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An Interactive Clustering-Based Visualization Tool for Air Quality Data Analysis 空气质量数据分析的交互式聚类可视化工具
4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2023-01-01 DOI: 10.4209/aaqr.230124
Mahsa Ashouri, Frederick Kin Hing Phoa, Chun-Hhouh Chen, Galit Shmueli
Examining PM2.5 (atmospheric particulate matter with a maximum diameter of 2.5 micrometers), seasonal patterns is an important research area for environmental scientists. An improved understanding of PM2.5 seasonal patterns can help environmental protection agencies (EPAs) make decisions and develop complex models for controlling the concentration of PM2.5 in different regions. This work proposes an R Shiny App web-based interactive tool, namely a “model-based time series clustering” (MTSC) tool, for clustering PM2.5 time series using spatial and population variables and their temporal features, like seasonality. Our tool allows stakeholders to visualize important characteristics of PM2.5 time series, including temporal patterns and missing values, and cluster series by attribute groupings. We apply the MTSC tool to cluster Taiwan’s PM2.5 time series based on air quality zones and types of monitoring stations. The tool clusters the series into four clusters that reveal several phenomena, including an improvement in Taiwan's air quality since 2017 in all regions, although at varying rates, an increasing pattern of PM2.5 concentration when moving from northern towards southern regions, winter/summer seasonal patterns that are more pronounced in certain types of areas (e.g., industrial), and unusual behavior in the southernmost region. The tool provides cluster-specific quantitative figures, like seasonal variations in PM2.5 concentration in different air quality zones of Taiwan, and identifies, for example, an annual peak in early January and February (maximum value around 120 μg m-3). Our analysis identifies a region in southernmost Taiwan as different from other zones that are currently grouped together with it by Taiwan EPA (TEPA), and a northern region that behaves differently from its TEPA grouping. All these cluster-based insights help EPA experts implement short-term zone-specific air quality policies (e.g., fireworks and traffic regulations, school closures) as well as longer-term decision-making (e.g., transport control stations, fuel permits, old vehicle replacement, fuel type).
PM2.5(最大直径为2.5微米的大气颗粒物)的季节变化规律是环境科学家的一个重要研究领域。更好地了解PM2.5的季节变化规律,有助于环境保护部门做出决策,并开发复杂的模型来控制不同地区的PM2.5浓度。本研究提出了一个基于R Shiny App的交互式工具,即“基于模型的时间序列聚类”(MTSC)工具,用于利用空间和人口变量及其时间特征(如季节性)对PM2.5时间序列进行聚类。我们的工具允许利益相关者可视化PM2.5时间序列的重要特征,包括时间模式和缺失值,以及通过属性分组的聚类序列。我们运用MTSC工具,根据空气品质区与监测站类型,对台湾PM2.5时间序列进行聚类。该工具将该系列分为四个集群,揭示了几种现象,包括自2017年以来台湾所有地区的空气质量都有所改善,尽管速度不同,PM2.5浓度从北部向南部地区移动时的增加模式,冬季/夏季季节模式在某些类型的地区(例如工业)更为明显,以及最南部地区的异常行为。该工具提供了特定于集群的定量数据,例如台湾不同空气质量区域PM2.5浓度的季节变化,并确定了例如1月初和2月的年度峰值(最大值约为120 μg m-3)。我们的分析确定了台湾最南端的一个地区与台湾环境保护署(TEPA)目前与之组合在一起的其他地区不同,而北部地区的行为与其TEPA分组不同。所有这些基于集群的见解都有助于EPA专家实施短期特定区域的空气质量政策(例如,烟花和交通法规,学校关闭)以及长期决策(例如,运输控制站,燃料许可,旧车更换,燃料类型)。
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引用次数: 0
Promoted Catalytic Properties of Acetone over Cerium-Modified Mullite Catalyst YMn2O5 铈改性莫来石催化剂YMn2O5对丙酮催化性能的促进作用
IF 4 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2023-01-01 DOI: 10.4209/aaqr.220302
Xiaotian Mu, Wen-huan Wang, Kai Zhang, Honglei Ding, Weiguo Pan
