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Performance investigation of machine learning for optical modeling of black carbon aerosols with different coatings and humidities 机器学习在不同涂层和湿度下黑碳气溶胶光学建模中的性能研究
IF 3.9 3区 环境科学与生态学 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-09-01 Epub Date: 2025-06-22 DOI: 10.1016/j.jaerosci.2025.106639
Donghui Zhou , Jia Liu , Jinbao Han , Jianfei Luo , Bo Yin
Optical properties of black carbon (BC) aerosols are essential for assessing atmospheric radiation and climate change, but fast and accurate optical calculation for BC with complex structures is still a challenge. In this study, a quick optical modeling method for BC coated by different materials under various humidities is developed based on the multiple-sphere T-matrix (MSTM) simulation and support-vector-machine (SVM) algorithm. The typical closed-cell, coated-aggregate, and partially-coated BC models with BC monomers ranging from 50 to 2000 and BC volume fractions ranging from 0.05 to 0.70 are employed, and the relative errors (REs) and determination coefficients (R2) are used to investigate the prediction performance of optical properties based on SVM. Results show that the SVM predicted optical properties, such as optical efficiency, asymmetry factor, single scattering albedo, and lidar ratio, overall agree well with the properties simulated using MSTM. The prediction performance could be influenced by coating structure and morphological parameters, most of the values of REs and R2 were smaller than about 20 % and larger than about 0.85, respectively. The relative humidities (RHs) and coating materials slightly deteriorate the performance of SVM. With RHs increasing from 0 % to 95 %, or the coatings become non-absorbing organic carbon (OC) and brown carbon (BrC), the largest REs increase to over 30 %, while most of the R2 is still larger than 0.85. This study presented a promising optical modeling method for BC aerosols, and it could be further improved with the development of machine learning.
黑碳气溶胶的光学性质是评估大气辐射和气候变化的基础,但对结构复杂的黑碳气溶胶进行快速准确的光学计算仍然是一个挑战。本研究基于多球t矩阵(MSTM)模拟和支持向量机(SVM)算法,提出了一种不同湿度下不同材料涂层BC的快速光学建模方法。采用BC单体为50 ~ 2000,BC体积分数为0.05 ~ 0.70的典型闭孔、包覆聚集体和部分包覆BC模型,利用相对误差(REs)和决定系数(R2)研究了基于SVM的光学性质预测性能。结果表明,SVM预测的光效率、不对称系数、单散射反照率和激光雷达比等光学特性与MSTM模拟的光学特性总体上吻合较好。预测性能受涂层结构和形态参数的影响,大部分REs和R2值分别小于约20%和大于约0.85。相对湿度(RHs)和涂层材料对支持向量机性能有轻微影响。随着RHs从0%增加到95%,或者涂层变成非吸收性有机碳(OC)和棕碳(BrC),最大的REs增加到30%以上,但大部分R2仍大于0.85。本研究提出了一种很有前途的BC气溶胶光学建模方法,并且可以随着机器学习的发展进一步改进。
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引用次数: 0
Experimental investigation on the impact of thermal stratification on aerosol behavior in indoor environments 热分层对室内气溶胶行为影响的实验研究
IF 3.9 3区 环境科学与生态学 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-09-01 Epub Date: 2025-07-05 DOI: 10.1016/j.jaerosci.2025.106647
Sreeyuth Lal, David Grand-Maitre, Yu-Shan Chin, Luke Lebel
Ventilation modes significantly impact the dispersion and deposition of pathogen-laden aerosols in indoor environments, thereby affecting both direct and indirect disease transmission. This study investigates the influence of thermal stratification as a result of the ventilation mode. Several HVAC parameters are examined in the experiments, including vent location, air exchange rate, heating or cooling mode, and the resulting conditions, which can be either stratified or mixed. Test aerosols are fluorescein particles in the 0.3–5 μm size range, characteristic of those reported in the literature for human expiratory activities, and releases are complemented by co-injection of CO2 to allow for a broader measurement of dispersion. A body heat simulator and a heated injection system are used to account for the buoyant plume rise of human exhalation and body heat. Particle deposition on horizontal and vertical surfaces is quantified through deposition plates located throughout the test chamber. Dispersion and deposition are as expected from a lumped box model when the ventilation mode promotes mixed conditions (air exchange rates of 0.5–5 h−1). When conditions were thermally stratified, the location of the return vent had a substantial impact on the measured concentrations; locating the return at the floor creates a dead-end volume at the top half (breathing zone) of the room where aerosols accumulate, whereas positioning the return on the ceiling offer the most efficient mode for removing contaminants. The deposition was an important sink for airborne particulates, and deposition observed on the walls and ceiling was higher than anticipated. There are novel comparisons between the deposition rates and measured friction velocities in the room to attempt to qualify the relative roles of turbulence, gravity, and Brownian deposition mechanisms; however, most of the deposition could be attributed to electrostatic effects. The findings in this study can have serious ramifications for developing HVAC designs that aim to minimize the risk of indoor disease transmission.
