Temporal variations

时间变化
  • 文章类型: Journal Article
    采样的时间和位置以及每个季节的样品数量会影响对沐浴水质的可靠评估。在这项研究中,我们调查了粪便指示细菌(FIB)密度的时空变化以及FIB变异性和采样频率对单个样品评估以及沿海沐浴水质年度和最终评估的影响。在以前曾观察到水质波动的地点,将样本数量从每个沐浴季节的10个增加到20个,对沐浴水质评估产生重大影响,导致水质在36%的年度评估和54%的最终评估中变化到较低的类别,建议在这些地点增加每个季节的最小样本数量。在更长的时间内,增加被评估为优秀的站点的样本数量对水质评估没有影响。在单个样本评估以及年度和最终评估中,FIB密度的时空变化在相当多的地点都很明显。在四分之一的分析地点,沐浴水质在空间上不具有代表性,在五分之一的地点在时间上不具有代表性,因为至少还有一个洗澡水水质低于官方采样点,或者下午洗澡水水质低于早上。在修订现行康乐水质条例时,需要认真考虑FIB密度的采样频率和时空变化对污染场所沐浴水质评估相关性的影响。
    The time and location of sampling as well as the number of samples per season can influence a reliable assessment of bathing water quality. In this study, we investigated the spatio-temporal variation of fecal indicator bacteria (FIB) density and the effects of FIB variability and sampling frequency on the assessment of a single sample and the annual and final assessment of coastal bathing water quality. Increasing the number of samples from 10 to 20 per bathing season had a significant impact on bathing water quality assessment at sites where water quality fluctuations had previously been observed, resulting in a change in water quality to a lower category in 36 % of annual and 54 % of final assessments, suggesting that the minimum number of samples per season should be increased at such sites. Increasing the number of samples at sites assessed as excellent over a longer period had no impact on water quality assessment. Spatial and temporal variations in FIB density were significant at a considerable number of sites both in the single sample assessment and in the annual and final assessment. Bathing water quality was spatially unrepresentative at a quarter of the sites analyzed and temporally unrepresentative at a fifth, as there was at least one additional point with a lower bathing water quality than the official sampling point or the bathing water quality was lower in the afternoon than in the morning. When revising the current recreational water quality regulations, the impact of sampling frequency of and of spatio-temporal variation of FIB density on the relevance of bathing water quality assessment at sites subjected to pollution needs to be seriously considered.
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  • 文章类型: English Abstract
    采集北京2018年、2019年和2021年的大气降水样品,研究主要金属元素和水溶性离子的浓度和变化;重金属的湿沉降通量,水溶性离子,溶解的无机氮,大气降水中的硫及其对生态环境的影响;以及研究期间典型降水对大气污染物的清除机制。结果表明,研究期间北京地区降水以中性或碱性为主,酸雨发生的频率非常低,仅占3.06%。2018年、2019年和2021年主要金属元素总浓度分别为(4787.46±4704.31),(7663.07±8395.05),分别为(2629.13±2369.51)μg·L-1。2018年、2019年和2021年的离子总当量浓度分别为(851.68±649.16),(973.98±850.94),和(644.31±531.16)μeq·L-1。主要金属元素和离子的年际变化遵循2019年的顺序;2018年&2021年。春季主要金属元素的季节平均总浓度,夏天,秋天,和冬季(9624.25±7327.92),(4088.67±5710.14),(3357.68±3995.64),和(6203.19±3857.43)μg·L-1,和春季离子的季节性平均总当量浓度,夏天,秋天,冬季为(1014.71±512.21),(729.83±589.90),(724.35±681.40),和(1014.03±359.67)μeq·L-1,都呈现了春天>冬天>夏天>秋天的顺序。NO3-和SO42-是沉淀中的主要酸离子,而NH4+和Ca2+是主要的酸中和离子。重金属Cd的湿沉降通量很低[(0.05±0.01)mg·(m2·a)-1]。仅占主要金属元素湿沉积通量总量的(0.13±0.04)%;它的土壤安全年是291年,显著低于其他重金属,显示其生态风险相对最高。水溶性离子NH4+的总湿沉淀通量,Ca2+,NO3-,SO42-占总离子湿沉淀通量的(85.72±2.18)%,这表明它们对生态环境的综合影响可能更高。DIN湿沉积通量主要表征为NH4+-N,对夏季生态环境产生了积极影响。夏季SO42--S湿沉积通量较高,因此其对生态环境的积极影响也更大。大气降水对大气中污染物的清除作用受到各种因素的影响,这些因素的协同作用可直接影响降水对污染物的清除机制。