Mullite catalysts have become one of the most widely studied catalysts due to their highly stable structure and unique coordination with oxygen. In this work, Ce-modified mullite-type oxides Y 1-x Ce x Mn 2 O 5 have been prepared by sol-gel method to explore their Ce doping amount-dependent catalytic performance for acetone elimination. Experimental results confirm that Y 0.9 Ce 0.1 Mn 2 O 5 had optimum acetone oxidation activity, completely achieving 100% acetone conversion at 120 ° C under the reaction conditions of acetone concentration = 1000 ppm, 20 vol% O 2 /N 2 and WHSV = 36000 mL g –1 h –1 . This excellent catalytic activity comes from its larger specific surface area and higher Mn 4+ /Mn 3+ molar ratio. XRD and TEM results show that YMn 2 O 5 and CeO 2 phases form a multiphase oxide and interfacial structure. XPS results show that the content of doped CeO 2 mainly affects the surface adsorbed oxygen (Oads) and Mn 4+ content of the catalyst. Manganese species with higher chemical states are indeed more favorable for oxidation reactions on manganese-based catalysts. In addition, the reduction temperature of mixed oxides shifts to the lower temperature region, indicating that manganese and cerium oxides are more reducible, where the mobility of oxygen species is greatly enhanced. Y 0.9 Ce 0.1 Mn 2 O 5 also exhibits strong long-term stability and has good resistance to acetone elimination, showing excellent potential in eliminating acetone.
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引用次数: 0
Temporospatial Variation, Chemical Composition, and Source Resolution of PM2.5 in the Southeastern Taiwan Island 台湾岛东南部PM2.5的时空变化、化学成分与源分辨率
IF 4 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2023-01-01 DOI: 10.4209/aaqr.220350
C. Yuan, Jun-Hao Ceng, Po-Hsuan Yen, Kuan-Chen Chiang, Yu-Lun Tseng, Kwok-Wai Wong, M. Jeng
This study investigated the temporospatial variation, chemical composition, and source resolution of fine particles (PM 2.5 ) in the southeastern seas of the Taiwan Island. 24-hr PM 2.5 was sampled simultaneously at two remote sites, the Green Island (West Pacific Ocean; WPO) and the Kenting Peninsula (northern Bashi Channel; BC), in four seasons. After sampling, the chemical fingerprints of PM 2.5 were characterized and further applied to resolve the potential sources of PM 2.5 and their contribution by using a receptor model on the basis of chemical mass balance (CMB), enrichment factor (EF), and backward trajectory simulation. It showed that PM 2.5 concentrations in winter (10.8 µ g m –3 ) and spring (12.0 µ g m –3 ) (i.e., during the period of Asian Northeastern Monsoons; ANMs) were higher than those in summer (4.0 µ g m –3 ) and fall (6.6 µ g m –3 ). In terms of chemical composition of PM 2.5 , secondary inorganic aerosols (SIAs = NO 3– , SO 42– , and NH 4+ ) (56.7–67.2%) were the dominant component of water-soluble ions (WSIs) in PM 2.5 , while crustal elements (Mg, Al, Ca, Fe, and K) (44.0–61.2%) dominated the metallic contents in PM 2.5 . High EF values ( > 10) showed that V, Mn, Ni, Cu, and Zn were potentially contributed from anthropogenic sources. Moreover, organic carbon (OC) (0.6 µ g m –3 ) was superior to elemental carbon (EC) (0.3 µ g m –3 ) in PM 2.5 . The OC/EC ratios higher than 2.0 showed the potential chemical formation of secondary organic aerosols (SOAs) in the atmosphere in winter and spring. Trajectory simulation indicated that high PM 2.5 concentrations were mostly originated from North and Central China, Japan islands, and Korea Peninsula. Major sources of PM 2.5 resolved by CMB receptor modeling were ordered as: sea salts (19.9%) > fugitive dust (19.8%) > industrial boilers (oil-fired) (10.8%) > secondary sulfate (9.8%) > mobile sources (8.0%).