通风方式显著影响室内环境中含病原体气溶胶的扩散和沉积,从而影响疾病的直接和间接传播。本研究探讨了通风方式对热分层的影响。在实验中检查了几个HVAC参数,包括通风口位置,空气交换率,加热或冷却模式,以及产生的条件,可以分层或混合。测试气溶胶是尺寸在0.3-5 μm范围内的荧光素颗粒,这是文献中报道的人类呼气活动的特征,并且通过CO2注射来补充释放,以允许更广泛的分散测量。人体热模拟器和加热注入系统被用来解释人体呼出和体热的浮力羽状上升。在水平和垂直表面上的颗粒沉积通过位于整个测试室的沉积板进行量化。当通风模式促进混合条件(空气交换率为0.5-5 h−1)时,分散和沉积如集总箱模型所期望的那样。在热分层条件下,回风口的位置对测量的浓度有实质性影响;将回风口定位在地板上,在气溶胶积聚的房间上半部分(呼吸区)创造了一个死胡同,而将回风口定位在天花板上,为去除污染物提供了最有效的方式。沉积物是空气中颗粒物的重要汇,在墙壁和天花板上观察到的沉积物比预期的要高。在室内沉积速率和测量的摩擦速度之间进行了新颖的比较,试图确定湍流、重力和布朗沉积机制的相对作用;然而,大多数沉积可归因于静电效应。这项研究的发现可能对开发旨在将室内疾病传播风险降至最低的暖通空调设计产生严重影响。
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引用次数: 0
A direct and theoretically consistent method for the calculation of the settling speed of prolate spheroidal particles in the atmosphere 一种计算长球状粒子在大气中沉降速度的直接和理论上一致的方法
IF 3.9 3区 环境科学与生态学 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-09-01 Epub Date: 2025-06-22 DOI: 10.1016/j.jaerosci.2025.106613
Sylvain Mailler , Sotirios Mallios
We propose a new method for calculating the settling speed of aerosol particles with prolate shape in the atmosphere. This method takes into account the known theoretical results on the speed–force relationships for prolate spheroids moving in a fluid, and the results in Mallios et al. (2021) regarding the orientation of prolate particles settling in the atmosphere. Unlike other studies, we focus not on the resistance problem (calculating the aerodynamic force as a function of speed) but on the mobility problem (calculate terminal velocity as a function of the external force). The result of this approach is a set of equations that permit to directly calculate the settling speed of a prolate particle in the atmosphere as a function of its shape and characteristics, which is a very important quantity in atmospheric science since the settling speed of a falling particle is a key factor to determine its lifetime in the atmosphere. With this approach, we show that the settling speed is reduced by up to 20% for particles with aspect ratio 4 compared to same-volume spheres. We compare the results of the present study to CFD results of Sanjeevi et al. (2022) and to laboratory measurements of Bhowmick et al. (2024), the latter comparison showing that the estimates for settling speed from our method is within ±5% compared to the measured value. Finally, since calculating the terminal speed of settling particles is an important issue in atmospheric modeling, we provide a Fortran module implementing the method described in the present study.
