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Integrated air quality information for Kampala: analysis of PM2.5, emission sources, modelled contributions, and institutional framework† 坎帕拉综合空气质量信息:PM2.5分析,排放源,模拟贡献和制度框架†
IF 2.8 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-02-27 DOI: 10.1039/D4EA00081A
Deo Okure, Sarath K. Guttikunda, Richard Sserunjogi, Priscilla Adong, Sai Krishna Dammalapati, Dorothy Lsoto, Paul Green, Engineer Bainomugisha and Jian Xie

Kampala, the political and economic capital of Uganda and one of the fastest urbanizing cities in sub-Saharan Africa, is experiencing a deteriorating trend in air quality. This decline is driven by emissions from multiple diffuse local sources, including transportation, domestic and outdoor cooking, and industries, as well as by sources outside the city airshed, such as seasonal open fires in the region. PM2.5 (particulate matter under 2.5 μm size) is the key pollutant of concern in the city with monthly spatial heterogeneity of 60–100 μg m−3. Outdoor air pollution is distinctly pronounced in the global south cities and lack the necessary capacity and resources to develop integrated air quality management programs including ambient monitoring, emissions and pollution analysis, source apportionment, and preparation of clean air action plans. This paper presents the first comprehensive integrated assessment of air quality in Kampala to define a multi-level intervention framework, utilizing ground measurements from a hybrid network of stations, global reanalysis fields from GEOS-Chem and CAMS simulations, a high-resolution (∼1 km) multi-pollutant emissions inventory for the designated airshed, WRF-CAMx-based PM2.5 pollution analysis, and a qualitative review of the institutional and policy environment in Kampala. This collation of information documents baseline data for all known sectors, providing a foundational resource for the development of a clean air action plan. The proposed plan aims for better air quality in the region using a combination of short-, medium-, and long-term emission control measures for all the dominate sources and institutionalize pollution tracking mechanisms (like emissions and pollution monitoring and reporting) for effective management of air pollution.

坎帕拉是乌干达的政治和经济之都,也是撒哈拉以南非洲地区城市化速度最快的城市之一,这里的空气质量正在恶化。这种下降是由多种分散的当地排放源(包括交通、家庭和户外烹饪以及工业)以及城市以外的空气排放源(如该地区的季节性明火)造成的。PM2.5 (2.5 μm以下的颗粒物)是城市重点关注的污染物,月空间异质性为60 ~ 100 μm−3。室外空气污染在全球南方城市尤为明显,缺乏必要的能力和资源来制定综合空气质量管理计划,包括环境监测、排放和污染分析、来源分配和清洁空气行动计划的准备。本文首次对坎帕拉的空气质量进行了全面的综合评估,以定义一个多层次的干预框架,利用混合站网络的地面测量数据、GEOS-Chem和CAMS模拟的全球再分析领域、指定空场的高分辨率(~ 1公里)多污染物排放清单、基于wrf - camx的PM2.5污染分析,以及对坎帕拉制度和政策环境的定性审查。这种信息整理记录了所有已知部门的基线数据,为制定清洁空气行动计划提供了基础资源。提出的计划旨在通过对所有主要污染源采取短期、中期和长期排放控制措施的结合,改善该地区的空气质量,并将污染跟踪机制(如排放和污染监测和报告)制度化,以有效管理空气污染。
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引用次数: 0
Vertical gradient in atmospheric particle phase state: a case study over the alaskan arctic oil fields† 大气粒子相态的垂直梯度:以阿拉斯加北极油田为例
IF 2.8 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-02-26 DOI: 10.1039/D4EA00150H
Nurun Nahar Lata, Zezhen Cheng, Darielle Dexheimer, Susan Mathai, Matthew A. Marcus, Kerri A. Pratt, Theva Thevuthasan, Fan Mei and Swarup China