摘要本文研究了台湾岛东南海域细颗粒物(PM 2.5)的时空变化、化学成分和来源分辨率。WPO)和垦丁半岛(巴士海峡北部);公元前),四季分明。采样后,利用化学质量平衡(CMB)、富集因子(EF)和反向轨迹模拟的受体模型,对pm2.5的化学指纹图谱进行了表征,并进一步分析了pm2.5的潜在来源及其贡献。结果表明:冬季(10.8µg m -3)和春季(12.0µg m -3)(即亚洲东北季候风期间)pm2.5浓度显著高于冬季(10.8µg m -3);ANMs)高于夏季(4.0µg m -3)和秋季(6.6µg m -3)。在化学成分上,次级无机气溶胶(SIAs = no3 -、so42 -和nh4 +)是PM 2.5中水溶性离子(wsi)的主要成分(56.7-67.2%),而地壳元素(Mg、Al、Ca、Fe和K)(44.0-61.2%)是PM 2.5中金属含量的主要成分。高的EF值(bbb10)表明,V、Mn、Ni、Cu和Zn可能来自人为来源。此外,有机碳(OC)(0.6µg m -3)在pm2.5中的表现优于元素碳(EC)(0.3µg m -3)。OC/EC比值大于2.0表明冬季和春季大气中潜在的二次有机气溶胶化学形成。轨迹模拟表明,高PM 2.5浓度主要来自华北和华中地区、日本列岛和朝鲜半岛。CMB受体模型分解的pm2.5主要来源依次为:海盐(19.9%)>逸散粉尘(19.8%)>工业锅炉(燃油)(10.8%)>次生硫酸盐(9.8%)>移动源(8.0%)。
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引用次数: 5
A Systematic Literature Review of Cleanroom Ventilation and Air Distribution Systems 洁净室通风与配风系统的系统文献综述
IF 4 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2023-01-01 DOI: 10.4209/aaqr.220407
Arup Bhattacharya, Mohammad Saleh Nikoopayan Tak, Shervin Shoai-Naini, F. Betz, E. Mousavi
Cleanroom ventilation systems are well-established; however, the advantages and limitations of current practices need to be examined and explained further. This study begins by looking over the history of cleanroom ventilation systems that creates the basis for understanding ventilation rate specifications, terminologies employed in ventilation effectiveness, and recognizing scientific studies that correlate ventilation effectiveness with air change rates. This systematic review includes a comprehensive summary that contains a set of historical data and evidence that may be used to specify ventilation requirements in cleanrooms. Scientific articles are classified in terms of laboratory experiments, simulations/numerical analysis, or hybrid. HVAC designers and operators can use published codes and guidelines more efficiently if the terminology is properly understood and the design solutions are easy to implement. The present study aims to provide a deep insight into understanding the role of ventilation on the transport mechanisms of unwanted particles in cleanrooms. Historically, the ventilation rate is typically over-estimated, based on the experience of the designer, to ensure indoor air quality and thermal performance. However, the excess rate significantly impacts the system’s energy consumption. Hence, it is crucial to investigate existing recommendations to ensure if they have a scientific basis or could be proven theoretically before further implementations. Besides, any possible risks and influences associated with the traditional methods must be assessed to guarantee the facility’s performance, sustainability, and energy efficiency.