提出了一种计算长形气溶胶粒子在大气中沉降速度的新方法。该方法考虑了关于在流体中运动的长形球体的速度-力关系的已知理论结果,以及Mallios等人(2021)关于在大气中沉降的长形颗粒方向的结果。与其他研究不同,我们关注的不是阻力问题(计算作为速度函数的气动力),而是机动性问题(计算作为外力函数的终端速度)。这种方法的结果是一组方程,可以直接计算出一个长波粒子在大气中的沉降速度作为其形状和特性的函数,这是大气科学中一个非常重要的量,因为下落粒子的沉降速度是决定其在大气中寿命的关键因素。通过这种方法,我们发现与相同体积的球体相比,长径比为4的颗粒的沉降速度降低了20%。我们将本研究的结果与Sanjeevi et al.(2022)的CFD结果以及Bhowmick et al.(2024)的实验室测量结果进行了比较,后者的比较表明,我们的方法估计的沉降速度与实测值相比在±5%以内。最后,由于计算沉降粒子的终端速度是大气模拟中的一个重要问题,我们提供了一个Fortran模块来实现本研究中描述的方法。
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引用次数: 0
Investigation of the morphology and optical properties of graphene oxide for online diagnostics 用于在线诊断的氧化石墨烯的形态和光学性质的研究
IF 3.9 3区 环境科学与生态学 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-09-01 Epub Date: 2025-06-18 DOI: 10.1016/j.jaerosci.2025.106637
Horace I. Looi , Halil I. Yazici , Joel C. Corbin , Rym Mehri , Timothy A. Sipkens , Kyle J. Daun
Graphene oxide (GO) particles have a wide and growing range of applications. They may also be converted to reduced graphene oxide (rGO) particles, which are increasingly used in energy storage devices like batteries and supercapacitors. However, the downstream functionality of GO and rGO particles depends strongly on their morphology, which is highly variable depending on the synthesis process. Here, we report morphological and optical properties for GO particles in the aerosol phase. These include the mobility diameter, effective density (0.93 ± 0.06 g/cm3), mass–mobility exponent (2.97 ± 0.06), Angstrom absorption exponent (2.48 between 370 nm and 950 nm), mass absorption cross-section (0.99 ± 0.22 m2 g−1), and mass scattering cross-section. Although this study reports measurements on re-aerosolized GO powder, the demonstrated techniques and measured properties serve as a foundation for in-reactor optical diagnostics that may allow for online control of the synthesis processes enabling the ability to control and characterize the functionality of downstream particles
氧化石墨烯(GO)颗粒具有广泛且不断增长的应用范围。它们也可以转化为还原氧化石墨烯(rGO)颗粒,这种颗粒越来越多地用于电池和超级电容器等储能设备。然而,氧化石墨烯和还原氧化石墨烯颗粒的下游功能在很大程度上取决于它们的形态,这取决于合成过程。在这里,我们报告了氧化石墨烯颗粒在气溶胶相的形态和光学性质。包括迁移率直径、有效密度(0.93±0.06 g/cm3)、质量迁移率指数(2.97±0.06)、埃吸收指数(2.48)、质量吸收截面(0.99±0.22 m2 g−1)和质量散射截面。尽管本研究报告了对再雾化氧化石墨烯粉末的测量,但所展示的技术和测量的特性可作为反应器内光学诊断的基础,可以在线控制合成过程,从而能够控制和表征下游颗粒的功能
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引用次数: 0
Screen diffusion battery method for measuring the size distribution of radioactive aerosol employing multi-layer perception (MLP) neural network 采用多层感知(MLP)神经网络测量放射性气溶胶尺寸分布的屏幕扩散电池方法
IF 3.9 3区 环境科学与生态学 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-09-01 Epub Date: 2025-06-28 DOI: 10.1016/j.jaerosci.2025.106644
Hao Wang , Fei Zhou , Lele Zhong , Fa Zhong , Xiaotong Chen , Junxia Guo , Zhenzhong Zhang
The precise characterization of the size distribution of radioactive aerosol particles is essential for environmental radiation protection. The screen diffusion battery (SDB) method has been extensively utilized for the sizing of radioactive aerosols. Nevertheless, the accurate and rapid inversion remains a significant challenge within this methodology. This study proposes several multilayer perceptron neural network models to tackle this issue. The performance and applicability of models were assessed using simulated and laboratory measurement data. Results showed that the model achieved accuracy of above 89 % at the error noise level of 10 % in the peak shape classification task. For unimodal distribution parameters, the MAPE (Mean Absolute Percentage Error) of AMD (Activity Median Diameter) and σg (GSD, Geometric Standard Deviation) were maintained below 1.5 % and 3.4 % at noise level of 10 %. For bimodal distribution parameters, the MAPE of all parameters were below 10.5 % at noise of 10 %. These results demonstrate the model's exceptional predictive accuracy and robust noise immunity. Comparison results in radon chamber showed a good linear correlation between AMD (obtained by the SDB system using MLP) and CMD (Count Median Diameter, measured by SMPS) with R2 of 0.888, verifying the practical measurement capability of MLP method. The prediction results can be generated almost instantaneously in the millisecond range, which presents potential for real-time and large-scale measurements. Moreover, compared with the conventional method, this MLP method does not require manual selection of initial iteration parameters and will not produce unstable oscillating solutions. These findings can significantly enhance the efficiency and reliability of radioactive aerosol size distribution analysis, supporting improved environmental monitoring, radiation risk assessment and safety protocols in nuclear facilities.
