首页 > 最新文献

Atmospheric Pollution Research最新文献

英文 中文
Exploring the impact of nocturnal boundary layer stability on wintertime air pollution in a highly polluted basin city using unsupervised learning classification 利用无监督学习分类探索夜间边界层稳定性对高污染盆地城市冬季空气污染的影响
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-17 DOI: 10.1016/j.apr.2024.102253

This study utilizes ten years of wintertime boundary layer meteorological and surface air quality observations to characterize the nocturnal boundary layer (NBL) stability and assess its relationship with air pollution in Taiyuan, a highly polluted basin city in China. An unsupervised learning feature extraction technique known as the self-organizing map (SOM) is applied to objectively classify nocturnal virtual potential temperature (VPT) profiles. The SOM-based classification scheme allows the representation of wintertime day-to-day NBL evolutions by just nine regimes. Special attention is given to four dominant regimes: weak to moderate stability regime (NBL1), cloudy moderate stability regime (NBL3), windy moderate stability regime (NBL7), and strong stability regime (NBL9). These dominant regimes have relatively higher occurrence frequencies (>10%), with the highest frequency associated with the strong stability regime (NBL9) at 25.2%. The diurnal cycles of selected pollutants (CO, NO2, SO2, and PM2.5) exhibit significant distinctions among the different NBL regimes. For instance, in the strong stability regime, CO, NO2, and PM2.5 show explosive growth in the evening due to the accumulation of primary pollutants. However, in the cloudy moderate stability regime, PM2.5 exhibits persistent slow growth throughout the day, likely due to secondary particle formation under high humidity and high SO2 conditions. These findings enhance our understanding of NBL meteorological impacts on surface air pollution in basin cities.

本研究利用十年的冬季边界层气象和地面空气质量观测资料,描述了中国高污染盆地城市太原的夜间边界层(NBL)稳定性特征,并评估了其与空气污染的关系。该研究采用了一种称为自组织图(SOM)的无监督学习特征提取技术,对夜间虚拟潜在温度(VPT)剖面进行客观分类。基于自组织图的分类方案仅用九种状态来表示冬季日间虚势温度的演变。其中特别关注了四种主要状态:弱至中等稳定状态(NBL1)、多云中等稳定状态(NBL3)、大风中等稳定状态(NBL7)和强稳定状态(NBL9)。这些主要稳定度的出现频率相对较高 (>10%),其中强稳定度稳定度(NBL9)的出现频率最高,为 25.2%。选定污染物(一氧化碳、二氧化氮、二氧化硫和 PM2.5)的昼夜周期在不同的 NBL 模式中表现出明显的差异。例如,在强稳定度模式下,由于一次污染物的累积,CO、NO2 和 PM2.5 在傍晚出现爆炸性增长。然而,在多云的中等稳定度模式下,PM2.5全天都呈现出持续的缓慢增长,这可能是由于在高湿度和高二氧化硫条件下形成的二次粒子。这些发现加深了我们对 NBL 气象对盆地城市地面空气污染影响的理解。
{"title":"Exploring the impact of nocturnal boundary layer stability on wintertime air pollution in a highly polluted basin city using unsupervised learning classification","authors":"","doi":"10.1016/j.apr.2024.102253","DOIUrl":"10.1016/j.apr.2024.102253","url":null,"abstract":"<div><p>This study utilizes ten years of wintertime boundary layer meteorological and surface air quality observations to characterize the nocturnal boundary layer (NBL) stability and assess its relationship with air pollution in Taiyuan, a highly polluted basin city in China. An unsupervised learning feature extraction technique known as the self-organizing map (SOM) is applied to objectively classify nocturnal virtual potential temperature (VPT) profiles. The SOM-based classification scheme allows the representation of wintertime day-to-day NBL evolutions by just nine regimes. Special attention is given to four dominant regimes: weak to moderate stability regime (NBL1), cloudy moderate stability regime (NBL3), windy moderate stability regime (NBL7), and strong stability regime (NBL9). These dominant regimes have relatively higher occurrence frequencies (&gt;10%), with the highest frequency associated with the strong stability regime (NBL9) at 25.2%. The diurnal cycles of selected pollutants (CO, NO<sub>2</sub>, SO<sub>2</sub>, and PM<sub>2.5</sub>) exhibit significant distinctions among the different NBL regimes. For instance, in the strong stability regime, CO, NO<sub>2</sub>, and PM<sub>2.5</sub> show explosive growth in the evening due to the accumulation of primary pollutants. However, in the cloudy moderate stability regime, PM<sub>2.5</sub> exhibits persistent slow growth throughout the day, likely due to secondary particle formation under high humidity and high SO<sub>2</sub> conditions. These findings enhance our understanding of NBL meteorological impacts on surface air pollution in basin cities.</p></div>","PeriodicalId":8604,"journal":{"name":"Atmospheric Pollution Research","volume":null,"pages":null},"PeriodicalIF":3.9,"publicationDate":"2024-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141639237","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
Comparison of NMHC measurements between 2010 and 2020 in Wuxi City, Yangtze River Delta region: Levels, compositions, sources, and impacts 长江三角洲地区无锡市 2010 年和 2020 年非甲烷总烃测量结果的比较:水平、组成、来源和影响
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-17 DOI: 10.1016/j.apr.2024.102260

Field observation analyses of volatile organic compounds (VOCs) have gained significant attention due to their potential explaining atmospheric temporal trends. This study measured non-methane hydrocarbons (NMHCs) in Wuxi City, located in the Yangtze River Delta (YRD) of China, in 2010 and 2020. The aim was to gain a better understanding of the ten-year change of VOCs in terms of their mixing ratios, sources, role in ozone, secondary organic aerosol (SOA) formation, and health risks. The average NMHC level 2020 was 20.67 ppbv, which indicated a 20% drop from 2010. A notable shift was observed in the chemical composition of NMHCs. The contribution of alkanes increased from 45% to 62% in 2020, while that of the aromatics decreased from 25% in 2010 to 21% in 2020. Ratio analysis and receptor modelling for 2010 and 2020 were used to identify the source changes of VOC species. The source apportionment model showed that the contribution of vehicle exhaust decreased from 34.5% to 20.9% from 2010 to 2020, and that of the solvent increased from 15.1% to 25.3%. The chemical reactivity results suggested that aromatics played significant roles in photochemical reactions in Wuxi City. The ozone formation potential (OFP) and SOA potential of VOCs also showed decreasing trends from 2010 to 2020. The total OFP of alkenes decreased by 34.0%, from 30.6 to 20.2 ppbvO3/ppbv. The total non-carcinogenic risk value for the key VOC species was 0.034 in 2010 and 0.024 in 2020. Although the carcinogenic risks for benzene have decreased significantly, the value is still above the acceptable carcinogenic risk level. The results of this study demonstrate the effectiveness of air pollution control measures in Wuxi City and highlight the positive impacts on reducing secondary pollution and health risks in this region over one decade.

