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Uptake of Per- and Polyfluoroalkyl Substances into Concrete from Aqueous Film-Forming Foams: Experimental Investigations and Comparison to Field-Impacted Samples
IF 9.028 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-03-05 DOI: 10.1021/acs.est.4c12878
David Lutes, Andrew Boyd, Lachlan J. Jekimovs, Brett R. Hamilton, Jochen F. Mueller, Richard Arnseth, Ian Ross, Jinxia Liu
The widespread use of aqueous film-forming foams (AFFFs) in firefighting has led to significant contamination by per- and polyfluoroalkyl substances (PFAS), including in building materials like concrete. This study investigated the initial phase of PFAS contamination in concrete, focusing on factors influencing PFAS retention and penetration. Laboratory experiments assessed the uptake kinetics of PFAS into concrete over one year, revealing that PFAS penetrated beyond surface layers, as confirmed by high-resolution mass spectrometry and desorption electrospray ionization mass spectrometry imaging. PFAS mass loss into the concrete was limited, with 0.99% to 18.5% (mean 6.6%) of initial spiked PFAS being retained. Uptake behaviors were influenced by PFAS chain length and chemistry, concrete surface characteristics, as well as wetting/drying cycles, which accelerated PFAS penetration through the wick effect. Damaged concrete surfaces also showed faster PFAS penetration due to the exposed interfacial transition zones. Field-impacted concrete samples from Canada revealed some similar migration trends with lab-exposed concrete, with shorter-chain PFAS exhibiting greater mobility in the concrete matrix, though notable differences were observed between field and lab samples. These findings highlight the complex dynamics of PFAS contamination in concrete and provide insights into factors affecting PFAS penetration and retention.
{"title":"Uptake of Per- and Polyfluoroalkyl Substances into Concrete from Aqueous Film-Forming Foams: Experimental Investigations and Comparison to Field-Impacted Samples","authors":"David Lutes, Andrew Boyd, Lachlan J. Jekimovs, Brett R. Hamilton, Jochen F. Mueller, Richard Arnseth, Ian Ross, Jinxia Liu","doi":"10.1021/acs.est.4c12878","DOIUrl":"https://doi.org/10.1021/acs.est.4c12878","url":null,"abstract":"The widespread use of aqueous film-forming foams (AFFFs) in firefighting has led to significant contamination by per- and polyfluoroalkyl substances (PFAS), including in building materials like concrete. This study investigated the initial phase of PFAS contamination in concrete, focusing on factors influencing PFAS retention and penetration. Laboratory experiments assessed the uptake kinetics of PFAS into concrete over one year, revealing that PFAS penetrated beyond surface layers, as confirmed by high-resolution mass spectrometry and desorption electrospray ionization mass spectrometry imaging. PFAS mass loss into the concrete was limited, with 0.99% to 18.5% (mean 6.6%) of initial spiked PFAS being retained. Uptake behaviors were influenced by PFAS chain length and chemistry, concrete surface characteristics, as well as wetting/drying cycles, which accelerated PFAS penetration through the wick effect. Damaged concrete surfaces also showed faster PFAS penetration due to the exposed interfacial transition zones. Field-impacted concrete samples from Canada revealed some similar migration trends with lab-exposed concrete, with shorter-chain PFAS exhibiting greater mobility in the concrete matrix, though notable differences were observed between field and lab samples. These findings highlight the complex dynamics of PFAS contamination in concrete and provide insights into factors affecting PFAS penetration and retention.","PeriodicalId":36,"journal":{"name":"环境科学与技术","volume":"52 1","pages":""},"PeriodicalIF":9.028,"publicationDate":"2025-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143546060","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Quantifying the Accuracy, Uncertainty, and Sensitivity of Soil Geochemical Multisurface Models
IF 9.028 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-03-05 DOI: 10.1021/acs.est.4c04812
Wietse Wiersma, Elise van Eynde, Rob N. J. Comans, Jan E. Groenenberg
Geochemical multisurface models and their generic parameters for the solid-solution partitioning and speciation of metals have been used for decades. For soils the collective uncertainty and sensitivity of model parameters and soil-specific reactive surface properties has been insufficiently evaluated. We used statistical tools and data of diverse soils to quantify for Cd, Cu and Zn the uncertainty of model parameters and input values of the nonideal competitive adsorption (NICA)-Donnan model for organic matter (OM) coupled with the generalized two-layer model for metal-oxides. Subsequently, we quantified the uncertainty of speciation predictions and the sensitivity to model parameters and input values. Importantly, we established new generic NICA-Donnan parameters that substantially improved model accuracy, especially for Zn. Uncertainties generally followed Cu < Cd < Zn. With OM being the major binding surface across most soils, the affinity parameters (log Ki) were most influential. Compared to a “best-case” scenario with all relevant soil properties measured, a “simplified” scenario with assumptions about OM fractionation and metal-oxide specific surface area could be employed with a negligible effect on model accuracy and uncertainty. Our study provides a reference work with quantitative measures of model performance, which facilitates broader adoption of mechanistic multisurface models in addressing environmental challenges.