准确表征放射性气溶胶粒子的大小分布对环境辐射防护至关重要。筛网扩散电池(SDB)方法已被广泛应用于放射性气溶胶的分级。然而,准确和快速的反演仍然是该方法的一个重大挑战。本研究提出了几个多层感知器神经网络模型来解决这个问题。利用模拟和实验室测量数据对模型的性能和适用性进行了评估。结果表明,该模型在峰形分类任务中,在误差噪声水平为10%的情况下,准确率达到89%以上。对于单峰分布参数,在噪声水平为10%时,AMD(活动中位直径)和σg(几何标准差)的MAPE(平均绝对百分比误差)分别保持在1.5%和3.4%以下。对于双峰分布参数,在噪声为10%时,所有参数的MAPE均小于10.5%。结果表明,该模型具有良好的预测精度和抗噪声能力。氡室对比结果显示,用MLP法测定的SDB系统得到的AMD与用SMPS法测定的CMD呈良好的线性相关,R2为0.888,验证了MLP法测量的实用能力。预测结果几乎可以在毫秒范围内立即生成,这为实时和大规模测量提供了潜力。此外,与传统方法相比,该方法不需要人工选择初始迭代参数,不会产生不稳定的振荡解。这些发现可以显著提高放射性气溶胶粒径分布分析的效率和可靠性,为改进核设施的环境监测、辐射风险评估和安全规程提供支持。
{"title":"Screen diffusion battery method for measuring the size distribution of radioactive aerosol employing multi-layer perception (MLP) neural network","authors":"Hao Wang ,&nbsp;Fei Zhou ,&nbsp;Lele Zhong ,&nbsp;Fa Zhong ,&nbsp;Xiaotong Chen ,&nbsp;Junxia Guo ,&nbsp;Zhenzhong Zhang","doi":"10.1016/j.jaerosci.2025.106644","DOIUrl":"10.1016/j.jaerosci.2025.106644","url":null,"abstract":"<div><div>The precise characterization of the size distribution of radioactive aerosol particles is essential for environmental radiation protection. The screen diffusion battery (SDB) method has been extensively utilized for the sizing of radioactive aerosols. Nevertheless, the accurate and rapid inversion remains a significant challenge within this methodology. This study proposes several multilayer perceptron neural network models to tackle this issue. The performance and applicability of models were assessed using simulated and laboratory measurement data. Results showed that the model achieved accuracy of above 89 % at the error noise level of 10 % in the peak shape classification task. For unimodal distribution parameters, the MAPE (Mean Absolute Percentage Error) of AMD (Activity Median Diameter) and <span><math><mrow><msub><mi>σ</mi><mi>g</mi></msub></mrow></math></span> (GSD, Geometric Standard Deviation) were maintained below 1.5 % and 3.4 % at noise level of 10 %. For bimodal distribution parameters, the MAPE of all parameters were below 10.5 % at noise of 10 %. These results demonstrate the model's exceptional predictive accuracy and robust noise immunity. Comparison results in radon chamber showed a good linear correlation between AMD (obtained by the SDB system using MLP) and CMD (Count Median Diameter, measured by SMPS) with R<sup>2</sup> of 0.888, verifying the practical measurement capability of MLP method. The prediction results can be generated almost instantaneously in the millisecond range, which presents potential for real-time and large-scale measurements. Moreover, compared with the conventional method, this MLP method does not require manual selection of initial iteration parameters and will not produce unstable oscillating solutions. These findings can significantly enhance the efficiency and reliability of radioactive aerosol size distribution analysis, supporting improved environmental monitoring, radiation risk assessment and safety protocols in nuclear facilities.</div></div>","PeriodicalId":14880,"journal":{"name":"Journal of Aerosol Science","volume":"189 ","pages":"Article 106644"},"PeriodicalIF":3.9,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144535458","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Positron emission tomography-based comparison of methods for exposing macaques to respiratory pathogens 基于正电子发射断层扫描的猕猴呼吸道病原体暴露方法比较
IF 3.9 3区 环境科学与生态学 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-09-01 Epub Date: 2025-07-05 DOI: 10.1016/j.jaerosci.2025.106646