洁净室通风系统完善;然而,当前实践的优点和局限性需要进一步研究和解释。本研究首先回顾洁净室通风系统的历史,为理解通风率规格、通风效率中使用的术语和认识通风效率与空气变化率相关的科学研究奠定了基础。该系统评审包括一份综合总结,其中包含一组可用于指定洁净室通风要求的历史数据和证据。科学文章按实验室实验、模拟/数值分析或混合分类。如果正确理解术语,并且设计解决方案易于实施,暖通空调设计师和操作员可以更有效地使用已发布的规范和指南。本研究旨在深入了解通风对洁净室中有害颗粒传输机制的作用。从历史上看,通风率通常被高估,根据设计师的经验,以确保室内空气质量和热性能。但是,过剩率对系统的能耗有很大的影响。因此,必须调查现有的建议,以确保它们是否有科学依据,或者在进一步实施之前是否可以从理论上加以证明。此外,必须评估与传统方法相关的任何可能的风险和影响,以保证设施的性能、可持续性和能源效率。
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引用次数: 3
Effects of Precipitation on the Air Quality Index, PM2.5 Levels and on the Dry Deposition of PCDD/Fs in the Ambient Air 降水对空气质量指数、PM2.5水平及环境空气中PCDD/Fs干沉降的影响
IF 4 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2023-01-01 DOI: 10.4209/aaqr.220417
Ruoxin Wang, Kangping Cui, Hwey-Lin Sheu, Lin-Chi Wang, Xueyan Liu
The effects of 9 precipitation events in Suzhou City in Anhui Province, China, on the air quality index (AQI), PM2.5, and dry deposition flux of PCDD/Fs (polydibenzo-p-dioxins and polydibenzofurans) were investigated. A total of 7 precipitation events were positive contributes to the reduction of AQI;among them, the AQI were between 23 and 216, with an average of 75, the PM2.5 concentrations were between 5.0 and 169 mu g m-3, with an average of 25 mu g m-3, while the total-PCDD/F-TEQ dry deposition flux ranged from 149 to 1034 pg WHO2005-TEQ m-2 day-1 and averaged 315 pg WHO2005-TEQ m-2 day-1. By comparing the average AQI and PM2.5, respectively, during and after rainfall with that before rainfall, the results indicated that the average reduction fractions of AQI were 26% and 44%, respectively, while those of PM2.5 were 58% and 43%. In addition, the effect of precipitation on the average reduction fraction of total PCDD/F-TEQ dry deposition flux was 31%. However, in the other 2 AQI elevation events, the AQI were between 23 and 100, and averaged 51;when comparing the average AQI and PM2.5 concentrations, during and after the rain with that before the rain, the increases in AQI were 42% and 49%, respectively, while the increases in PM2.5 concentration were 26% and 29%, respectively. The above results show that, on the whole, rain and snow improved the air quality. This is because rainwater removes particles or dissolved gaseous pollutants from the atmosphere and brings aerosols to the ground. However, in some cases, the increase of source emissions and atmospheric vertical convection, the effect of precipitation or air humidity increased the AQI and elevated the concentration of PM2.5, and dry deposition flux of PCDD/Fs. The results of this study provide useful information for both scientific communities and air quality management.
研究了安徽省宿州市9次降水事件对空气质量指数(AQI)、PM2.5和PCDD/Fs(聚二苯并对二恶英和聚二苯并呋喃)干沉降通量的影响。共有7次降水事件对AQI的降低有积极贡献,其中AQI在23 ~ 216之间,平均为75;PM2.5浓度在5.0 ~ 169 μ g -3之间,平均为25 μ g -3;总- pcdd /F-TEQ干沉降通量在149 ~ 1034 pg WHO2005-TEQ m-2 day-1之间,平均为315 pg WHO2005-TEQ m-2 day-1。通过对比降雨中和降雨后的AQI平均值和PM2.5平均值与降雨前的平均值,结果表明,AQI的平均降幅分别为26%和44%,PM2.5的平均降幅分别为58%和43%。此外,降水对总PCDD/F-TEQ干沉降通量平均还原分数的影响为31%。而在其他2次AQI升高事件中,AQI在23 ~ 100之间,平均为51;对比AQI和PM2.5的平均浓度,雨前和雨后AQI分别上升42%和49%,PM2.5分别上升26%和29%。上述结果表明,从总体上看,雨雪天气改善了空气质量。这是因为雨水从大气中带走颗粒或溶解的气体污染物,并将气溶胶带到地面。但在某些情况下,源排放和大气垂直对流的增加、降水或空气湿度的影响使AQI升高,PM2.5浓度升高,PCDD/Fs干沉降通量升高。这项研究的结果为科学界和空气质量管理提供了有用的信息。
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引用次数: 2
Multisite Scenarios of Black Carbon and Biomass Burning Aerosol Characteristics in India 印度炭黑和生物质燃烧气溶胶特征的多站点情景
IF 4 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2023-01-01 DOI: 10.4209/aaqr.220435