The phase state of atmospheric particles impacts atmospheric processes like heterogeneous reactions, cloud droplet activation, and ice nucleation, influencing Earth's climate. Factors like chemical composition, temperature, and relative humidity govern particle phase states. The Arctic atmosphere is stratified, with varying particle compositions, but vertical profiles of submicron phase states remain poorly understood due to limited aloft measurements. To address this, particle samples were collected via a tethered balloon system (TBS) at the U.S. Department of Energy Atmospheric Radiation Measurement Program's facility at Oliktok Point, Alaska, on November 19, 2020. Using an environmental scanning electron microscope with a tilted Peltier stage to simulate atmospheric conditions, we probed particle phase states, observing near-spherical, dome-like, and flat shapes upon substrate impact. Particles at an altitude of 300 m contained similar, high fractions of viscous particles (79 ± 9%) compared to ground-level (74 ± 5%). Chemical characterization revealed that carbonaceous-rich and carbonaceous sulfate-rich particles dominate ground-level samples, while 300 m samples included more carbonaceous-rich and carbonaceous-coated dust particles. STXM-NEXAFS further highlighted differences in particle mixing states, with a higher abundance of organic and mixed organic–inorganic particles at both altitudes. Integrating chemical composition and phase state measurements demonstrated that carbonaceous-rich and organic-dominated particles exhibited higher viscosities, while inorganic-rich particles displayed lower viscosities. This finding establishes an association between composition and phase state, offering critical insights into the vertical stratification of Arctic particles.

大气粒子的相态影响着非均相反应、云滴活化和冰核等大气过程,从而影响地球气候。化学成分、温度和相对湿度等因素决定了粒子的相态。北极大气是分层的,具有不同的粒子组成,但由于有限的高空测量,对亚微米相态的垂直剖面仍然知之甚少。为了解决这个问题,于2020年11月19日在阿拉斯加州奥利克托克点的美国能源部大气辐射测量计划设施通过系留气球系统(TBS)收集了粒子样本。使用环境扫描电子显微镜与倾斜的珀尔帖阶段来模拟大气条件,我们探测粒子相状态,观察近球形,圆顶状和平面形状的衬底撞击。与地面(74±5%)相比,300米高度的颗粒含有相似的高粘性颗粒(79±9%)。化学表征表明,地面样品中富含碳和富含碳质硫酸盐的颗粒占主导地位,而300米样品中含有更多的富含碳和包裹碳的尘埃颗粒。STXM-NEXAFS进一步强调了颗粒混合状态的差异,两个海拔高度的有机和有机-无机混合颗粒丰度更高。综合化学成分和相态测量表明,富碳和有机为主的颗粒具有较高的粘度,而富无机颗粒具有较低的粘度。这一发现建立了组成和相态之间的联系,为北极粒子的垂直分层提供了重要的见解。
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引用次数: 0
Global-scale analysis of the effect of gas-phase Criegee intermediates (CIs) on sulphate aerosol formation: general trend and the importance of hydroxy radicals decomposed from vibrationally excited CIs† 气相Criegee中间体(CIs)对硫酸盐气溶胶形成影响的全球尺度分析:振动激发CIs分解羟基自由基的总体趋势和重要性
IF 2.8 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-02-25 DOI: 10.1039/D4EA00137K
Hiroo Hata, Yuya Nakamura, Jairo Vazquez Santiago and Kenichi Tonokura

Stabilised Criegee intermediates (sCIs), which are formed in the atmosphere through the ozonolysis of alkenes, are known precursors of sulphate aerosols (SO42−(p)). Several previous studies have focused on the kinetics of sCI-related chemistry using both experimental and theoretical methods. Nonetheless, detailed evaluations of how the sCI affects global-scale SO42−(p) formation using chemical transport models (CTMs) have rarely been conducted. In this study, the impact of sCIs on SO42−(p) and other particulate matter was estimated using a global CTM by implementing approximately 100 chemical reactions associated with CI chemistry. The results suggest that sCIs contribute maximally less than 0.5% in remote areas, such as Amazon rainforests, Central Africa, and Australia. This value is lower than the previously estimated value, despite certain kinetic parameters related to CI chemistry being provisional due to insufficient data. Future work should focus on obtaining these kinetic parameters through experimental studies or theoretical calculations. The sCI that contributed the most to SO42−(p) formation was E-methyl glyoxal-1-oxide, which was generated by the ozonolysis of methyl vinyl ketone owing to its low-rate coefficient for the loss reaction of unimolecular decomposition and water vapour. The change in SO42−(p) enhanced the formation of secondary organic aerosols, whereas the reactions of the sCIs with NO2 decreased the formation of nitrate radicals. The results of the sensitivity analyses showed that in highly industrialised sites in China and India, OH radicals formed by the unimolecular decomposition of vibrationally excited CIs (vCIs) contributed to SO42−(p) formation, which maximally accounted for nearly ten times more than that of sCIs, whereas the contribution of vCIs and sCIs to SO42−(p) formation was estimated to be almost equal in rural and remote sites. The estimated sCI loss by HNO3 and organic acids was comparable to that of the unimolecular decomposition of sCIs and scavenging by water. This study provides full insight into the impact of gas-phase CI chemistry on a global scale.