Benoît Delache , Anaïs-Rachel Garnier , Cécile Herate , Francis Relouzat , Pierre Lê-Bury , Julien Lemaitre , Asma Berriche , Quentin Sconosciuti , Eleana Navarre , Noémie Verguet , Justina Creppy , Olivier Gorgé , Jean-Nicolas Tournier , Frédéric Ducancel , Laurent Vecellio , Roger Le Grand , Thibaut Naninck
Non-human primates (NHPs) are relevant models for studies of human respiratory infections due to their similar anatomy and susceptibility to human pathogens, resulting in comparable disease manifestations following exposure via aerosols or liquid instillation. An understanding of pathogen deposition in the respiratory tract (RT) of NHPs according to the method of exposure is essential for infectious disease modeling. Here, we evaluated and compared three conventional exposure systems commonly used to replicate human RT infections: liquid endotracheal instillation (IT), facemask (FM) aerosol inhalation, and head-only exposure (HOE) aerosol inhalation. Using PET/CT imaging with [18F] fluorodeoxyglucose ([18F]FDG) as the radiotracer, we quantified deposition across the upper respiratory tract (URT), lower respiratory tract (LRT), and digestive tract in anesthetized, spontaneously breathing cynomolgus macaques. A 98.0 ± 1.4 % deposited dose in the LRT was obtained with IT, whereas FM gave only 28.2 ± 6.4 % (MMAD: 3.1 μm GSD 2.2) and HOE gave 40.4 ± 19.0 % (MMAD: 1.9 μm GSD 2.0). This variability of deposition rates highlights the need for precise metrology tools. The homogeneity of lung deposition was improved and ratio between peripheral deposition/central deposition (P/C ratio) were higher with FM, and particularly with the HOE device, than with IT. An in vivo study of macaques inhaling Bacillus atrophaeus spore suspensions tracked with [18F]FDG revealed a correlation between radioactivity and spore concentration in respiratory samples (nasal/tracheal swabs, bronchoalveolar lavage) after inhalation. In conclusion, pathogen exposure systems significantly affect dose deposition and distribution within NHP airways which may thus impact vaccines and therapeutics efficacy trial in challenge models. PET/CT imaging provides a robust tool for monitoring and controlling exposure to respiratory pathogens, decreasing the number of animals required for studies through precise dose control and tissue targeting. Exposure systems should be tailored to inhalation scenarios such as close contact or accumulated aerosol exposure, to reproduce improve relevance of preclinical models.
非人类灵长类动物(NHPs)是研究人类呼吸道感染的相关模型,因为它们具有相似的解剖结构和对人类病原体的易感性,在通过气溶胶或液体滴入暴露后产生类似的疾病表现。根据暴露方法了解NHPs呼吸道(RT)中的病原体沉积对传染病建模至关重要。在这里,我们评估并比较了三种通常用于复制人类呼吸道感染的常规暴露系统:气管内液体滴注(IT)、面罩(FM)气溶胶吸入和仅头部暴露(HOE)气溶胶吸入。我们使用以[18F]氟脱氧葡萄糖([18F]FDG)为示踪剂的PET/CT成像,对麻醉、自主呼吸的食食猴上呼吸道(URT)、下呼吸道(LRT)和消化道的沉积进行了量化。IT在LRT中的沉积剂量为98.0±1.4%,而FM的沉积剂量为28.2±6.4% (MMAD: 3.1 μ GSD 2.2), HOE的沉积剂量为40.4±19.0% (MMAD: 1.9 μ GSD 2.0)。这种沉积速率的可变性突出了对精确计量工具的需求。肺沉积的均匀性得到改善,外周沉积/中心沉积的比值(P/C比值)与FM相比更高,特别是与HOE装置相比。一项用[18F]FDG追踪的猕猴吸入萎缩芽孢杆菌孢子悬浮液的体内研究显示,吸入后呼吸道样本(鼻/气管拭子、支气管肺泡灌洗液)中的放射性与孢子浓度之间存在相关性。总之,病原体暴露系统显著影响NHP气道内的剂量沉积和分布,从而可能影响疫苗和治疗药物在挑战模型中的疗效试验。PET/CT成像为监测和控制呼吸道病原体暴露提供了强大的工具,通过精确的剂量控制和组织靶向减少了研究所需的动物数量。暴露系统应适合吸入情况,如密切接触或累积气溶胶暴露,以重现临床前模型的相关性。
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引用次数: 0
Dynamic of infectious aerosols generated by cough from patients with pulmonary tuberculosis 肺结核患者咳嗽产生的传染性气溶胶的动态
IF 3.9 3区 环境科学与生态学 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-09-01 Epub Date: 2025-06-10 DOI: 10.1016/j.jaerosci.2025.106633