挥发性有机化合物(VOCs)的实地观测分析因其可解释大气的时间趋势而备受关注。本研究测量了 2010 年和 2020 年中国长江三角洲(YRD)无锡市的非甲烷碳氢化合物(NMHCs)。目的是从混合比、来源、在臭氧和二次有机气溶胶(SOA)形成中的作用以及健康风险等方面更好地了解挥发性有机化合物的十年变化。2020 年的非甲烷总烃平均水平为 20.67 ppbv,与 2010 年相比下降了 20%。非甲烷总烃的化学成分发生了显著变化。烷烃的比例从 45% 上升到 2020 年的 62%,而芳烃的比例则从 2010 年的 25% 下降到 2020 年的 21%。利用 2010 年和 2020 年的比率分析和受体模型来确定挥发性有机化合物物种的来源变化。源分配模型显示,从 2010 年到 2020 年,汽车尾气的贡献率从 34.5%下降到 20.9%,而溶剂的贡献率从 15.1%上升到 25.3%。化学反应性结果表明,芳烃在无锡市的光化学反应中发挥了重要作用。从 2010 年到 2020 年,挥发性有机化合物的臭氧形成潜能值(OFP)和 SOA 潜能值也呈下降趋势。烯烃的总臭氧形成潜能值从 30.6 ppbvO3/ppbv 下降到 20.2 ppbvO3/ppbv,下降了 34.0%。主要挥发性有机化合物的非致癌总风险值在 2010 年为 0.034,2020 年为 0.024。虽然苯的致癌风险大幅下降,但其值仍高于可接受的致癌风险水平。本研究结果表明了无锡市大气污染控制措施的有效性,并强调了十年来该地区减少二次污染和健康风险的积极影响。
{"title":"Comparison of NMHC measurements between 2010 and 2020 in Wuxi City, Yangtze River Delta region: Levels, compositions, sources, and impacts","authors":"","doi":"10.1016/j.apr.2024.102260","DOIUrl":"10.1016/j.apr.2024.102260","url":null,"abstract":"<div><p>Field observation analyses of volatile organic compounds (VOCs) have gained significant attention due to their potential explaining atmospheric temporal trends. This study measured non-methane hydrocarbons (NMHCs) in Wuxi City, located in the Yangtze River Delta (YRD) of China, in 2010 and 2020. The aim was to gain a better understanding of the ten-year change of VOCs in terms of their mixing ratios, sources, role in ozone, secondary organic aerosol (SOA) formation, and health risks. The average NMHC level 2020 was 20.67 ppbv, which indicated a 20% drop from 2010. A notable shift was observed in the chemical composition of NMHCs. The contribution of alkanes increased from 45% to 62% in 2020, while that of the aromatics decreased from 25% in 2010 to 21% in 2020. Ratio analysis and receptor modelling for 2010 and 2020 were used to identify the source changes of VOC species. The source apportionment model showed that the contribution of vehicle exhaust decreased from 34.5% to 20.9% from 2010 to 2020, and that of the solvent increased from 15.1% to 25.3%. The chemical reactivity results suggested that aromatics played significant roles in photochemical reactions in Wuxi City. The ozone formation potential (OFP) and SOA potential of VOCs also showed decreasing trends from 2010 to 2020. The total OFP of alkenes decreased by 34.0%, from 30.6 to 20.2 ppbvO<sub>3</sub>/ppbv. The total non-carcinogenic risk value for the key VOC species was 0.034 in 2010 and 0.024 in 2020. Although the carcinogenic risks for benzene have decreased significantly, the value is still above the acceptable carcinogenic risk level. The results of this study demonstrate the effectiveness of air pollution control measures in Wuxi City and highlight the positive impacts on reducing secondary pollution and health risks in this region over one decade.</p></div>","PeriodicalId":8604,"journal":{"name":"Atmospheric Pollution Research","volume":null,"pages":null},"PeriodicalIF":3.9,"publicationDate":"2024-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141736392","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
Different contributions of meteorological conditions and emission reductions to the ozone pollution during Shanghai’s COVID-19 lockdowns in winter and spring 上海 COVID-19 冬春停运期间气象条件和减排量对臭氧污染的不同贡献
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-17 DOI: 10.1016/j.apr.2024.102252

Shanghai experienced the COVID-19 lockdowns (LCD) in the winter of 2020 and the spring of 2022, respectively. In this paper, the Weather Research and Forecasting-Community Multiscale Air Quality (WRF-CMAQ) modeling system was used to simulate ozone (O3) in Shanghai, and the contributions of meteorological conditions and emission reductions to the increases of the ground-level O3 concentrations in Shanghai during the two LCD periods were analyzed. The relationships between O3 concentrations and meteorological factors were quantified by the multiple linear regression model (MLR). The results showed that the increases in the concentrations of daily maximum 8-h moving average O3 (MDA8 O3) were caused by both meteorological changes and emission reductions, but their relative contributions to O3 concentrations were different in winter and spring. Unfavorable meteorological conditions and the emission reductions during the 2020 winter LCD period increased MDA8 O3 by 2.2 μg/m3 (2.2%) and 2.8 μg/m3 (2.8%), respectively, relative to the same period in the previous year. On the other hand, the meteorological conditions during the 2022 spring LCD period increased MDA8 O3 by 7.9 μg/m3 (6.6%), while the emission reductions only increased MDA8 O3 by 1.1 μg/m3 (0.9%). The O3 formation in Shanghai urban areas was under the VOC-limited conditions during two lockdowns in winter and spring. Therefore, the VOCs emission reductions were more effective for the control of O3 in Shanghai urban areas. The results emphasized the complex relationship between emission reductions, meteorological conditions and short-term O3 changes.