    Atmospheric precipitation samples were collected in 2018, 2019, and 2021 in Beijing to study the concentrations and changes of the main metal elements and water-soluble ions; the wet deposition fluxes of heavy metals, water-soluble ions, dissolved inorganic nitrogen, and sulfur in the atmospheric precipitation and their impacts on the ecological environment; and the scavenging mechanisms of the typical precipitation to atmospheric pollutants during the study period. The results showed that the precipitation in Beijing during the study period was mostly neutral or alkaline, and the frequency of acid rain occurrence was very low, only accounting for 3.06%. The total concentrations of major metal elements in 2018, 2019, and 2021 were (4 787.46 ±4 704.31), (7 663.07 ±8 395.05), and (2 629.13 ±2 369.51) μg·L-1, respectively. The total equivalent concentrations of ions in 2018, 2019, and 2021 were (851.68 ±649.16), (973.98 ±850.94), and (644.31 ±531.16) μeq·L-1, respectively. The interannual changes in major metal elements and ions followed the order of 2019 > 2018 > 2021. The seasonal average total concentrations of major metal elements in spring, summer, autumn, and winter were (9 624.25 ±7 327.92), (4 088.67 ±5 710.14), (3 357.68 ±3 995.64), and (6 203.19 ±3 857.43) μg·L-1, respectively, and the seasonal average total equivalent concentrations of ions in spring, summer, autumn, and winter were (1 014.71 ±512.21), (729.83 ±589.90), (724.35 ±681.40), and (1 014.03 ±359.67) μeq·L-1, respectively, all presenting the order of spring > winter > summer > autumn. NO3- and SO42- were the main acid-causing ions in precipitation, whereas NH4+ and Ca2+ were the main acid-neutralizing ions. The wet deposition fluxes of the heavy metal Cd were very low [(0.05 ±0.01) mg·(m2·a)-1], only accounting for (0.13 ±0.04)% of the total wet deposition fluxes of main metal elements; however, its soil safety years were 291 years, significantly lower than those of other heavy metals, displaying that its ecological risk was relatively the highest. The total wet precipitation flux of water-soluble ions NH4+, Ca2+, NO3-, and SO42- accounted for (85.72 ±2.18)% of the wet precipitation flux of total ions, suggesting that their comprehensive impact on the ecological environment might have been higher. DIN wet deposition flux was mainly characterized by NH4+-N, which had a positive impact on the ecological environment in summer. SO42--S wet deposition flux was higher in summer, so its positive impact on the ecological environment was also greater. The scavenging effects of atmospheric precipitations to pollutants from the air were impacted by various factors, and the synergism effects of these factors could directly influence the scavenging mechanisms of precipitation to pollutants.
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  • 文章类型: Journal Article
    在海洋环境中,对许多分类群来说,生物多样性的知识仍然不完整,要求进行评估以了解和监测生物多样性的丧失。环境DNA(eDNA)元转录编码是监测海洋生物多样性的有力工具,因为它可以在单个样品中同时表征多个分类单元。然而,环境DNA元编码产生的数据通常不容易重用。为eDNA衍生数据实施FAIR原则和标准可以促进科学界的数据共享。
    这项研究的重点是在瓜德罗普岛的背风海岸使用eDNA元编码检测海洋脊椎动物的生物多样性,法属西印度群岛的海洋生物多样性热点。此处使用DarwinCore标准与MIMARKS标准相结合来共享事件和DNA衍生数据。
    UNASSIGNED: In the marine environment, knowledge of biodiversity remains incomplete for many taxa, requiring assessments to understand and monitor biodiversity loss. Environmental DNA (eDNA) metabarcoding is a powerful tool for monitoring marine biodiversity, as it enables several taxa to be characterised simultaneously in a single sample. However, the data generated by environmental DNA metabarcoding are often not easily reusable. Implementing FAIR principles and standards for eDNA-derived data can facilitate data-sharing within the scientific community.