Taline Canto Tristão , Mariana Abou Mourad Ferreira , Pedro Sousa de Almeida Júnior , Luiz Guilherme Schmidt Castellani , Manuela Negrelli Brunetti , Edward C. Jones-López , Kevin P. Fennelly , Michael R. Barer , Carlos Henrique Fantecelle , Saulo Almeida Morellato , David Jamil Hadad , Jerrold J. Ellner , Reynaldo Dietze , Moisés Palaci
Tuberculosis (TB) is an ancient disease transmitted through aerosols frequently generated by coughing and it is still unknown whether there is variability in cough aerosol output throughout the day and whether this may impact patients’ infectivity categorization. To study the dynamic of infectious aerosols generated by cough, we conducted a cross-sectional study on pulmonary TB patients (n = 16) who had their cough-generated aerosols sampled twice daily for two consecutive days for the Cough Aerosol Sampling System (CASS) assay. Most patients were classified as Variable Low Producers and Variable High Producers (n = 10; 62.5 %), followed by Negative Producers (n = 4; 25 %) and Consistent Producers (n = 2; 12.5 %). Additionally, most recovered bacilli (88.7 %) within a respiratory aerosol size range. Although the time of collection did not appear to impact on aerosol infectivity, performing CASS with multiple samples allowed for more accurate detection and distinction among aerosol producers.
结核病(TB)是一种古老的疾病,经常通过咳嗽产生的气溶胶传播,目前尚不清楚全天咳嗽气溶胶的输出是否存在变异性,以及这是否会影响患者的传染性分类。为了研究咳嗽产生的传染性气溶胶的动态,我们对肺结核患者(n = 16)进行了一项横断面研究,这些患者连续两天每天两次对咳嗽产生的气溶胶进行采样,以进行咳嗽气溶胶采样系统(CASS)测定。大多数患者分为可变低生产者和可变高生产者(n = 10;62.5%),其次是消极生产者(n = 4;25%)和一致性生产者(n = 2;12.5%)。此外,大多数回收的杆菌(88.7%)在呼吸道气溶胶大小范围内。虽然收集时间似乎对气溶胶传染性没有影响,但对多个样本进行CASS可以更准确地检测和区分气溶胶生产者。
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引用次数: 0
Direct inversion for bidimensional distributions of aerosol characteristics 气溶胶特征二维分布的直接反演
IF 3.9 3区 环境科学与生态学 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-09-01 Epub Date: 2025-06-20 DOI: 10.1016/j.jaerosci.2025.106636
Timothy A. Sipkens, Joel C. Corbin
Aerosol classifiers allow particle populations to be described in terms of mass, mobility diameter, or aerodynamic diameter distributions. When this classification is combined with a second layer of classification, a bidimensional distribution can be retrieved that provides additional insights into the distribution of aerosol properties. Bidimensional distributions are often transformed from extensive quantities related to the measurement (e.g., particle mass) to intensive ones that provide more intuitive insights of particle morphology (e.g., effective density or black-carbon mass fraction). Further, most extensive properties are highly correlated with one another (e.g., particle mass and mobility diameter). This complicates inversion, resulting in retrieved distributions that are considerably broader than the true distribution. In this work, we show that these problems can be solved using a single analysis step to compute distributions-of-interest, phrased in terms of intensive properties. This yields a direct inversion scheme that (1) avoids the need for post-processing to retrieve common distributions-of-interest; (2) reduces the correlation between the aerosol properties for which the bidimensional distribution is defined; (3) makes regularization easier and more objective; and (4) improves the minimum resolvable distribution width by up to 96 %. The approach is demonstrated using both simulated distributions (phantoms) and experimental data.