上海分别于 2020 年冬季和 2022 年春季经历了 COVID-19 封锁(LCD)。本文利用天气研究与预报-社区多尺度空气质量(WRF-CMAQ)模拟系统对上海的臭氧(O3)进行了模拟,并分析了两次LCD期间气象条件和减排对上海地面O3浓度增加的贡献。通过多元线性回归模型(MLR)量化了 O3 浓度与气象因子之间的关系。结果表明,日最大 8 小时移动平均臭氧浓度(MDA8 O3)的增加是由气象变化和减排共同引起的,但它们在冬季和春季对臭氧浓度的相对贡献不同。与前一年同期相比,2020 年冬季液晶显示屏期间的不利气象条件和减排分别使 MDA8 O3 增加了 2.2 μg/m3 (2.2%) 和 2.8 μg/m3 (2.8%)。另一方面,2022 年春季液晶显示屏期间的气象条件使 MDA8 O3 增加了 7.9 μg/m3(6.6%),而减排仅使 MDA8 O3 增加了 1.1 μg/m3(0.9%)。在冬春两次停产期间,上海城区的 O3 形成处于 VOC 限制条件下。因此,VOCs 减排对上海城区 O3 的控制更为有效。研究结果强调了减排、气象条件和 O3 短期变化之间的复杂关系。
{"title":"Different contributions of meteorological conditions and emission reductions to the ozone pollution during Shanghai’s COVID-19 lockdowns in winter and spring","authors":"","doi":"10.1016/j.apr.2024.102252","DOIUrl":"10.1016/j.apr.2024.102252","url":null,"abstract":"<div><p>Shanghai experienced the COVID-19 lockdowns (LCD) in the winter of 2020 and the spring of 2022, respectively. In this paper, the Weather Research and Forecasting-Community Multiscale Air Quality (WRF-CMAQ) modeling system was used to simulate ozone (O<sub>3</sub>) in Shanghai, and the contributions of meteorological conditions and emission reductions to the increases of the ground-level O<sub>3</sub> concentrations in Shanghai during the two LCD periods were analyzed. The relationships between O<sub>3</sub> concentrations and meteorological factors were quantified by the multiple linear regression model (MLR). The results showed that the increases in the concentrations of daily maximum 8-h moving average O<sub>3</sub> (MDA8 O<sub>3</sub>) were caused by both meteorological changes and emission reductions, but their relative contributions to O<sub>3</sub> concentrations were different in winter and spring. Unfavorable meteorological conditions and the emission reductions during the 2020 winter LCD period increased MDA8 O<sub>3</sub> by 2.2 μg/m<sup>3</sup> (2.2%) and 2.8 μg/m<sup>3</sup> (2.8%), respectively, relative to the same period in the previous year. On the other hand, the meteorological conditions during the 2022 spring LCD period increased MDA8 O<sub>3</sub> by 7.9 μg/m<sup>3</sup> (6.6%), while the emission reductions only increased MDA8 O<sub>3</sub> by 1.1 μg/m<sup>3</sup> (0.9%). The O<sub>3</sub> formation in Shanghai urban areas was under the VOC-limited conditions during two lockdowns in winter and spring. Therefore, the VOCs emission reductions were more effective for the control of O<sub>3</sub> in Shanghai urban areas. The results emphasized the complex relationship between emission reductions, meteorological conditions and short-term O<sub>3</sub> changes.</p></div>","PeriodicalId":8604,"journal":{"name":"Atmospheric Pollution Research","volume":null,"pages":null},"PeriodicalIF":3.9,"publicationDate":"2024-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141732039","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
Decreasing trends in PM2.5 and BC concentrations observed on central and southwestern Japanese Islands 中部和南部地区的 PM2.5 和 BC 浓度呈下降趋势。
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-17 DOI: 10.1016/j.apr.2024.102258

The interannual trends in fine particulate matter (PM2.5) and black carbon (BC) concentrations at remote stations in central (Noto) and southwestern (Fukue) Japan were investigated using statistical trend analysis and the chemical transport model, Regional Air Quality Model 2 (RAQM2ver3). The concentrations of PM2.5 and BC in Noto and Fukue exhibited seasonal variations and decreased from 2013 to 2020. Higher concentrations of PM2.5 and BC were observed during the spring season (April) in both locations. The PM2.5 concentrations peaked in Fukue approximately one month earlier than in Noto, while the BC concentration peak in Noto occurred one month earlier than that of PM2.5. The total reductions in PM2.5 concentrations in Noto and Fukue were 7.5 ± 5.0 and 3.8 ± 0.95 μg m−3, corresponding to reduction rates 1.1 ± 0.7 and 0.5 ± 0.95 μg m−3year−1, respectively, compared to the concentrations in 2013. The total reduction in BC concentrations in Noto from 2013 to 2019 was estimated to be 0.13 ± 0.1 μg m−3, amounting to 0.018 ± 0.014 μg m−3year−1 reduction rate. The results of the source–receptor relationships analysis suggest that the decreases in PM2.5 and BC concentrations in Fukue and Noto were significantly influenced by reductions in amounts transported from central China (CCHN, 30–40°N), northern China (NCHN, >40°N) and Japan (JPN) after 2015/2016. The decrease in emissions from these three regions accounted for the observed reductions in particulate concentrations.

利用统计趋势分析和化学传输模型 "区域空气质量模型 2(RAQM2ver3)",研究了日本中部(能登)和西南部(福江)偏远站点的细颗粒物(PM2.5)和黑碳(BC)浓度的年际变化趋势。能登和福江的 PM2.5 和 BC 浓度呈现季节性变化,并在 2013 年至 2020 年期间有所下降。两地的 PM2.5 和 BC 浓度在春季(4 月)较高。福江的 PM2.5 浓度峰值比能登早约一个月,而能登的 BC 浓度峰值则比 PM2.5 早一个月。与 2013 年的浓度相比,能登和福江的 PM2.5 浓度总降幅分别为 7.5 ± 5.0 和 3.8 ± 0.95 μg m-3,降幅分别为 1.1 ± 0.7 和 0.5 ± 0.95 μg m-3/年-1。据估计,从 2013 年到 2019 年,能登的总 BC 浓度减少量为 0.13 ± 0.1 μg m-3,减少率为 0.018 ± 0.014 μg m-3year-1 。源-受体关系分析结果表明,福江和能登的 PM2.5 和 BC 浓度的下降在很大程度上受到 2015/2016 年后来自中国中部(CCHN,30-40°N)、中国北部(NCHN,>40°N)和日本(JPN)的传输量减少的影响。这三个地区排放量的减少是观测到的颗粒物浓度降低的原因。
{"title":"Decreasing trends in PM2.5 and BC concentrations observed on central and southwestern Japanese Islands","authors":"","doi":"10.1016/j.apr.2024.102258","DOIUrl":"10.1016/j.apr.2024.102258","url":null,"abstract":"<div><p>The interannual trends in fine particulate matter (PM<sub>2.5</sub>) and black carbon (BC) concentrations at remote stations in central (Noto) and southwestern (Fukue) Japan were investigated using statistical trend analysis and the chemical transport model, Regional Air Quality Model 2 (RAQM2ver3). The concentrations of PM<sub>2.5</sub> and BC in Noto and Fukue exhibited seasonal variations and decreased from 2013 to 2020. Higher concentrations of PM<sub>2.5</sub> and BC were observed during the spring season (April) in both locations. The PM<sub>2.5</sub> concentrations peaked in Fukue approximately one month earlier than in Noto, while the BC concentration peak in Noto occurred one month earlier than that of PM<sub>2.5</sub>. The total reductions in PM<sub>2.5</sub> concentrations in Noto and Fukue were 7.5 ± 5.0 and 3.8 ± 0.95 μg m<sup>−3</sup>, corresponding to reduction rates 1.1 ± 0.7 and 0.5 ± 0.95 μg m<sup>−3</sup>year<sup>−1</sup>, respectively, compared to the concentrations in 2013. The total reduction in BC concentrations in Noto from 2013 to 2019 was estimated to be 0.13 ± 0.1 μg m<sup>−3</sup>, amounting to 0.018 ± 0.014 μg m<sup>−3</sup>year<sup>−1</sup> reduction rate. The results of the source–receptor relationships analysis suggest that the decreases in PM<sub>2.5</sub> and BC concentrations in Fukue and Noto were significantly influenced by reductions in amounts transported from central China (CCHN, 30–40°N), northern China (NCHN, &gt;40°N) and Japan (JPN) after 2015/2016. The decrease in emissions from these three regions accounted for the observed reductions in particulate concentrations.</p></div>","PeriodicalId":8604,"journal":{"name":"Atmospheric Pollution Research","volume":null,"pages":null},"PeriodicalIF":3.9,"publicationDate":"2024-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141841876","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
Spatial weighting EMD-LSTM based approach for short-term PM2.5 prediction research 基于空间加权 EMD-LSTM 的 PM2.5 短期预测研究方法
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-17 DOI: 10.1016/j.apr.2024.102256