通过臭氧分解烯烃在大气中形成的稳定克里基中间体(sCIs)是已知的硫酸盐气溶胶(SO42−(p))的前体。以前的一些研究主要是通过实验和理论方法来研究sci相关化学的动力学。尽管如此,使用化学输运模型(CTMs)对sCI如何影响全球尺度SO42−(p)形成的详细评估很少进行。在这项研究中,通过实施大约100个与CI化学相关的化学反应,使用全球CTM估计了sci对SO42−(p)和其他颗粒物的影响。结果表明,在偏远地区,如亚马逊雨林、中非和澳大利亚,可持续发展农业的贡献最大不到0.5%。尽管由于数据不足,与CI化学相关的某些动力学参数是临时的,但该值低于先前的估定值。今后的工作应侧重于通过实验研究或理论计算获得这些动力学参数。对SO42−(p)形成贡献最大的sCI是e -甲基乙二醛-1-氧化物,它是由甲基乙烯酮臭氧分解产生的,因为它的单分子分解和水蒸气损失反应的速率系数低。SO42−(p)的变化促进了二次有机气溶胶的形成,而sCIs与NO2的反应则减少了硝酸盐自由基的形成。灵敏度分析结果表明,在中国和印度高度工业化地区,振动激发CIs (vci)单分子分解形成的OH自由基对SO42−(p)的形成有贡献,其最大贡献是sci的近10倍,而在农村和偏远地区,vci和sci对SO42−(p)形成的贡献几乎相等。HNO3和有机酸对sCI的估计损失与单分子分解和水清除的损失相当。这项研究为气相CI化学在全球范围内的影响提供了充分的见解。
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引用次数: 0
Correction: Numerical one-dimensional investigations on a multi-cylinder spark ignition engine using hydrogen/ethanol, hydrogen/methanol and gasoline in dual fuel mode 修正:对双燃料模式下使用氢/乙醇、氢/甲醇和汽油的多缸火花点火发动机的一维数值研究
IF 2.8 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-02-24 DOI: 10.1039/D5EA90009C
Ufaith Qadiri

Correction for ‘Numerical one-dimensional investigations on a multi-cylinder spark ignition engine using hydrogen/ethanol, hydrogen/methanol and gasoline in dual fuel mode’ by Ufaith Qadiri, Environ. Sci.: Atmos., 2024, 4, 233–242, https://doi.org/10.1039/D3EA00139C.

修正了Ufaith Qadiri, Environ的“双燃料模式下使用氢/乙醇、氢/甲醇和汽油的多缸火花点火发动机的一维数值研究”。科学。:大气压。, 2024, 4, 233-242, https://doi.org/10.1039/D3EA00139C。
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引用次数: 0
Key role of short-lived halogens on global atmospheric oxidation during historical periods† 短寿命卤素在历史时期全球大气氧化中的关键作用。
IF 2.8 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-02-19 DOI: 10.1039/D4EA00141A
Adriana Bossolasco, Rafael P. Fernandez, Qinyi Li, Anoop S. Mahajan, Julián Villamayor, Javier A. Barrera, Dwayne E. Heard, Carlos A. Cuevas, Cyril Caram, Sophie Szopa and Alfonso Saiz-Lopez