气溶胶分类器允许根据质量、迁移直径或空气动力学直径分布来描述粒子群。当这种分类与第二层分类相结合时,可以检索到二维分布,从而对气溶胶特性的分布提供额外的见解。二维分布通常从与测量相关的广泛数量(例如,粒子质量)转变为提供更直观的粒子形态见解的密集数量(例如,有效密度或黑碳质量分数)。此外,大多数广泛的性质彼此之间高度相关(例如,粒子质量和迁移率直径)。这使反演变得复杂,导致检索到的分布比真实分布宽得多。在这项工作中,我们表明,这些问题可以使用单个分析步骤来解决,以密集性质为术语来计算兴趣分布。这产生了一种直接的反演方案,它(1)避免了对检索公共兴趣分布的后处理的需要;(2)降低了定义了二维分布的气溶胶特性之间的相关性;(3)使规范化更容易、更客观;(4)将最小可分辨分布宽度提高了96%。该方法使用模拟分布(幻影)和实验数据进行了演示。
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引用次数: 0
Concurrent supersaturation of C2-C4 alcohols and water in a Condensation Particle Counter (CPC) to measure naturally charged flame-formed carbonaceous aerosols smaller than 3 nm 凝结粒子计数器(CPC)中C2-C4醇和水的同时过饱和,以测量小于3nm的自然带电火焰形成的碳质气溶胶
IF 3.9 3区 环境科学与生态学 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-09-01 Epub Date: 2025-06-10 DOI: 10.1016/j.jaerosci.2025.106626
Farnaz Khosravi , Gregory S. Lewis , Arantzazu Eiguren Fernandez , Francesco Carbone
Combustion emissions impact air pollution, and the development of advanced tools to detect and monitor increasingly smaller flame-formed aerosols is vital for implementing ever-more effective air-quality regulations and reducing the environmental impact of combustion applications. Condensation Particle Counters (CPCs) can detect both charged and neutral aerosols in very low number concentrations and are of widespread use in atmospheric metrology thanks to their relative portability, affordability, and simplicity of operation. Still, their detection efficiency is influenced by the size, charge state, and morphology of the aerosols to be detected, in addition to their composition, which influences their wettability by the condensing fluid(s). As a result, calibrations are necessary to characterize the detection efficiency of a CPC, especially for flame-formed carbonaceous aerosols smaller than 3 nm, which can have quite polydisperse composition and properties. In this study, two-component (fluid-Water) CPCs resulting from coupling a Water CPC (WCPC) with a saturator inlet operated with either n-butanol (nBA), iso-propanol (IPA), or ethanol (EtOH) are characterized for the detection of naturally charged carbonaceous aerosols formed in an incipiently sooting premixed flame. Khosravi et al. (2023) operated the saturator inlet with Diethylene Glycol (DEG) and showed that the concurrent supersaturations of water and DEG (i.e., any fluid with Le > 1) established in the DEG-WCPC (i.e., any fluid-WCPC) enhance the detection of materials smaller than 3 nm. The results herein demonstrate that the nBA-WCPC, the IPA-WCPC, and the EtOH-WCP have not only comparable or even superior (surely in the case of the IPA-WCPC) performances in terms of the minimum sizes detectable with 50 % efficiency but also the advantages of minimal needs for cleaning the optics and composition-independent and steeper profiles of the size-dependent detection efficiency compared to the DEG-WCPC. This is the case even though the lengths of the CPC stages have not been optimized yet for using the tested C2-C4 alcohols in the saturator inlet. In particular, the use of EtOH as a performant CPC working fluid is the first-of-a-kind, with the EtOH-WCPC already achieving the steepest detection efficiency profiles, a feature attractive for studies requiring sizing resolution, and having the largest room for performance improvements.