Given the significant health and environmental risks posed by atmospheric PM2.5 pollution, accurately predicting its concentration changes is especially important. Current models fall short in researching time-series feature extraction from pollutants and spatial correlations among monitoring stations. In this study, a spatiotemporal prediction model is introduced to address these issues. The model combines spatial weighting, empirical mode decomposition (EMD), and a long short-term memory (LSTM) network. First, weights are allocated to sites using Pearson correlation analysis and distance weighting methods. Next, the pollutant time series is decomposed using the EMD method. The highly correlated intrinsic mode function (IMF) component is selected for signal reconstruction, enhancing denoising. Finally, the model uses an LSTM network to capture nonlinear and dynamic time series traits, which significantly improves the PM2.5 prediction accuracy. The model utilizes data collected from 10 monitoring stations across Hefei city during 2018-2019, employing the previous 24 h of observations to forecast PM2.5 concentrations for the subsequent hour. By comparing with RNN, HPO-RNN, GRU, LSTM, and CBAM-CNN-Bi LSTM, the results show that our model surpasses five benchmark models in terms of prediction accuracy. Relative to the best-performing CBAM-CNN-Bi LSTM model, our model reduces RMSE and MAE by 73.91% and 72.99%, respectively, and improves R2 by 8.15%. In summary, the proposed spatial weighting EMD-LSTM model offers an efficient new approach for predicting atmospheric PM2.5 pollution. It integrates spatial and time series analysis, significantly enhancing the prediction accuracy.

鉴于大气 PM2.5 污染对健康和环境造成的重大风险,准确预测其浓度变化尤为重要。目前的模型在研究污染物的时间序列特征提取和监测站之间的空间相关性方面存在不足。本研究针对这些问题提出了一种时空预测模型。该模型结合了空间加权、经验模式分解(EMD)和长短期记忆(LSTM)网络。首先,使用皮尔逊相关性分析和距离加权法为站点分配权重。然后,使用 EMD 方法对污染物时间序列进行分解。选择高度相关的本征模态函数(IMF)分量进行信号重建,增强去噪效果。最后,该模型使用 LSTM 网络捕捉非线性和动态时间序列特征,从而显著提高 PM2.5 预测精度。该模型利用 2018-2019 年期间合肥市 10 个监测站点的数据,采用前 24 小时的观测数据来预测随后一小时的 PM2.5 浓度。通过与 RNN、HPO-RNN、GRU、LSTM 和 CBAM-CNN-Bi LSTM 的比较,结果表明我们的模型在预测精度方面超过了五个基准模型。与表现最好的 CBAM-CNN-Bi LSTM 模型相比,我们的模型的 RMSE 和 MAE 分别降低了 73.91% 和 72.99%,R2 提高了 8.15%。总之,所提出的空间加权 EMD-LSTM 模型为预测大气 PM2.5 污染提供了一种有效的新方法。它整合了空间和时间序列分析,大大提高了预测精度。
{"title":"Spatial weighting EMD-LSTM based approach for short-term PM2.5 prediction research","authors":"","doi":"10.1016/j.apr.2024.102256","DOIUrl":"10.1016/j.apr.2024.102256","url":null,"abstract":"<div><p>Given the significant health and environmental risks posed by atmospheric <span><math><msub><mrow><mi>PM</mi></mrow><mrow><mn>2</mn><mo>.</mo><mn>5</mn></mrow></msub></math></span> pollution, accurately predicting its concentration changes is especially important. Current models fall short in researching time-series feature extraction from pollutants and spatial correlations among monitoring stations. In this study, a spatiotemporal prediction model is introduced to address these issues. The model combines spatial weighting, empirical mode decomposition (EMD), and a long short-term memory (LSTM) network. First, weights are allocated to sites using Pearson correlation analysis and distance weighting methods. Next, the pollutant time series is decomposed using the EMD method. The highly correlated intrinsic mode function (IMF) component is selected for signal reconstruction, enhancing denoising. Finally, the model uses an LSTM network to capture nonlinear and dynamic time series traits, which significantly improves the <span><math><msub><mrow><mi>PM</mi></mrow><mrow><mn>2</mn><mo>.</mo><mn>5</mn></mrow></msub></math></span> prediction accuracy. The model utilizes data collected from 10 monitoring stations across Hefei city during 2018-2019, employing the previous 24 h of observations to forecast <span><math><msub><mrow><mi>PM</mi></mrow><mrow><mn>2</mn><mo>.</mo><mn>5</mn></mrow></msub></math></span> concentrations for the subsequent hour. By comparing with RNN, HPO-RNN, GRU, LSTM, and CBAM-CNN-Bi LSTM, the results show that our model surpasses five benchmark models in terms of prediction accuracy. Relative to the best-performing CBAM-CNN-Bi LSTM model, our model reduces RMSE and MAE by 73.91% and 72.99%, respectively, and improves <span><math><msup><mrow><mi>R</mi></mrow><mrow><mn>2</mn></mrow></msup></math></span> by 8.15%. In summary, the proposed spatial weighting EMD-LSTM model offers an efficient new approach for predicting atmospheric <span><math><msub><mrow><mi>PM</mi></mrow><mrow><mn>2</mn><mo>.</mo><mn>5</mn></mrow></msub></math></span> pollution. It integrates spatial and time series analysis, significantly enhancing the prediction accuracy.</p></div>","PeriodicalId":8604,"journal":{"name":"Atmospheric Pollution Research","volume":null,"pages":null},"PeriodicalIF":3.9,"publicationDate":"2024-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141736599","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
PM2.5 estimated directly from satellite data and from fused data produced by an interpretable multi-model stacking ensemble method 直接从卫星数据和可解释的多模型叠加集合方法产生的融合数据估算的 PM2.5
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-16 DOI: 10.1016/j.apr.2024.102259