    UNASSIGNED: This study focuses on the detection of marine vertebrate biodiversity using eDNA metabarcoding on the leeward coast of Guadeloupe, a known hotspot for marine biodiversity in the French West Indies. Occurrences and DNA-derived data are shared here using DarwinCore standards combined with MIMARKS standards.
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  • 文章类型: Journal Article
    尽管人们越来越关注水产养殖环境,对水质的重要性仍然缺乏了解。为了解决这个知识差距,这项研究利用16SrRNA和18SrRNA的高通量测序,通过长期观察,检查了沿海水域不同月份的微生物群落(细菌和真核生物)。目的是探索微生物群落中的相互作用模式,并鉴定潜在的病原菌和赤潮生物。结果表明,在组成上存在显著差异,多样性,以及不同月份细菌和真核生物操作分类单位(OTU)的丰富度。主坐标分析(PCoA)显示了细菌和真核生物群落的不同时间变化,四组之间存在显着差异(P=0.001):F(1月至4月),M(五月),S(6月至9月),和T(10月至12月)。此外,微生物群落和月份之间有很强的关联,大多数OTU显示出明显的时间偏好。Kruskal-Wallis检验(P<0.05)表明,优势细菌和真核生物类群在月份之间存在显着差异。每个群体都表现出独特的显性分类群,包括潜在的致病菌和赤潮生物。这些发现强调了监测水产养殖中潜在有害微生物变化的重要性。网络分析强调了细菌和真核生物之间的正相关,细菌在网络相互作用中起着关键作用。与其他微生物相关的关键细菌属在不同组之间存在显着差异(P<0.05)。总之,这项研究加深了对水产养殖水质的理解,并为保持健康的水产养殖实践提供了有价值的见解。关键点:•细菌和真核生物群落显示出不同的时间变化。•不同月份表现出独特的潜在致病菌和赤潮生物。•细菌是涉及微生物网络相互作用的关键分类群。
    Despite increased attention to the aquaculture environment, there is still a lack of understanding regarding the significance of water quality. To address this knowledge gap, this study utilized high-throughput sequencing of 16S rRNA and 18S rRNA to examine microbial communities (bacteria and eukaryotes) in coastal water over different months through long-term observations. The goal was to explore interaction patterns in the microbial community and identify potential pathogenic bacteria and red tide organisms. The results revealed significant differences in composition, diversity, and richness of bacterial and eukaryotic operational taxonomic units (OTUs) across various months. Principal coordinate analysis (PCoA) demonstrated distinct temporal variations in bacterial and eukaryotic communities, with significant differences (P = 0.001) among four groups: F (January-April), M (May), S (June-September), and T (October-December). Moreover, a strong association was observed between microbial communities and months, with most OTUs showing a distinct temporal preference. The Kruskal-Wallis test (P < 0.05) indicated significant differences in dominant bacterial and eukaryotic taxa among months, with each group exhibiting unique dominant taxa, including potential pathogenic bacteria and red tide organisms. These findings emphasize the importance of monitoring changes in potentially harmful microorganisms in aquaculture. Network analysis highlighted positive correlations between bacteria and eukaryotes, with bacteria playing a key role in network interactions. The key bacterial genera associated with other microorganisms varied significantly (P < 0.05) across different groups. In summary, this study deepens the understanding of aquaculture water quality and offers valuable insights for maintaining healthy aquaculture practices. KEY POINTS: • Bacterial and eukaryotic communities displayed distinct temporal variations. • Different months exhibited unique potential pathogenic bacteria and red tide organisms. • Bacteria are key taxonomic taxa involved in microbial network interactions.