Atmospheric oxidation largely determines the abundance and lifetime of short-lived climate forcers like methane, ozone and aerosols, as well as the removal of pollutants from the atmosphere. Hydroxyl, nitrate and chlorine radicals (OH, NO3 and Cl), together with ozone (O3), are the main atmospheric oxidants. Short-lived halogens (SLH) affect the concentrations of these oxidants, either through direct chemical reactions or indirectly by perturbing their main sources and sinks. However, the effect of SLH on the combined abundance of global oxidants during historical periods remains unquantified and is not accounted for in air quality and climate models. Here, we employ a state-of-the-art chemistry–climate model to comprehensively assess the role of SLH on atmospheric oxidation under both pre-industrial (PI) and present-day (PD) conditions. Our results show a substantial reduction in present-day atmospheric oxidation caused by the SLH-driven combined reduction in the global boundary layer levels of OH (16%), NO3 (38%) and ozone (26%), which is not compensated by the pronounced increase in Cl (2632%). These global differences in atmospheric oxidants show large spatial heterogeneity due to the variability in SLH emissions and their nonlinear chemical interactions with anthropogenic pollution. Remarkably, we find that the effect of SLH was more pronounced in the pristine PI atmosphere, where a quarter (OH: −25%) and half (NO3: −49%) of the boundary layer concentration of the main daytime and nighttime atmospheric oxidants, respectively, were controlled by SLH chemistry. The lack of inclusion of the substantial SLH-mediated reduction in global atmospheric oxidation in models may lead to significant errors in calculations of atmospheric oxidation capacity, and the concentrations and trends of short-lived climate forcers and pollutants, both historically and at present.

大气氧化在很大程度上决定了甲烷、臭氧和气溶胶等短期气候因子的丰度和寿命,也决定了大气中污染物的清除。羟基、硝酸盐和氯自由基(OH、NO3和Cl)以及臭氧(O3)是主要的大气氧化剂。短寿命卤素(SLH)通过直接化学反应或通过干扰其主要来源和汇间接影响这些氧化剂的浓度。然而,在历史时期,SLH对全球氧化剂的综合丰度的影响仍然没有量化,也没有在空气质量和气候模型中考虑。在这里,我们采用最先进的化学-气候模型来全面评估SLH在工业化前(PI)和现代(PD)条件下对大气氧化的作用。我们的研究结果表明,由slh驱动的全球边界层OH(16%)、NO3(38%)和臭氧(26%)水平的联合减少导致了当今大气氧化的大幅减少,而Cl的显著增加(2632%)并未补偿这一减少。这些大气氧化剂的全球差异表现出很大的空间异质性,这是由于SLH排放的变异性及其与人为污染的非线性化学相互作用。值得注意的是,我们发现SLH的作用在原始PI大气中更为明显,其中四分之一(OH: -25%)和一半(NO3: -49%)的主要白天和夜间大气氧化剂的边界层浓度分别受SLH化学控制。由于模式中没有包含slh介导的全球大气氧化的实质性减少,可能导致在过去和现在计算大气氧化能力、短期气候强迫因子和污染物的浓度和趋势时出现重大误差。
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引用次数: 0
Assessment of high spectral resolution lidar-derived PM2.5 concentration from SEAC4RS, ACEPOL, and three DISCOVER-AQ campaigns† 来自SEAC4RS, ACEPOL和三个DISCOVER-AQ运动的高光谱分辨率激光雷达衍生PM2.5浓度评估
IF 2.8 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-02-12 DOI: 10.1039/D4EA00143E
Bethany Sutherland and Nicholas Meskhidze

PM2.5 (particulate matter with an aerodynamic diameter of less than 2.5 μm) exposure at elevated levels has been associated with adverse health outcomes. However, the high spatiotemporal variability of aerosols poses challenges in monitoring PM2.5 using ground-based measurement networks. Previously, we developed a new method (referred to as HSRL-CH) to estimate surface PM2.5 concentration and chemical composition using High Spectral Resolution Lidar (HSRL)-retrieved extinction and derived aerosol types. In this study, we evaluate HSRL-CH performance across the United States using HSRL retrievals from five campaigns: DISCOVER-AQ California, SEAC4RS, DISCOVER-AQ Texas, DISCOVER-AQ Colorado, and ACEPOL. We assess the remotely derived PM2.5 estimates against measurements from the EPA Air Quality System (AQS) and compare HSRL-CH-derived aerosol chemical compositions with AQS-measured compositions. Across all campaigns, HSRL-CH-derived PM2.5 shows a mean absolute error (MAE) of 10.2 μg m−3. The DISCOVER-AQ California campaign had the highest MAE (14.8 μg m−3), while other campaigns had MAE ≤ 7.2 μg m−3. The lowest MAE occurs when dusty mix type aerosols dominate the retrieved aerosol optical depth, while the highest MAE is associated with smoke type aerosols. Different planetary boundary layer height estimates can lead to a 20% difference in MAE. We anticipate that the HSRL-CH method will provide reliable estimates of PM2.5 concentration and chemical composition once satellite-based HSRL data acquisition becomes feasible.