Rapid urbanization and industrialization in China have resulted in an increase of PM2.5 concentrations. In this study, an interpretable multi-model stacking ensemble method (IMSEM) with top-of-the-atmosphere reflectance (TOAR) from the Himawari-8 satellite were used to acquire high-resolution PM2.5 data in China. In contrast to the traditional approach whereby PM2.5 is estimated with single models, using TOAR data, IMSEM outperformed single models in terms of several skill scores. The hourly average R2 (RMSE) of 10-fold-cross validation reached 0.84 (9.52 μg/m3) in 2021 by IMSEM. The feature importance results of IMSEM showed the significant contributions of TOAR and meteorological variables. The PM2.5 estimates of IMSEM were also fused with surface observations using interpolation for correction and optimization. When this was done for PM2.5 concentrations in 2022, it was found that, among the four seasons, the fusion-based estimate of PM2.5 concentration was highest in winter (49.94 μg/m3), followed by autumn (31.59 μg/m3) and spring (29.07 μg/m3), and lowest in summer (19.25 μg/m3).

中国的快速城市化和工业化导致 PM2.5 浓度上升。本研究利用可解释的多模式叠加集合方法(IMSEM)和向日葵8号卫星的大气顶部反射率(TOAR)获取了中国的高分辨率PM2.5数据。与使用单一模型估算 PM2.5 的传统方法相比,利用 TOAR 数据,IMSEM 在多个技能评分方面均优于单一模型。在 2021 年,IMSEM 的 10 倍交叉验证的小时平均 R2(RMSE)达到 0.84(9.52 μg/m3)。IMSEM的特征重要性结果显示,TOAR和气象变量的贡献显著。IMSEM的PM2.5估计值还与地面观测数据融合,使用插值法进行校正和优化。在对2022年的PM2.5浓度进行融合时发现,在四个季节中,基于融合的PM2.5浓度估计值在冬季最高(49.94 μg/m3),其次是秋季(31.59 μg/m3)和春季(29.07 μg/m3),夏季最低(19.25 μg/m3)。
{"title":"PM2.5 estimated directly from satellite data and from fused data produced by an interpretable multi-model stacking ensemble method","authors":"","doi":"10.1016/j.apr.2024.102259","DOIUrl":"10.1016/j.apr.2024.102259","url":null,"abstract":"<div><p>Rapid urbanization and industrialization in China have resulted in an increase of PM<sub>2.5</sub> concentrations. In this study, an interpretable multi-model stacking ensemble method (IMSEM) with top-of-the-atmosphere reflectance (TOAR) from the Himawari-8 satellite were used to acquire high-resolution PM<sub>2.5</sub> data in China. In contrast to the traditional approach whereby PM<sub>2.5</sub> is estimated with single models, using TOAR data, IMSEM outperformed single models in terms of several skill scores. The hourly average <em>R</em><sup>2</sup> (RMSE) of 10-fold-cross validation reached 0.84 (9.52 μg/m<sup>3</sup>) in 2021 by IMSEM. The feature importance results of IMSEM showed the significant contributions of TOAR and meteorological variables. The PM<sub>2.5</sub> estimates of IMSEM were also fused with surface observations using interpolation for correction and optimization. When this was done for PM<sub>2.5</sub> concentrations in 2022, it was found that, among the four seasons, the fusion-based estimate of PM<sub>2.5</sub> concentration was highest in winter (49.94 μg/m<sup>3</sup>), followed by autumn (31.59 μg/m<sup>3</sup>) and spring (29.07 μg/m<sup>3</sup>), and lowest in summer (19.25 μg/m<sup>3</sup>).</p></div>","PeriodicalId":8604,"journal":{"name":"Atmospheric Pollution Research","volume":null,"pages":null},"PeriodicalIF":3.9,"publicationDate":"2024-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1309104224002241/pdfft?md5=dfc69f2a46f4dd8140c91b5d8b26cd22&pid=1-s2.0-S1309104224002241-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141853681","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Study on the integration of hydrogen in a multi-cylinder low heat rejection diesel engine using a ternary blend 在使用三元混合燃料的多缸低热排斥柴油发动机中整合氢气的研究
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-14 DOI: 10.1016/j.apr.2024.102250

Among alternative fuels, hydrogen (H2) holds significant promise as both a fuel and an energy carrier. It is expected to become a key alternative fuel in the near future to meet stringent pollution standards. H2 is used in internal combustion (IC) engines, gas turbines, and the aerospace industry due to its non-toxic and odorless nature, high calorific value (CV), and wide temperature range of combustibility. Additionally, it is a long-term renewable energy source that produces fewer pollutants. This study explores the impact of different H2 ratios on combustion behavior, engine performance, and emission characteristics in a dual-fuel compression ignition (CI) diesel engine. The current research focuses on the effect of TB of ethanol, Jatropha methyl ester, and diesel with the induction of H2 with different flow rates in diesel engine in dual fuel mode (DFM). The tests were performed at different engine loads, 25%, 50%, 75%, and 100% at a constant engine speed of 2500 rpm. H2 is inducted at different flow rates like 2, 4, and 6 Litres per minute (lpm). Partially stabilized zirconia (PSZ) is used to coat the cylinder head, piston crown, and valves with a thickness of 0.5 mm. The combined effect of TB fuel and H2 in a CI engine improves combustion and engine performance. At full load condition, brake thermal efficiency (BTE) is improved by 11.5% for TB fuel with H2 at 6 lpm, and exhaust gas temperature (EGT) increased by 12.7%. The cylinder pressure (CP) and heat release rate (HRR) are increased by 7.5% and 10.6% at TB fuel with 6 lpm of H2 induction. The utilization of H2 as an alternative energy source has significant consequences for the future of green energy production.