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  • 文章类型: Journal Article
    泥炭地被认为是重要的温室气体源和汇,并得到了广泛的研究。当使用通量室在现场测量时,它们的排放表现出很高的空间异质性。然而,这种空间变异性在非常精细的尺度上表现的机制尚不清楚。这项研究调查了南极泥炭藓泥炭沼泽温室气体排放的精细尺度空间变化。使用最近开发的裙室,甲烷排放和生态系统呼吸(作为二氧化碳)以亚米尺度分辨率测量,在五个特定的3×3m地块上,在澳大利亚夏季的一次活动中,对整个站点进行了检查。结果表明,与生态系统呼吸相比,甲烷通量的均匀分布明显较少。此外,我们确定了空间变化尺度,即,甲烷排放和生态系统呼吸发生显著变化的最小空间域,<0.56m2。分析了相对于地下水位的地面高度和植被覆盖率等因素。观察到,麦哲伦四钙与较高的甲烷通量显着相关,可能是由于该物种的共生性,促进天然气运输。这项研究增进了对泥炭地气体交换模式的理解,但也强调需要进一步努力以非常精细的尺度表征空间动态,以进行精确的温室气体预算评估。
    Peatlands are recognized as crucial greenhouse gas sources and sinks and have been extensively studied. Their emissions exhibit high spatial heterogeneity when measured on site using flux chambers. However, the mechanism by which this spatial variability behaves on a very fine scale remains unclear. This study investigates the fine-scale spatial variability of greenhouse gas emissions from a subantarctic Sphagnum peatland bog. Using a recently developed skirt chamber, methane emissions and ecosystem respiration (as carbon dioxide) were measured at a submeter scale resolution, at five specific 3 × 3 m plots, which were examined across the site throughout a single campaign during the Austral summer season. The results indicated that methane fluxes were significantly less homogeneously distributed compared with ecosystem respiration. Furthermore, we established that the spatial variation scale, i.e., the minimum spatial domain over which notable changes in methane emissions and ecosystem respiration occur, was <0.56 m2. Factors such as ground height relative to the water table and vegetation coverage were analyzed. It was observed that Tetroncium magellanicum exhibited a notable correlation with higher methane fluxes, likely because of the aerenchymatous nature of this species, facilitating gas transport. This study advances understanding of gas exchange patterns in peatlands but also emphasizes the need for further efforts for characterizing spatial dynamics at a very fine scale for precise greenhouse gas budget assessment.
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  • 文章类型: Journal Article
    该地区土著的小溪和支流的重要作用对于振兴和恢复主要河流系统至关重要。本研究揭示了希普拉河浮游生物群落与环境变量之间的关系,北阿坎德邦科西河的喜马拉雅中部支流,印度。浮游生物分布,丰度,在四个位置进行了调查:上游(S1和S2)和下游(S3和S4)。已鉴定出48属浮游植物和浮游动物属于十类(芽孢杆菌科,叶绿素科,Zygnematophyceae,蓝藻科,裸藻科,原生动物,轮虫,co足类,Cladocera,和昆虫)基于发现。冬季以浮游植物为主(Naviculaspp。,Nitzchiaspp.,硅藻属。);浮游动物的夏季和季风(水蚤属。,独眼巨人。,角化菌属。,Brachionusspp.).使用多样性指数(Shannon-Weiner指数(H),辛普森多样性指数(1-D),和均匀度指数(E))。水温的季节性变化,比电导率,总溶解固体,溶解氧,硝酸盐,发现铵离子具有统计学意义(p<0.05)。规范对应分析,K优势图,聚类分析,和NMDS分析表明,在未开发的喜马拉雅支流中,浮游生物群落的动态性质具有季节性生理化学变化。浮游生物群落在物理化学因素的影响下表现出明显的时间波动。
    The essential role of smaller streams and tributaries indigenous to the area is crucial in revitalizing and restoring the main river system. The present study unraveled the relationship between plankton communities and environmental variables in the Shipra River, a Central Himalayan tributary of the Kosi River in Uttarakhand, India. Plankton distribution, abundance, and presence were investigated at four locations: upstream (S1 and S2) and downstream (S3 and S4). Forty-eight genera of phytoplankton and zooplankton have been identified belonging to ten classes (Bacillariophyceae, Chlorophyceae, Zygnematophyceae, Cyanophyceae, Euglenopyceae, Protozoa, Rotifers, Copepoda, Cladocera, and Insecta) based on the findings. Winter was dominated by phytoplankton (Navicula spp., Nitzchia spp., Diatom spp.); summer and monsoon by zooplankton (Daphnia spp., Cyclops spp., Keratella spp., Brachionus spp.). Plankton communities of the tributary were assessed using diversity indices (Shannon-Weiner\'s index (H), Simpson\'s diversity index (1-D), and Evenness Index (E)). Seasonal variations in water temperature, specific conductivity, total dissolved solids, dissolved oxygen, nitrate, and ammonium ions were found to be statistically significant (p<0.05). Canonical Correspondence Analysis, K-dominance plots, cluster analysis, and NMDS analysis showed the dynamic nature of the plankton communities with seasonal physiochemical variations in the unexplored Himalayan tributary. The plankton communities exhibited significant temporal fluctuations with physicochemical factors.