Vivek Kumar, P. Devara, V. Soni
Black Carbon (BC) aerosols are not only substantial climate-forcing drivers but also impact human health. The spatial distribution of BC aerosols depends on the combination of anthropogenic activities and meteorological conditions. In this study, we used the India Meteorological Department (IMD) Black Carbon Observational Network datasets to assess the diurnal, seasonal, and long-term BC trends for the period, 2016–2021. The majority of the IMD’s BC monitoring stations show an overall declining trend in the BC mass concentration during the study period in India. Maximum BC concentrations are observed in the post-monsoon and winter seasons due to the stubble-burning activity and lower values of Atmospheric Boundary Layer Height (ABLH). Minimum concentrations are observed at all stations in the monsoon season due to the wet scavenging of aerosols by rain. There is a clear decrease in the BC mass concentration from winter to monsoon months and an increase in the post-monsoon months. Regional emissions from crop residue burning in the post-harvesting seasons are the main contributing factor for extremely high levels of BC mass concentration. Low wind speed and shallow mixed layer were found to be the main reasons for high levels of aerosol concentration during the winter season. There is an increasing trend in Biomass Burning (BB) at most of the stations except for Thiruvananthapuram, where a prominent decreasing trend in BC concentration is also noticed. In the present study, the impact of local meteorological parameters such as wind, temperature, rainfall and Atmospheric Boundary Layer Height on BC mass concentration is investigated. The results show a negative correlation with rainfall, relative humidity, wind speed, temperature and ABL height. Both local activity and long-range transport at each study site are also found to be responsible for the significant changes in BC mass concentration.
黑碳(BC)气溶胶不仅是重要的气候强迫驱动因素,而且还影响人类健康。BC气溶胶的空间分布取决于人为活动和气象条件的结合。在本研究中,我们使用印度气象部门(IMD)黑碳观测网络数据集来评估2016-2021年期间的日、季节和长期BC趋势。在研究期间,IMD的大多数BC监测站显示印度BC质量浓度总体呈下降趋势。由于残茬燃烧活动和大气边界层高度(ABLH)值较低,在季风后和冬季观测到最大的BC浓度。在季风季节,由于雨水对气溶胶的湿性清除,所有站点的浓度都最低。从冬季到季风月份,BC质量浓度明显减少,季风后月份则增加。收获后季节作物残茬燃烧产生的区域排放是造成BC质量浓度极高的主要因素。风速低和混合层浅是冬季气溶胶浓度高的主要原因。除Thiruvananthapuram外,大部分站点的生物质燃烧(BB)呈增加趋势,其中BC浓度也有明显的下降趋势。本文研究了风、温度、降雨和大气边界层高度等局地气象参数对BC质量浓度的影响。结果表明,与降雨量、相对湿度、风速、温度和ABL高度呈负相关。每个研究地点的局部活动和远程转运也被发现是导致BC质量浓度显著变化的原因。
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引用次数: 0
Impact of the Contamination Method on the Disinfection of N95 Respirators: Drops versus Aerosols 污染方法对N95口罩消毒的影响:滴剂与气溶胶
IF 4 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2023-01-01 DOI: 10.4209/aaqr.230018
Mirna Alameddine, Oluchi Okoro, Loïc Wingert, Geneviève Marchand, Benoit Barbeau
The recent surge in the use of filtering facepiece respirators (FFRs) during the SARS-CoV-2 pandemic triggered economic and environmental concerns with regards to their safe reuse and/or disposal. Their decontamination through ultraviolet (UV) irradiation has proven efficient in bench tests. Nevertheless, no study has yet investigated to what extent the decontamination method’s performance was impacted by the contamination method. In this study, Bacillus subtilis spores were inoculated in three suspensions used to contaminate coupons of FFRs via aerosols nebulisation or 2 µ L drops deposition. The contaminated