在替代燃料中,氢气(H2)作为燃料和能源载体前景广阔。预计在不久的将来,它将成为一种重要的替代燃料,以满足严格的污染标准。由于氢气无毒无味、热值(CV)高、燃烧温度范围广,因此可用于内燃机(IC)、燃气轮机和航空航天工业。此外,它还是一种产生污染物较少的长期可再生能源。本研究探讨了不同的 H2 比率对双燃料压燃(CI)柴油发动机的燃烧行为、发动机性能和排放特性的影响。目前的研究重点是在双燃料模式(DFM)的柴油发动机中,乙醇、麻风树甲酯和柴油的 TB 与不同流量的 H2 的感应效果。测试在发动机负荷为 25%、50%、75% 和 100%,发动机转速为 2500 rpm 的恒定条件下进行。H2以每分钟 2 升、4 升和 6 升(lpm)的不同流速输入。气缸盖、活塞冠和气门采用部分稳定氧化锆(PSZ)涂层,厚度为 0.5 毫米。TB 燃料和 H2 在 CI 发动机中的共同作用改善了燃烧和发动机性能。在满负荷工况下,以 6 升/分的速度使用含 H2 的 TB 燃料,制动热效率(BTE)提高了 11.5%,排气温度(EGT)提高了 12.7%。使用每分钟 6 升 H2 的 TB 燃料,气缸压力(CP)和热释放率(HRR)分别提高了 7.5% 和 10.6%。利用 H2 作为替代能源对未来的绿色能源生产具有重要意义。
{"title":"Study on the integration of hydrogen in a multi-cylinder low heat rejection diesel engine using a ternary blend","authors":"","doi":"10.1016/j.apr.2024.102250","DOIUrl":"10.1016/j.apr.2024.102250","url":null,"abstract":"<div><p>Among alternative fuels, hydrogen (H<sub>2</sub>) holds significant promise as both a fuel and an energy carrier. It is expected to become a key alternative fuel in the near future to meet stringent pollution standards. H<sub>2</sub> is used in internal combustion (IC) engines, gas turbines, and the aerospace industry due to its non-toxic and odorless nature, high calorific value (CV), and wide temperature range of combustibility. Additionally, it is a long-term renewable energy source that produces fewer pollutants. This study explores the impact of different H<sub>2</sub> ratios on combustion behavior, engine performance, and emission characteristics in a dual-fuel compression ignition (CI) diesel engine. The current research focuses on the effect of TB of ethanol, Jatropha methyl ester, and diesel with the induction of H<sub>2</sub> with different flow rates in diesel engine in dual fuel mode (DFM). The tests were performed at different engine loads, 25%, 50%, 75%, and 100% at a constant engine speed of 2500 rpm. H<sub>2</sub> is inducted at different flow rates like 2, 4, and 6 Litres per minute (lpm). Partially stabilized zirconia (PSZ) is used to coat the cylinder head, piston crown, and valves with a thickness of 0.5 mm. The combined effect of TB fuel and H<sub>2</sub> in a CI engine improves combustion and engine performance. At full load condition, brake thermal efficiency (BTE) is improved by 11.5% for TB fuel with H<sub>2</sub> at 6 lpm, and exhaust gas temperature (EGT) increased by 12.7%. The cylinder pressure (CP) and heat release rate (HRR) are increased by 7.5% and 10.6% at TB fuel with 6 lpm of H<sub>2</sub> induction. The utilization of H<sub>2</sub> as an alternative energy source has significant consequences for the future of green energy production<strong>.</strong></p></div>","PeriodicalId":8604,"journal":{"name":"Atmospheric Pollution Research","volume":null,"pages":null},"PeriodicalIF":3.9,"publicationDate":"2024-07-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141622871","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
Pollution characteristics and oxidative potential of atmospheric particles at a typical rural area: A case study during the Chinese Lunar New Year 典型农村地区大气颗粒物的污染特征和氧化潜力:中国农历新年期间的案例研究
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-14 DOI: 10.1016/j.apr.2024.102251

The emission from solid fuel combustion for cooking and heating has a direct influence on air quality in rural areas, especially in cold season. In this study, the pollution characteristics and chemical compositions of total suspended particle (TSP) were comprehensively studied in a typical rural area during the Chinese Lunar New Year as a case study. In addition, the environmentally persistent free radicals (EPFRs) and oxidative potential (OP) in TSP were analyzed and compared before and after the festival (BF & AF) for better understanding the exposure risk of TSP. The average values of typical combustion products, such as carbonaceous components and PAHs, were at 2.5 times higher BF than those AF due to the impact of anthropogenic emission. The average EPFRs concentration BF was 2.78 ± 0.70 × 1015 spins/m3, whereas the concentration significantly decreased AF (1.07 ± 0.48 × 1015 spins/m3). The source analysis suggested that coal and biomass burning was the major source of EPFRs. The OPv values were in the range of 0.85–10.1 nmol/min/m3 with an average of 3.74 nmol/min/m3, and the peak occurred at the eve of the festival. For OPm, its mean value was up to 12.3 ± 7.8 pmol/min/μg and showed positive correlation with crustal elements (r values for Fe = 0.51 and Mn = 0.49, p < 0.05), indicating the effect of dust-input. In summary, this study provided basic information for better understanding the pollution characteristic and health risk of atmospheric particles.