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  • 文章类型: Journal Article
    背景技术噪声污染是一个新兴的全球性问题,可影响人们的福祉和身心健康。在印度,6%的人有听力损失,长时间接触会导致不可逆的噪声引起的听力损失。目的评估选定住宅的噪音水平,商业,工业,沉默区,交通路口,和城市Puducherry中的相关噪声指数,并将其与中央污染控制委员会(CPCB)标准进行比较。方法基于2015年城市Puducherry研究地点,采用声级计进行横断面噪声调查,用CPCB标准规定的限值分析结果,并计算了各种噪声指数。结果在城市Puducherry,显示安静区的噪音水平比工业更危险,住宅,商业,和交通路口。在调查的36个地点中,33个地点高于CPCB规定的白天限制。结论城市Puducherry选定地点的噪声评估表明,约92%的研究地点远高于CPCB的白天标准,强调迫切需要控制噪音水平。研究结果表明,研究地点的噪音增加可能是由于车辆和运输系统数量的增加。
    Background Noise pollution is an emerging global problem that can affect people\'s well-being and mental and physical health. In India, six percent of people suffer hearing loss, and prolonged exposure leads to irreversible noise-induced hearing loss. Objective To assess the noise levels at selected residential, commercial, industrial, silence zones, traffic junctions, and related noise indices in urban Puducherry and compare them with Central Pollution Control Board (CPCB) standards. Methods The study was conducted using a cross-sectional noise survey based on the 2015 study sites in urban Puducherry using a sound level meter, analyzed the results with limits set by the CPCB standards, and calculated the various noise indices. Results In urban Puducherry, the noise level showing silence zones is more hazardous than industrial, residential, commercial, and traffic junctions. Out of the 36 sites surveyed, 33 locations are above the prescribed daytime limit by CPCB. Conclusions The noise assessment at selected sites in urban Puducherry shows that around 92% of study sites are well above the daytime standards of CPCB, highlighting an urgent need to curb noise levels. The findings revealed that increased noise at study sites could be due to the increased number of vehicles and transportation systems.