coupons were then exposed to UV irradiation in a monochromatic UVC lamp collimated beam reactor. The results revealed that contamination and decontamination were more efficient for drops (maximum 0.72 log losses and 3 log inactivation at 150 mJ cm –2 ) than for aerosols (maximum 2.47 log losses and 1.75 log inactivation at 150 mJ cm –2 ). Inactivation was greater in coupons contaminated using artificial saliva, followed by phosphate buffer solution, and finally artificial saliva with mucin which also presented the highest fraction of resistant spores, based on kinetic modeling. Disinfection was determined sensitive to the method of contamination ( p < 0.001). However, the composition of the contaminating suspension was the most important performance predictor for decontamination by UV irradiation ( p = 9.2 × 10 –10 ).
最近在SARS-CoV-2大流行期间,过滤式面罩呼吸器(ffr)的使用激增,引发了对其安全再利用和/或处置的经济和环境担忧。通过紫外线(UV)照射对其进行净化,在台架试验中证明是有效的。然而,目前还没有研究调查污染方法在多大程度上影响了去污方法的性能。在本研究中,枯草芽孢杆菌孢子接种于三种悬浮液中,通过气溶胶雾化或2µL滴滴沉积的方式污染ffr。然后在单色UVC灯准直光束反应器中暴露于紫外线照射下。结果表明,液滴(在150 mJ cm -2下最大0.72对数损失和3对数失活)比气溶胶(在150 mJ cm -2下最大2.47对数损失和1.75对数失活)的污染和去污效率更高。根据动力学模型,用人工唾液污染的孢子失活程度更高,其次是磷酸盐缓冲液,最后是用粘蛋白污染的人工唾液,后者也呈现出最高的抗性孢子比例。消毒对污染方法敏感(p < 0.001)。然而,污染悬浮液的组成是紫外线照射去污最重要的性能预测因子(p = 9.2 × 10 -10)。
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引用次数: 0
Calibration of Low-cost Sensors for Measurement of Indoor Particulate Matter Concentrations via Laboratory/Field Evaluation 通过实验室/现场评估校准用于测量室内颗粒物浓度的低成本传感器
IF 4 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2023-01-01 DOI: 10.4209/aaqr.230097
Doheon Kim, Dongmin Shin, Jungho Hwang
Recently, low-cost sensors (LCSs) have been widely used in monitoring particulate matter (PM) mass concentrations. Maintaining the accuracy of the sensors is important and requires rigorous calibration and performance evaluation. In this study, two commercial LCSs, Plantower PMS3003 and Plantower PMS7003, were evaluated in the laboratory and in the field using a reference-grade PM monitor (GRIMM 11-D). Laboratory evaluation was conducted with polystyrene latex (PSL) particles in a 1 m 3 chamber at 20 ° C with a relative humidity of 20%. Each LCS indicated higher mass concentrations than GRIMM 11-D for small-sized PSL particles (0.56 µ m); however, the LCSs indicated lower mass concentrations than GRIMM 11-D for PSL particles larger than 0.56 µ m. In addition, the difference in mass concentrations between the LCS and GRIMM 11-D became higher with particle sizes greater than 0.56 µ m. Nonetheless, a high correlation (R 2 > 0.9) between each LCS and GRIMM 11-D was obtained. Field evaluation was conducted at Yonsei University (Seoul, South Korea) from February 12 to March 31, 2022. The LCSs showed generally higher PM mass concentrations than GRIMM 11-D; however, some data points of the LCSs revealed different trends. We observed that outdoor PM 10 /PM 2.5 and relative humidity had notable impacts on the LCS data; in addition, LCS sensitivity depended on whether the PM concentration was low or high. Based on these observations, regression-based calibration models were constructed using the selected independent variables (outdoor PM 10 /PM 2.5 and relative humidity) after dividing the PM concentration into low and high sections. Consequently, the accuracy of the LCSs was significantly enhanced. Therefore, using LCSs with the calibration models can replace the use of expensive reference PM monitors, resulting in cost savings.