用于烹饪和取暖的固体燃料燃烧产生的废气直接影响农村地区的空气质量,尤其是在寒冷季节。本研究以典型农村地区为例,全面研究了春节期间总悬浮颗粒物(TSP)的污染特征和化学成分。此外,还对总悬浮颗粒物中的环境持久性自由基(EPFRs)和氧化潜能(OP)进行了分析,并在节前和节后(BF & AF)进行了比较,以更好地了解总悬浮颗粒物的暴露风险。由于人为排放的影响,碳质成分和多环芳烃等典型燃烧产物的 BF 平均值是 AF 平均值的 2.5 倍。EPFRs 的平均浓度 BF 为 2.78 ± 0.70 × 1015 spins/m3,而浓度 AF 则显著下降(1.07 ± 0.48 × 1015 spins/m3)。来源分析表明,燃煤和生物质燃烧是 EPFRs 的主要来源。OPv 值范围为 0.85-10.1 nmol/min/m3,平均值为 3.74 nmol/min/m3,峰值出现在节日前夕。OPm 的平均值高达 12.3 ± 7.8 pmol/min/μg,并与地壳元素呈正相关(Fe = 0.51 和 Mn = 0.49 的 r 值,p < 0.05),表明粉尘输入的影响。总之,这项研究为更好地了解大气颗粒物的污染特征和健康风险提供了基础信息。
{"title":"Pollution characteristics and oxidative potential of atmospheric particles at a typical rural area: A case study during the Chinese Lunar New Year","authors":"","doi":"10.1016/j.apr.2024.102251","DOIUrl":"10.1016/j.apr.2024.102251","url":null,"abstract":"<div><p>The emission from solid fuel combustion for cooking and heating has a direct influence on air quality in rural areas, especially in cold season. In this study, the pollution characteristics and chemical compositions of total suspended particle (TSP) were comprehensively studied in a typical rural area during the Chinese Lunar New Year as a case study. In addition, the environmentally persistent free radicals (EPFRs) and oxidative potential (OP) in TSP were analyzed and compared before and after the festival (BF &amp; AF) for better understanding the exposure risk of TSP. The average values of typical combustion products, such as carbonaceous components and PAHs, were at 2.5 times higher BF than those AF due to the impact of anthropogenic emission. The average EPFRs concentration BF was 2.78 ± 0.70 × 10<sup>15</sup> spins/m<sup>3</sup>, whereas the concentration significantly decreased AF (1.07 ± 0.48 × 10<sup>15</sup> spins/m<sup>3</sup>). The source analysis suggested that coal and biomass burning was the major source of EPFRs. The OP<sub>v</sub> values were in the range of 0.85–10.1 nmol/min/m<sup>3</sup> with an average of 3.74 nmol/min/m<sup>3</sup>, and the peak occurred at the eve of the festival. For OP<sub>m</sub>, its mean value was up to 12.3 ± 7.8 pmol/min/μg and showed positive correlation with crustal elements (r values for Fe = 0.51 and Mn = 0.49, p &lt; 0.05), indicating the effect of dust-input. In summary, this study provided basic information for better understanding the pollution characteristic and health risk of atmospheric particles.</p></div>","PeriodicalId":8604,"journal":{"name":"Atmospheric Pollution Research","volume":null,"pages":null},"PeriodicalIF":3.9,"publicationDate":"2024-07-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141696104","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
Warming impact of black carbon aerosols on the direct radiative forcing over a semi-arid location, Solapur in India 黑碳气溶胶对印度索拉普尔半干旱地区直接辐射强迫的升温影响
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-08 DOI: 10.1016/j.apr.2024.102249
Pawan S. Soyam , Pramod D. Safai , Yang Lian , Abhilash S. Panicker , Sanjay S. Kale , Neelam Malap , Thara Prabhakaran

In this study, we investigated the aerosol radiative forcing (ARF) using ground-based measurements of PM2.5 and black carbon aerosols at a semi-arid, rain shadow location, Solapur in peninsular India. It is observed that aerosols caused a net cooling effect at top of the atmosphere (TOP) indicating that the aerosols reflect more solar radiation back to space than they absorb. At the surface, the aerosols caused a net cooling effect indicating more presence of scattering type aerosols. The resulting ARF of the aerosols was found to be ranging from +38 Wm-2 in monsoon to +53 Wm-2 in pre-monsoon indicating trapping of energy which resulted in a warming of the atmosphere. However, BC –only forcing indicated a significant warming effect at TOP as well as in the atmosphere which showed the potential of the absorbing carbonaceous aerosols. Overall, BC was responsible for 44% and 32% of the composite ARF, even though it formed only 7% and 2% of composite aerosol in the dry and wet periods, respectively. The warming impact of BC aerosols was also manifested in terms of their contribution to aerosol radiative forcing efficiency (ARFE) which was about four times more for BC-only than that for composite aerosols. More atmospheric heating rates were observed during dry periods for composite and BC-only aerosols than during wet period. These findings have important implications for aerosol-cloud-precipitation studies as well as the atmospheric thermodynamics and hydrological cycle over this semi-arid region where the total aerosol load is not significant and rainfall amount is scarce.

在这项研究中,我们利用对印度半岛索拉普尔半干旱雨影地区 PM2.5 和黑碳气溶胶的地基测量,研究了气溶胶辐射强迫(ARF)。据观察,气溶胶在大气顶部(TOP)产生了净冷却效应,表明气溶胶反射回太空的太阳辐射多于其吸收的太阳辐射。在地表,气溶胶产生了净冷却效应,表明存在更多散射型气溶胶。研究发现,气溶胶产生的 ARF 从季风季节的 +38 Wm-2 到前季风季节的 +53 Wm-2 不等,这表明气溶胶捕获了能量,导致大气变暖。然而,仅 BC 的强迫表明在大气顶部和大气中都有显著的变暖效应,这显示了吸收碳质气溶胶的潜力。总体而言,尽管在干燥期和潮湿期,BC 气溶胶仅占复合气溶胶的 7% 和 2%,但它却分别造成了 44% 和 32% 的复合大气辐射强迫。单萃气溶胶对气溶胶辐射强迫效率(ARFE)的贡献大约是复合气溶胶的四倍。与潮湿时期相比,复合气溶胶和纯 BC 气溶胶在干燥时期的大气加热率更高。这些发现对气溶胶-云-降水研究以及这个气溶胶总负荷不大、降雨量稀少的半干旱地区的大气热力学和水文循环具有重要意义。
{"title":"Warming impact of black carbon aerosols on the direct radiative forcing over a semi-arid location, Solapur in India","authors":"Pawan S. Soyam ,&nbsp;Pramod D. Safai ,&nbsp;Yang Lian ,&nbsp;Abhilash S. Panicker ,&nbsp;Sanjay S. Kale ,&nbsp;Neelam Malap ,&nbsp;Thara Prabhakaran","doi":"10.1016/j.apr.2024.102249","DOIUrl":"https://doi.org/10.1016/j.apr.2024.102249","url":null,"abstract":"<div><p>In this study, we investigated the aerosol radiative forcing (ARF) using ground-based measurements of PM<sub>2.5</sub> and black carbon aerosols at a semi-arid, rain shadow location, Solapur in peninsular India. It is observed that aerosols caused a net cooling effect at top of the atmosphere (TOP) indicating that the aerosols reflect more solar radiation back to space than they absorb. At the surface, the aerosols caused a net cooling effect indicating more presence of scattering type aerosols. The resulting ARF of the aerosols was found to be ranging from +38 Wm<sup>-2</sup> in monsoon to +53 Wm<sup>-2</sup> in pre-monsoon indicating trapping of energy which resulted in a warming of the atmosphere. However, BC –only forcing indicated a significant warming effect at TOP as well as in the atmosphere which showed the potential of the absorbing carbonaceous aerosols. Overall, BC was responsible for 44% and 32% of the composite ARF, even though it formed only 7% and 2% of composite aerosol in the dry and wet periods, respectively. The warming impact of BC aerosols was also manifested in terms of their contribution to aerosol radiative forcing efficiency (ARFE) which was about four times more for BC-only than that for composite aerosols. More atmospheric heating rates were observed during dry periods for composite and BC-only aerosols than during wet period. These findings have important implications for aerosol-cloud-precipitation studies as well as the atmospheric thermodynamics and hydrological cycle over this semi-arid region where the total aerosol load is not significant and rainfall amount is scarce.</p></div>","PeriodicalId":8604,"journal":{"name":"Atmospheric Pollution Research","volume":null,"pages":null},"PeriodicalIF":3.9,"publicationDate":"2024-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141594647","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
Health risks associated with hazardous airborne chemicals in beauty salons: A pilot study in Kuwaiti salons 美容院空气中有害化学物质的健康风险:科威特美容院试点研究
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-06 DOI: 10.1016/j.apr.2024.102248
Mohamed F. Yassin , Bashayer Al-Khaldi