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  • 文章类型: Journal Article
    云层中抗生素抗性基因(ARGs)的最新表征证明,大气积极参与了全球抗生素抗性的全球传播。的确,室外大气不断接收大量生物来源的颗粒,从近地地表的人为或自然来源发出。尽管如此,我们对大气耐药性组成的理解,特别是在中等高度(即高于1000ma.s.l.),仍然很大程度上有限。大气是巨大的,高度动态的,因此,预计ARGs的多样性和丰度在空间和时间上都会波动。在这项工作中,在2016年7月至2017年8月之间每周在puydeDóme山区收集的大气气溶胶样品中评估了ARGs的丰度和多样性(1465ma.s.l.,法国中部)。我们的结果证明大气气溶胶中存在33种不同的ARGs亚型,在评估的34个中,其总浓度在59至1.1×105份m-3的空气中季节性波动。这些主要由喹诺酮耐药家族的基因主导,特别是qepA基因编码外排泵机制,代表>95%的总ARGs浓度。它的丰度与科球菌属细菌的丰度呈正相关,新根瘤菌,Devosia或Massilia,在土壤中无处不在。这个,伴随着大量的鞘氨醇单胞菌,指向天然来源对空中ARG的贡献很大。尽管如此,冬季大环内酯抗性(特别是erm35基因)的贡献增加表明人类活动中ARG的零星扩散。我们的观测将大气描述为来自陆地来源的ARG的重要矢量。因此,监测空气中微生物中的ARGs似乎有必要充分了解环境中抗菌药物耐药性的动态并减轻它们可能代表的威胁。
    The recent characterization of antibiotic resistance genes (ARGs) in clouds evidenced that the atmosphere actively partakes in the global spreading of antibiotic resistance worldwide. Indeed, the outdoor atmosphere continuously receives large quantities of particles of biological origins, emitted from both anthropogenic or natural sources at the near Earth\'s surface. Nonetheless, our understanding of the composition of the atmospheric resistome, especially at mid-altitude (i.e. above 1000 m a.s.l.), remains largely limited. The atmosphere is vast and highly dynamic, so that the diversity and abundance of ARGs are expected to fluctuate both spatially and temporally. In this work, the abundance and diversity of ARGs were assessed in atmospheric aerosol samples collected weekly between July 2016 and August 2017 at the mountain site of puy de Dôme (1465 m a.s.l., central France). Our results evidence the presence of 33 different subtypes of ARGs in atmospheric aerosols, out of 34 assessed, whose total concentration fluctuated seasonally from 59 to 1.1 × 105 copies m-3 of air. These were heavily dominated by genes from the quinolone resistance family, notably the qepA gene encoding efflux pump mechanisms, which represented >95 % of total ARGs concentration. Its abundance positively correlated with that of bacteria affiliated with the genera Kineococcus, Neorhizobium, Devosia or Massilia, ubiquitous in soils. This, along with the high abundance of Sphingomonas species, points toward a large contribution of natural sources to the airborne ARGs. Nonetheless, the increased contribution of macrolide resistance (notably the erm35 gene) during winter suggests a sporadic diffusion of ARGs from human activities. Our observations depict the atmosphere as an important vector of ARGs from terrestrial sources. Therefore, monitoring ARGs in airborne microorganisms appears necessary to fully understand the dynamics of antimicrobial resistances in the environment and mitigate the threats they may represent.
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  • 文章类型: Journal Article
    城市河流是全球海洋中陆源微塑料的主要管道,然而,人们对降雨(和径流)事件期间河流排放的实时动态知之甚少。在这里,我们报告了在三个降雨事件(即,光,中度,和大雨)。MPs的事件平均浓度(EMC)为35,000个项目/m3,929,000个项目/m3和331,000个项目/m3;相应的总负载为0.5kg,19.8kg,和35.0公斤的光,中雨和大雨,分别。MP的事件间总负荷与总降雨量有很好的相关性,而浓度与之前的干燥天数有关。动态趋势表明,<2000μmMPs在轻度至中度降雨事件(>50%的质量排放,初始流量为20-40%)期间表现出首次冲洗效应。小型MP(10-40μm)在较低的降雨强度下迅速动员,而超过2000μm的MP在峰值降雨强度后立即排放。此外,<70μmMP描绘了由于湍流条件使沉积的MP恢复为悬浮液而导致的暴雨事件后的激增。总的来说,这三个事件增加了4-110倍的负荷,与干燥天气下的浓度相比,EMC增加了10-350倍,同时描绘了对300-1000μmMPs的显着影响。MP的动力学与河水中悬浮固体的动力学相关,其特征与日本采样的道路灰尘相当。尽管河水中MP和MPF之间的动态趋势具有可比性,MPF受降雨影响相对较小,可能是由于研究区域单独下水道系统的干预。