暴露在高水平的PM2.5(空气动力学直径小于2.5 μm的颗粒物)与不良健康结果有关。然而,气溶胶的高时空变异性给利用地面测量网络监测PM2.5带来了挑战。此前,我们开发了一种新方法(称为HSRL- ch),利用高光谱分辨率激光雷达(HSRL)检索的消光和衍生的气溶胶类型来估计地表PM2.5浓度和化学成分。在本研究中,我们使用来自五个活动的HSRL检索来评估美国各地的HSRL- ch性能:DISCOVER-AQ California, SEAC4RS, DISCOVER-AQ Texas, DISCOVER-AQ Colorado和ACEPOL。我们根据美国环保署空气质量系统(AQS)的测量值评估了远程导出的PM2.5估计值,并将hsrl - ch衍生的气溶胶化学成分与AQS测量的成分进行了比较。在所有运动中,hsrl - ch衍生的PM2.5的平均绝对误差(MAE)为10.2 μg m−3。DISCOVER-AQ加利福尼亚运动的MAE最高(14.8 μg m−3),而其他运动的MAE≤7.2 μg m−3。最低的MAE发生在尘埃混合型气溶胶主导气溶胶光学深度时,而最高的MAE与烟雾型气溶胶有关。不同的行星边界层高度估计可以导致MAE的20%差异。我们预计,一旦基于卫星的HSRL数据采集变得可行,HSRL- ch方法将提供可靠的PM2.5浓度和化学成分估计。
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引用次数: 0
Effect of street trees on local air pollutant concentrations (NO2, BC, UFP, PM2.5) in Rotterdam, the Netherlands† 行道树对荷兰鹿特丹当地空气污染物浓度(NO2, BC, UFP, PM2.5)的影响
IF 2.8 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-02-06 DOI: 10.1039/D4EA00157E
Juliane L. Fry, Pascale Ooms, Maarten Krol, Jules Kerckhoffs, Roel Vermeulen, Joost Wesseling and Sef van den Elshout

Urban street trees can affect air pollutant concentrations by reducing ventilation rates in polluted street canyons (increasing concentrations), or by providing surface area for deposition (decreasing concentrations). This paper examines these effects in Rotterdam, the Netherlands, using mobile measurements of nitrogen dioxide (NO2), particulate matter (PM), black carbon (BC), and ultrafine particulate matter (UFP). The effect of trees is accounted for in regulatory dispersion models (https://www.cimlk.nl) by the application of an empirically determined tree factor, dependent on the existence and density of the tree canopy, to concentrations due to traffic emissions. Here, we examine the effect of street trees on different pollutants using street-level mobile measurements in a detailed case study (repeated measurements of several neighboring streets) and a larger statistical analysis of measurements across the urban core of Rotterdam. We find that in the summertime, when trees are fully leafed-out, the major short-lived traffic-related pollutants of NO2 and BC have higher concentrations in streets with higher traffic and greater tree cover, while PM2.5 has slightly lower concentrations in streets with higher tree factor. UFP shows a less clear, but decreasing trend with tree factor. In low-traffic streets and in wintertime (fewer leaves on trees) measurements confirm the importance of leaves to pollutant trapping by trees, by finding no enhancement of NO2 and BC with increasing tree cover, rather a slightly decreasing trend in pollutant concentrations with tree factor. Our observations are consistent with the dominant effect of (leafed-out) trees being to trap traffic-emitted pollutants at the surface, but that PM2.5 in street canyons is more often added by transport from outside the street, which can be attenuated by tree cover. Overall, these measurements emphasize that both traffic-emitted and regional sources are important factors that determine air quality in Rotterdam streets, making the effect of street trees different for different pollutants and different seasons.