The beauty industry has become increasingly popular in recent years, leading to a surge in salon visits for various beauty treatments. However, public concerns were raised about the possible health dangers linked to the widespread use of harmful chemicals in beauty salons. To address these concerns, a pilot study was conducted in Kuwait to evaluate and identify the ten most commonly occurring hazardous airborne chemicals in different beauty salons. Air samples were gathered from inside and outside ten beauty salons situated in diverse regions of Kuwait, covering various periods, including working hours, non-working hours, and a continuous 24-h period. The study used diffusion tubes for sampling and employed the thermo-desorption gas chromatograph/mass spectroscopy technique (TD-GC/MS) to identify the chemical compounds. In addition, the measured concentration of compounds was utilized to assess the potential inhalation health risks associated with both carcinogenic and non-carcinogenic substances, employing the USEPA Cancer Risk Indicator (CRI) and Hazard Quotient Indicator (HQI). The findings indicated that indoor concentrations of hazardous chemicals were significantly higher than those recorded outdoors. A total of 55 hazardous chemicals were detected in the indoor air quality inside beauty salons, and benzene concentrations exceeded ACGIH thresholds, suggesting a potential health concern. Although concentrations of toluene, ethylbenzene, m/p-xylene, and o-xylene remained below NIOSH recommendations, health risk assessments indicated the potential carcinogenicity of three compounds in the indoor air of beauty salons: benzene, ethylbenzene, and 2-ethyl-1-hexanol. Additionally, 15 compounds were identified by non-carcinogenic risk assessments, such as ethyl acetate and 2-ethyl-1-hexanol. These findings emphasize the urgency of implementing measures to address the exposure in Kuwait's beauty salons and conducting further research.

近年来,美容业越来越受欢迎,导致前往美容院进行各种美容护理的人数激增。然而,公众对美容院广泛使用有害化学物质可能对健康造成的危害表示担忧。为了消除这些担忧,我们在科威特开展了一项试点研究,以评估和确定不同美容院中最常出现的十种有害空气传播化学物质。研究人员从科威特不同地区的十家美容院内外收集了空气样本,涵盖不同时段,包括工作时间、非工作时间和连续 24 小时。研究使用扩散管进行采样,并采用热脱附气相色谱仪/质谱分析技术(TD-GC/MS)对化合物进行鉴定。此外,还利用测得的化合物浓度,采用美国环保局癌症风险指标(CRI)和危害商数指标(HQI),评估与致癌和非致癌物质相关的潜在吸入健康风险。研究结果表明,室内有害化学物质的浓度明显高于室外。在美容院的室内空气质量中,共检测到 55 种有害化学物质,苯的浓度超过了 ACGIH 临界值,表明存在潜在的健康问题。尽管甲苯、乙苯、间/对二甲苯和邻二甲苯的浓度仍低于美国国家职业安全与健康管理局(NIOSH)的建议值,但健康风险评估表明,美容院室内空气中的三种化合物具有潜在致癌性:苯、乙苯和 2-乙基-1-己醇。此外,非致癌风险评估还发现了 15 种化合物,如乙酸乙酯和 2-乙基-1-己醇。这些发现强调了采取措施解决科威特美容院中的暴露问题和开展进一步研究的紧迫性。
{"title":"Health risks associated with hazardous airborne chemicals in beauty salons: A pilot study in Kuwaiti salons","authors":"Mohamed F. Yassin ,&nbsp;Bashayer Al-Khaldi","doi":"10.1016/j.apr.2024.102248","DOIUrl":"https://doi.org/10.1016/j.apr.2024.102248","url":null,"abstract":"<div><p>The beauty industry has become increasingly popular in recent years, leading to a surge in salon visits for various beauty treatments. However, public concerns were raised about the possible health dangers linked to the widespread use of harmful chemicals in beauty salons. To address these concerns, a pilot study was conducted in Kuwait to evaluate and identify the ten most commonly occurring hazardous airborne chemicals in different beauty salons. Air samples were gathered from inside and outside ten beauty salons situated in diverse regions of Kuwait, covering various periods, including working hours, non-working hours, and a continuous 24-h period. The study used diffusion tubes for sampling and employed the thermo-desorption gas chromatograph/mass spectroscopy technique (TD-GC/MS) to identify the chemical compounds. In addition, the measured concentration of compounds was utilized to assess the potential inhalation health risks associated with both carcinogenic and non-carcinogenic substances, employing the USEPA Cancer Risk Indicator (CRI) and Hazard Quotient Indicator (HQI). The findings indicated that indoor concentrations of hazardous chemicals were significantly higher than those recorded outdoors. A total of 55 hazardous chemicals were detected in the indoor air quality inside beauty salons, and benzene concentrations exceeded ACGIH thresholds, suggesting a potential health concern. Although concentrations of toluene, ethylbenzene, m/p-xylene, and o-xylene remained below NIOSH recommendations, health risk assessments indicated the potential carcinogenicity of three compounds in the indoor air of beauty salons: benzene, ethylbenzene, and 2-ethyl-1-hexanol. Additionally, 15 compounds were identified by non-carcinogenic risk assessments, such as ethyl acetate and 2-ethyl-1-hexanol. These findings emphasize the urgency of implementing measures to address the exposure in Kuwait's beauty salons and conducting further research.</p></div>","PeriodicalId":8604,"journal":{"name":"Atmospheric Pollution Research","volume":null,"pages":null},"PeriodicalIF":3.9,"publicationDate":"2024-07-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141594648","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
期刊
Atmospheric Pollution Research
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1