近年来,低成本传感器(LCSs)在监测颗粒物(PM)质量浓度方面得到了广泛应用。保持传感器的准确性很重要,需要严格的校准和性能评估。在本研究中,使用参考级PM监测仪(GRIMM 11-D)在实验室和现场对两种商用lcs (Plantower PMS3003和Plantower PMS7003)进行了评估。实验室评估是用聚苯乙烯乳胶(PSL)颗粒在20°C、相对湿度20%的1 m 3的腔室中进行的。小尺寸PSL颗粒(0.56µm)的LCS质量浓度均高于GRIMM 11-D;粒径大于0.56µm的PSL粒子,LCS的质量浓度低于GRIMM 11-D,粒径大于0.56µm时,LCS与GRIMM 11-D的质量浓度差异增大,但各LCS与GRIMM 11-D的质量浓度具有较高的相关性(R 2 > 0.9)。现场评估于2022年2月12日至3月31日在延世大学(韩国首尔)进行。lcs的PM质量浓度普遍高于GRIMM 11-D;然而,最低收入国家的一些数据点显示出不同的趋势。室外PM 10 /PM 2.5和相对湿度对LCS数据有显著影响;此外,LCS的灵敏度取决于PM浓度的高低。在此基础上,选取独立变量(室外PM 10 /PM 2.5和相对湿度),将PM浓度划分为高低段,构建基于回归的定标模型。因此,lcs的精度显著提高。因此,使用lcs与校准模型可以取代使用昂贵的参考PM监视器,从而节省成本。
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引用次数: 0
Impacts of the “Coal to Gas” Policy on Rural Air VOC Level and Ozone Potentials in North China “煤改气”政策对华北农村空气VOC水平和臭氧潜能值的影响
IF 4 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2023-01-01 DOI: 10.4209/aaqr.230136
Zhiyong Li, Chen Liu, Chengjing Cao, Z. Zhai, Changtao Huang, Zhuangzhuang Ren, Jixiang Liu, Lan Chen, Songtao Guo, Ding-Guor Yang
A unique study was enacted during the heating season (HS) in 2020 and 2021 at a rural site in the Beijing-Tianjin-Hebei region to evaluate the policy impacts of “Coal to Gas” (CTG) on ambient volatile organic compounds (VOCs). A total of 58 VOCs in air and flue gas from wall-mounted gas stoves (WMGS) were concurrently analyzed. The total VOCs decreased from 38.6 µ g m –3 in 2020 to 32.8 µ g m –3 in 2021, indicating the CTG played a positive role. However, the ozone formation potentials (OFPs) increased from 31.5 to 44.9 µ g m –3 . Toluene, vinylidene chloride, ethylbenzene, o, m, p-xylene, 4-methyl-2-pentanone, n-butylbenzene, trans-1,2-dichloroethylene, and 1,2,4-trimethylbenzene were the main contributors to the OFPs. Halohydrocarbons contributed the most to ∑ 58 VOCs of 54.8% and 54.4% in 2020 and 2021, respectively. It should be noted that the sustained CTG made WMGS the largest VOC source, replacing coal combustion (CC) in 2020. The CC contributions decreased from 33.2% in 2020 to 28.7% in 2021, while the WMGS far increased from 22.5% to 35.6%. Potential source contribution function (PSCF) modelling showed that the WMGS originated mainly from local emissions. High VOCs appeared surprisingly in clean days, because the WMGS and advanced coal-burning stoves with low particle emission prevailed in heating modes. The recognition of WMGS was achieved by coefficients of correlation and divergence between the positive matrix factorization (PMF) identified factor and field measured profiles of WMGS. This study firstly evidenced that the use of WMGS was becoming a major VOC source in rural north China. Meanwhile, the coal combustion for heating was still serious in rural area despite the “Coal Prohibition” law. The study was expected to provide some novel strategies for further VOC control and air quality improvement in rural area.