城市行道树可以通过降低受污染的街道峡谷的通风率(增加浓度)或提供沉积表面积(降低浓度)来影响空气污染物浓度。本文研究了荷兰鹿特丹的这些影响,使用移动测量二氧化氮(NO2),颗粒物(PM),黑碳(BC)和超细颗粒物(UFP)。在调节扩散模型(https://www.cimlk.nl)中,树木的影响是通过将经验确定的树木因子(取决于树冠的存在和密度)应用于交通排放造成的浓度来解释的。在这里,我们通过详细的案例研究(对几条相邻街道进行重复测量)和对鹿特丹城市核心的测量进行更大的统计分析,研究了行道树对不同污染物的影响。我们发现,在夏季,当树木完全长出叶子时,交通相关的主要短期污染物NO2和BC在交通量大、树木覆盖率高的街道中浓度较高,而PM2.5在树木因子高的街道中浓度略低。随着树因子的增加,UFP呈下降趋势,但不明显。在低交通流量的街道和冬季(树木上的叶子较少),测量结果证实了树叶对树木捕获污染物的重要性,发现NO2和BC没有随着树木覆盖的增加而增加,而污染物浓度随着树木因子的增加而略有下降。我们的观察结果与(无叶)树木的主要作用是将交通排放的污染物困在地表一致,但街道峡谷中的PM2.5更多的是由街道外的运输增加的,这可以通过树木覆盖来减弱。总的来说,这些测量强调交通排放和区域源都是决定鹿特丹街道空气质量的重要因素,使得行道树对不同污染物和不同季节的影响不同。
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引用次数: 0
Correction: Assessing conditions favoring the survival of African dust-borne microorganisms during long-range transport across the tropical Atlantic 更正:评估有利于非洲沙尘微生物在穿越热带大西洋的长途运输中存活的条件
IF 2.8 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-02-05 DOI: 10.1039/D5EA90004B
Ali Hossein Mardi, Miguel Ricardo A. Hilario, Regina Hanlon, Cristina González Martín, David Schmale, Armin Sorooshian and Hosein Foroutan

Correction for ‘Assessing conditions favoring the survival of African dust-borne microorganisms during long-range transport across the tropical Atlantic’ by Ali Hossein Mardi et al., Environ. Sci.: Atmos., 2025, https://doi.org/10.1039/d4ea00093e.

对Ali Hossein Mardi等人在Environ发表的“评估非洲沙尘微生物在穿越热带大西洋的远程运输过程中有利于生存的条件”的更正。科学。:大气压。, 2025, https://doi.org/10.1039/d4ea00093e。
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引用次数: 0
Ice nucleation onto model nanoplastics in the cirrus cloud regime 卷云中冰在模型纳米塑料上的成核。
IF 2.8 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-02-04 DOI: 10.1039/D4EA00132J
Omar Girlanda, Guangyu Li, Denise M. Mitrano, Christopher H. Dreimol and Zamin A. Kanji

The proportion of ice crystals in clouds can affect cloud albedo and lifetime, impacting the Earth's radiative budget. Ice nucleating particles (INPs) lower the energy barrier of ice nucleation and thus facilitate primary ice formation in the atmosphere. Atmospheric nanoplastics (NPs) have been detected in remote regions far from emission sources, suggesting that they can become airborne and undergo long-range transport in the atmosphere. During the atmospheric residence of NPs, they could catalyse primary ice crystal formation by acting as INPs. In this study, we present results from laboratory experiments in which model NPs composed of polystyrene and polyacrylonitrile were tested for their ice-nucleating ability using the horizontal ice nucleation chamber (HINC) as a function of ice-nucleation temperature and water saturation ratio. The results showed that NPs can be effective INPs under both cirrus and cold mixed-phase cloud conditions. The surface characteristics and wettability of the NPs were analysed via scanning electron images and dynamic vapour sorption measurements, which revealed the freezing mechanism as a combination of deposition nucleation and pore condensation and freezing. The results highlight the need to enumerate and characterise NPs in the atmosphere, given their potential to get scavenged by clouds via primary ice formation in clouds.

