency of expiratory events, the respirable particle volume, and the pathogen concentration in respiratory fluid. Viable airborne pathogens are removed by exhaust ventilation, particle settling, die-off, and air disinfection methods; each removal mechanism can be assigned a first-order rate constant. The pathogen concentration in well-mixed room air depends on the emission rate, the size distribution of respirable particles carrying pathogens, and the removal rate constants. The particle settling rate and the alveolar deposition fraction depend on particle size. Given these inputs plus a susceptible person's breathing rate and exposure duration to room air, an expected alveolar dosemicrois estimated. If the infectious dose is one organism, as appears to be true for tuberculosis, infection risk is estimated by the expression: R = 1-exp(-micro). Using published tuberculosis data concerning cough frequency, bacilli concentration in respiratory fluid, and die-off rate, we illustrate the model via a plausible scenario for a person visiting the room of a pulmonary tuberculosis case. We suggest that patients termed "superspreaders" or "dangerous disseminators" are those infrequently encountered persons with high values of cough and/or sneeze frequency, elevated pathogen concentration in respiratory fluid, and/or increased respirable aerosol volume per expiratory event such that their pathogen emission rate is much higher than average.
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Adequate nasal air-conditioning is of greatest importance. Because detailed processes of nasal air-conditioning still are not completely understood, numerical simulations of intranasal temperature distribution and airflow patterns during inspiration and expiration were performed. A three-dimensional model of the human nose based on computed tomography scans was reconstructed. A computational fluid dynamics application was used displaying temperature and airflow during respiration based on time-dependent boundary conditions. Absolute air temperature and velocity values vary depending on detection site and time of detection. Areas of low velocities and turbulence show distinct changes in air temperature. The turbinate areas prove to be the main regions for heat exchange. The numerical results showed excellent comparability to our in vivo measurements. Numerical simulation of temperature and airflow based on computational fluid dynamics is feasible providing entirely novel information and an insight into air-conditioning of the human nose.
Physiological basis of ventilatory support. Informa Health Care
  • J J Marini
  • A S Slutsky
Marini, J. J., & Slutsky, A. S. (1998). Physiological basis of ventilatory support. Informa Health Care.
Inhalation aerosols: Physical and biological basis for therapy Lung biology in health and disease Inhalation aerosols: Physical and biological basis for therapy Lung biology in health and disease
  • A J Hickey
Hickey, A. J., (Ed.). (1996). Inhalation aerosols: Physical and biological basis for therapy. Lung biology in health and disease. New York: Marcel Dekker Inc. 6 Hickey, A. J., (Ed.). (1996). Inhalation aerosols: Physical and biological basis for therapy. Lung biology in health and disease. New York: Marcel Dekker Inc.
Inhalation aerosols: Physical and biological basis for therapy. Lung biology in health and disease
  • A Hickey