燃烧排放影响空气污染,开发先进的工具来检测和监测越来越小的火焰形成的气溶胶,对于实施更有效的空气质量法规和减少燃烧应用对环境的影响至关重要。冷凝粒子计数器(cpc)可以检测极低数量浓度的带电和中性气溶胶,由于其相对便携性,可负担性和操作简单,在大气计量中广泛使用。尽管如此,它们的检测效率受到要检测的气溶胶的大小、电荷状态和形态的影响,以及它们的组成,这影响了它们被冷凝流体润湿性。因此,有必要进行校准,以表征CPC的检测效率,特别是对于小于3nm的火焰形成的碳质气溶胶,这些气溶胶可能具有相当多的分散成分和性质。在本研究中,双组分(流体-水)CPC由水CPC (WCPC)与饱和器入口耦合而成,该入口由正丁醇(nBA)、异丙醇(IPA)或乙醇(EtOH)操作,用于检测在早期煤烟预混火焰中形成的自然带电的碳质气溶胶。Khosravi et al.(2023)用二甘醇(DEG)操作饱和器入口,并表明水和DEG(即任何含有Le >的流体)同时过饱和;1)建立的DEG-WCPC(即任何流体- wcpc)增强了对小于3nm的物质的检测。本文的研究结果表明,nBA-WCPC、IPA-WCPC和EtOH-WCP不仅在以50%的效率检测最小尺寸方面具有相当甚至更好的性能(当然在IPA-WCPC的情况下),而且与DEG-WCPC相比,清洗光学元件的需求最少,与成分无关,与尺寸相关的检测效率曲线更陡峭。即使在饱和器进口中使用测试的C2-C4醇,CPC级的长度尚未优化,情况也是如此。特别值得一提的是,EtOH作为高性能CPC工作液的使用是同类中第一次,EtOH- wcpc已经实现了最陡的检测效率曲线,这一特性对需要尺寸分辨率的研究具有吸引力,并且具有最大的性能改进空间。
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引用次数: 0
Size-resolved chemical composition analysis of ions produced by a dielectric barrier discharge bipolar charger 介质阻挡放电双极充电器所产生离子的尺寸分辨化学成分分析
IF 3.9 3区 环境科学与生态学 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-09-01 Epub Date: 2025-06-03 DOI: 10.1016/j.jaerosci.2025.106623
Yueyang Li , Michel Attoui , Yiliang Liu , Qiwen Sun , Qing Li , Runlong Cai , Lin Wang
Accurate prediction of aerosol charge distribution is crucial for aerosol size distribution measurements using electrical mobility spectrometers. The charge distribution of widely used bipolar diffusion aerosol charging is affected by the electrical mobility and mass of ions. In this study, we developed and evaluated a concentric cylindrical double dielectric barrier discharge (DBD) bipolar charger, and investigated the impact of measurement conditions on electrical mobility and mass of charging ions. The size-resolved chemical composition of ions produced by the DBD charger was analyzed using a high-resolution half-mini differential mobility analyzer coupled to an atmospheric pressure interface time-of-flight mass spectrometer. The effects of the discharge gas, carrier gas and relative humidity (RH) on ion properties were evaluated. Our results show that both discharge gas and carrier gas influenced the chemical composition of ions. The detected high-abundance ions were mainly originated from impurities in the carrier and discharge gases, or compounds used when manufacturing the system components. The ion mobility distribution varied with the type of carrier gas and its relative humidity, but was not sensitive to discharge gas or its flowrate. The measured charge distribution using the DBD charger was in a good agreement with Wiedensohler's approximation (Wiedensohler, 1988), and the theoretically predicted charge distribution, calculated from the measured ion properties, was also consistent with the experimental results. Only minor variations with a relative uncertainty of 12.1% and 9.5% for positive and negative particles, respectively, in singly charged particle fractions were expected among different measurement conditions. Despite a higher uncertainty likely introduced by using ambient air as the carrier gas, our work indicates that the newly developed DBD charger has the potential to be used as a bipolar charger under typical laboratory and ambient measurement conditions.
气溶胶电荷分布的准确预测是至关重要的气溶胶大小分布测量使用电迁移谱。广泛应用的双极扩散气溶胶充电的电荷分布受电迁移率和离子质量的影响。在这项研究中,我们开发和评估了同心圆柱形双介质阻挡放电(DBD)双极充电器,并研究了测量条件对充电离子的电迁移率和质量的影响。利用高分辨率半微型差分迁移率分析仪与大气压界面飞行时间质谱仪耦合,分析了DBD充电器产生的离子的尺寸分辨化学成分。考察了放电气体、载气和相对湿度对离子性能的影响。结果表明,放电气体和载气对离子的化学组成都有影响。检测到的高丰度离子主要来源于载体和放电气体中的杂质,或制造系统组件时使用的化合物。离子迁移率随载气类型和载气相对湿度的变化而变化,但对载气和载气流量不敏感。使用DBD充电器测量的电荷分布与Wiedensohler的近似(Wiedensohler, 1988)非常吻合,并且根据测量的离子性质计算的理论预测的电荷分布也与实验结果一致。在不同的测量条件下,单电荷粒子组分中正、负粒子的相对不确定度变化较小,分别为12.1%和9.5%。尽管使用环境空气作为载气可能会带来更高的不确定性,但我们的工作表明,新开发的DBD充电器在典型的实验室和环境测量条件下具有用作双极充电器的潜力。
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引用次数: 0
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Journal of Aerosol Science
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