云中冰晶的比例会影响云的反照率和寿命,从而影响地球的辐射收支。冰成核粒子(INPs)降低了冰成核的能垒,从而促进了大气中初级冰的形成。在远离排放源的偏远地区已经检测到大气纳米塑料(NPs),这表明它们可以通过空气传播并在大气中进行远距离传输。NPs在大气驻留期间,可以作为INPs催化初生冰晶的形成。在这项研究中,我们展示了由聚苯乙烯和聚丙烯腈组成的模型NPs的实验室实验结果,利用水平冰成核室(HINC)测试了它们的冰成核能力,并将其作为冰成核温度和水饱和度的函数。结果表明,在卷云和冷混合相云条件下,NPs都是有效的INPs。通过扫描电子图像和动态水蒸气吸附测量分析了NPs的表面特征和润湿性,揭示了NPs的冻结机制是沉积成核和孔隙凝结冻结的结合。这些结果强调了枚举和描述大气中NPs的必要性,因为它们有可能通过云中的初级冰形成被云清除。
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引用次数: 0
Estimating the atmospheric aerosol number size distribution using deep learning 利用深度学习估计大气气溶胶数量大小分布
IF 2.8 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-02-04 DOI: 10.1039/D4EA00127C
Yusheng Wu, Martha Arbayani Zaidan, Runlong Cai, Jonathan Duplissy, Magdalena Okuljar, Katrianne Lehtipalo, Tuukka Petäjä and Juha Kangasluoma

The submicron aerosol number size distribution significantly impacts human health, air quality, weather, and climate. However, its measurement requires sophisticated and expensive instrumentation that demands substantial maintenance efforts, leading to limited data availability. To tackle this challenge, we developed estimation models using advanced deep learning algorithms to estimate the aerosol number size distribution based on trace gas concentrations, meteorological parameters, and total aerosol number concentration. These models were trained and validated with 15 years of ambient data from three distinct environments, and data from a fourth station were exclusively used for testing. Our estimative models successfully replicated the trends in the test data, capturing the temporal variations of particles ranging from approximately 10–500 nm, and accurately deriving total number, surface area, and mass concentrations. The model's accuracy for particles below 75 nm is limited without the inclusion of total particle number concentration as training input, highlighting the importance of this parameter for capturing the dynamics of smaller particles. The reliance on total particle number concentration, a parameter not routinely measured at all in air quality monitoring sites, as a key input for accurate estimation of smaller particles presents a practical challenge for broader application of the models. Our models demonstrated a robust generalization capability, offering valuable data for health assessments, regional pollution studies, and climate modeling. The estimation models developed in this work are representative of ambient conditions in Finland, but the methodology in general can be applied in broader regions.

亚微米气溶胶数量大小分布对人类健康、空气质量、天气和气候有显著影响。然而,它的测量需要复杂和昂贵的仪器,需要大量的维护工作,导致有限的数据可用性。为了应对这一挑战,我们开发了使用先进深度学习算法的估计模型,以基于痕量气体浓度、气象参数和总气溶胶浓度来估计气溶胶数量大小分布。这些模型是用15年的三个不同环境的环境数据进行训练和验证的,第四个站点的数据专门用于测试。我们的估计模型成功地复制了测试数据中的趋势,捕获了大约10-500 nm范围内颗粒的时间变化,并准确地推导出总数、表面积和质量浓度。如果没有将总颗粒数浓度作为训练输入,该模型对75 nm以下颗粒的精度是有限的,这突出了该参数对于捕获较小颗粒动力学的重要性。总颗粒数浓度是空气质量监测点不经常测量的一个参数,但作为准确估计较小颗粒的关键输入,对模型的广泛应用提出了实际挑战。我们的模型显示出强大的泛化能力,为健康评估、区域污染研究和气候建模提供了有价值的数据。在这项工作中开发的估计模型代表了芬兰的环境条件,但一般的方法可以应用于更广泛的地区。
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Environmental science: atmospheres
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