    Urban rivers represent the major conduits for land-sourced microplastics in the global oceans, yet the real-time dynamics of their emissions in rivers during rainfall (and runoff) events are poorly understood. Herein, we report the results of high-frequency sampling of microplastic particles (MPs) and fibers (MPFs) in the surface water of an urban river in Japan over the course of three rainfall events (i.e., light, moderate, and heavy rainfalls). The event mean concentrations (EMCs) of MPs amounted to 35,000 items/m3, 929,000 items/m3, and 331,000 items/m3; and the corresponding total loads were 0.5 kg, 19.8 kg, and 35.0 kg for light, moderate and heavy rainfalls, respectively. The inter-event total loads of MPs correlate well with the total rainfall, while the concentrations were linked with the number of antecedent dry days. The dynamic trends show that <2000 μm MPs displayed first flush effects during light to moderate rainfall events (>50% mass discharged with the initial 20-40% of flow). Small-sized MPs (10-40 μm) mobilized rapidly at lower rainfall intensities, whereas MPs over 2000 μm discharged immediately after the peak rainfall intensity. Moreover, <70 μm MPs depicted a surge following heavy rainfall events due to turbulent flow conditions reverting the deposited MPs into suspension. Overall, the three events increased the loads by 4-110 folds, and EMCs by 10-350 folds compared to the concentrations during dry weather while portraying a significant impact on 300-1000 μm MPs. The dynamics of MPs were correlated with those of suspended solids in river water, and the characteristics were comparable to the same of road dust sampled in Japan. Although the dynamic trends between MPs and MPFs in river water were comparable, MPFs were relatively less impacted by rain, likely due to the intervention of separate sewer systems in the study area.
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  • 文章类型: English Abstract
    基于2014-2017年中国所有空气质量监测站的PM1质量浓度数据,采用时间序列统计和空间层次聚类方法,研究了PM1浓度的时空分布特征。并揭示了PM1的时空演化特征。结合MODIS遥感卫星的AOD数据,在精细尺度上分析了PM1-AOD相关性的时空变化。结果表明,从2014年到2017年,中国的年均PM1浓度逐年下降,季节性PM1浓度呈现“冬高夏低”的特征,月平均PM1浓度呈“U”型变化。在假期前后,呈现了“M”形的PM1变化模式。每周变化表明,高PM1值发生在星期一和星期五,低的发生在周日。基于空间聚类方法,全国PM1年平均浓度分为七类,总体空间分布格局为“东高西低,北高南低”。“平均PM1浓度的最高值和最低值出现在中国中部(54.59μg·m-3)和新疆-青海-西藏(11.37μg·m-3),分别。PM1-AOD关系整体呈正相关,华中地区相关系数最高为0.55,中国中部和南部的最低值为0.36。
    Based on the PM1 mass concentration data from all the air quality monitoring stations in China from 2014 to 2017, the temporal and spatial distribution characteristics of PM1 concentration were studied using the time series statistical and spatial hierarchical clustering methods, and the PM1 spatiotemporal evolution characteristics were revealed. Combined with AOD data of the MODIS remote-sensing satellite, the temporal and spatial variation in PM1-AOD correlation was analyzed on a fine scale. The results showed that, from 2014 to 2017, the annual average PM1 concentration in China decreased yearly, the seasonal PM1 concentration showed the characteristics of \"high in winter and low in summer,\" and the monthly average PM1 concentration showed a \"U\"-shaped variation. An \"M\"-shaped PM1 variation pattern was presented before and after the holidays. Weekly variation showed that high PM1 values occurred on Mondays and Fridays, and low ones occurred on Sundays. Based on the spatial clustering method, the national average annual PM1 concentration in China was divided into seven categories, and the overall spatial distribution pattern was \"high in the east and low in the west and high in the north and low in the south.\" The highest and the lowest values of average PM1 concentration occurred in central China(54.59 μg·m-3) and in Xinjiang-Qinghai-Xizang(11.37 μg·m-3), respectively. The PM1-AOD relationship was positively correlated as a whole, the highest correlation coefficient was 0.55 in central China, and the lowest value was 0.36 in central and southern China.
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