在2020年和2021年采暖季(HS)期间,在京津冀地区的一个农村地区进行了一项独特的研究,以评估“煤制气”(CTG)对环境挥发性有机化合物(VOCs)的政策影响。同时分析了壁挂式燃气灶空气和烟气中58种挥发性有机化合物。总VOCs从2020年的38.6µg m -3下降到2021年的32.8µg m -3,表明CTG发挥了积极作用。然而,臭氧形成电位(OFPs)从31.5µg m -3增加到44.9µg m -3。甲苯、偏氯乙烯、乙苯、o, m,对二甲苯、4-甲基-2-戊酮、正丁基苯、反式-1,2-二氯乙烯和1,2,4-三甲苯是OFPs的主要贡献者。卤代烃对∑58 VOCs的贡献最大,2020年和2021年分别为54.8%和54.4%。值得注意的是,持续的CTG使WMGS成为最大的VOC来源,在2020年取代煤炭燃烧(CC)。碳排放贡献率从2020年的33.2%下降到2021年的28.7%,而WMGS则从22.5%大幅上升到35.6%。潜在源贡献函数(PSCF)模型表明,WMGS主要来源于局地排放。由于WMGS和先进的低颗粒排放的燃煤炉在供暖模式中占了上风,因此在晴天出现了高VOCs。利用正矩阵分解(PMF)识别因子与WMGS实测剖面的相关系数和散度系数实现WMGS的识别。该研究首次证明了WMGS的使用正在成为中国北方农村VOC的主要来源。与此同时,尽管有了“禁煤法”,农村地区烧煤取暖的现象依然严重。该研究有望为进一步控制挥发性有机化合物和改善农村空气质量提供一些新的策略。
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引用次数: 0
Estimation of PM10 and PM2.5 Using Backscatter Coefficient of Ceilometer and Machine Learning 基于Ceilometer后向散射系数和机器学习的PM10和PM2.5估算
4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2023-01-01 DOI: 10.4209/aaqr.230033
Bu-Yo Kim, Joo Wan Cha, Yong Hee Lee
Air quality issues, including health and environmental challenges, have recently become more relevant in urban areas with large populations and active industries. Therefore, particulate matter (PM) estimation with high accuracy using various methods is required. In this study, PM 10 and PM 2.5 in Cheongju city, South Korea, were estimated using the attenuated backscatter coefficient of the ceilometer and meteorological observation data from an automatic weather station with supervised machine learning (ML). The backscatter coefficient data were obtained from the vertical layer with the highest correlation with PM 10 and PM 2.5 . The estimation methods utilized were tree, vector, neural, and regularization-based supervised ML. The extreme gradient boosting method yielded the highest PM estimation accuracy. The estimation of PM 10 and PM 2.5 for the test data set was more accurate than that in previous studies that used satellite and ground-based meteorological data (bias = 0.10 µ g m –3 , root mean square error (RMSE) = 14.44 µ g m –3 , and R = 0.92 for PM 10 ; and bias = 0.12 µ g m –3 , RMSE = 7.16 µ g m –3 , and R = 0.91 for PM 2.5 ). Particularly, the correlation coefficient was the highest for the estimation results for strong haze cases (1 km < visibility ≤ 5 km) ( R = 0.95 for PM 10 ; R = 0.89 for PM 2.5 ). Therefore, PM estimation using meteorological observation data can help obtain meteorological and PM information simultaneously, making it useful for air quality monitoring.
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引用次数: 0
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Aerosol and Air Quality Research
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