地球化学多表面模型及其通用参数用于金属的固溶分配和标示已有几十年的历史。对于土壤而言,模型参数和土壤特定活性表面特性的总体不确定性和敏感性还没有得到充分评估。我们利用统计工具和不同土壤的数据,对镉、铜和锌的模型参数和输入值的不确定性进行了量化,这些参数和输入值是针对有机物(OM)的非理想竞争吸附(NICA)-Donnan 模型以及针对金属氧化物的广义双层模型的。随后,我们对标本预测的不确定性以及对模型参数和输入值的敏感性进行了量化。重要的是,我们建立了新的 NICA-Donnan 通用参数,大大提高了模型的准确性,尤其是锌的准确性。不确定性一般遵循铜、镉和锌。在大多数土壤中,有机质是主要的结合面,因此亲和力参数(log Ki)的影响最大。与测量了所有相关土壤特性的 "最佳情况 "相比,可以采用 "简化 "情况,即假设 OM 分馏和金属氧化物比表面积,但对模型准确性和不确定性的影响可以忽略不计。我们的研究为量化衡量模型性能提供了参考,有助于更广泛地采用机理多表面模型来应对环境挑战。
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引用次数: 0
Bioaccumulation of Pharmaceutically Active Compounds from Treated Urban Wastewaters in Aquatic Insect Larvae and Aerial Adults
IF 9.028 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-03-05 DOI: 10.1021/acs.est.4c13781
Marek Let, Kateřina Grabicová, Paride Balzani, Martin Musil, Sara Roje, Martin Bláha
The bioaccumulation of 80 pharmaceutically active compounds (PhACs) was examined in larvae, pupae, and (sub)adults of three groups of aquatic insects (caddisflies Oligotricha striata and Limnephilus spp. and mayfly Siphlonurus aestivalis) reared in laboratory conditions, with their larvae exposed to a treated urban wastewater for up to 3 months and fed with uncontaminated food. The probability of PhAC detection (above limits of quantification) in larvae was relatively constant throughout the exposure time, while in adults, it was lower at the beginning with a subsequent increase. The total concentration of detected PhACs was highest in larvae of Limnephilus spp. and lowest in larvae of S. aestivalis, decreasing similarly in the adults of all three species. Significant differences in the composition of PhACs with different levels of changes after emergence were detected between species. Only telmisartan was detected in all species and life stages. Sertraline and its active metabolite norsertraline exhibited significantly higher relative concentrations in caddisfly adults compared to larvae. Apart from the bioconcentration factor, increasing biodegradation half-life was the second-best predictor of increased PhAC concentration in adults compared to larvae. At the same time, log Kow, commonly associated with bioaccumulation, was not found to be a good predictor of this relationship. The present study provides valuable insights into the bioaccumulation patterns and potential transfer of PhACs from aquatic to terrestrial ecosystems.
研究人员对实验室条件下饲养的三类水生昆虫(条纹蝶、蓑羽蝶和蜉蝣)的幼虫、蛹和(亚)成虫体内 80 种药物活性化合物(PhACs)的生物蓄积性进行了研究,这些昆虫的幼虫暴露在经过处理的城市污水中长达 3 个月,并以未受污染的食物喂养。在整个接触过程中,幼虫体内检测到 PhAC 的概率(超过定量限)相对稳定,而成虫体内检测到 PhAC 的概率在开始时较低,随后有所上升。检测到的 PhACs 总浓度在石斑鱼属(Limnephilus spp.)幼虫中最高,在鮨科(S. aestivalis)幼虫中最低,在这三种鱼类的成虫中下降的情况类似。不同物种之间的 PhACs 组成存在显著差异,出水后的变化程度也不同。只有替米沙坦在所有物种和生命阶段都被检测到。与幼虫相比,舍曲林及其活性代谢物诺舍曲林在蝶类成虫体内的相对浓度明显更高。与幼虫相比,除生物富集因子外,生物降解半衰期的延长是预测成虫体内 PhAC 浓度增加的第二好指标。同时,通常与生物累积有关的辛醇/水分配系数对数值并不能很好地预测这种关系。本研究为了解 PhACs 从水生生态系统到陆生生态系统的生物累积模式和潜在转移提供了宝贵的见解。
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引用次数: 0
Novel Approach to Screen Endocrine-Disrupting Chemicals via Endocrine-Enhanced Reduced Human Transcriptome
IF 9.028 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-03-05 DOI: 10.1021/acs.est.4c13159
Tianle Fan, Tianhao Han, Aoran Gu, Jinsha Jin, Qian Cui, Jing Guo, Xiaowei Zhang, Hongxia Yu, Wei Shi
Endocrine-disrupting chemicals (EDCs) can interfere with multiple pathways and trigger different modes of action. Thus, the traditional EDC in vitro screening processes often require a battery of bioassays to cover multiple target pathways. Here we developed an endocrine-enhanced reduced human transcriptome (ERHT) focused on hormone receptor signaling induced by the EDCs regulating specific genes. ERHT was developed based on 1200 prioritized genes covering 110 endocrine-related biological pathways across eight potential adverse outcomes. The ability of this approach to identify EDCs was derived from machine learning of 1068 dose-dependent transcriptome profiles and enhanced by quantifying chemical-induced critical pathway responses, and thus, it demonstrated excellent classification performance (AUC = 0.84 ± 0.03) in internal cross-validation. We ultimately applied this approach to known EDCs and inactive substances to validate the reliability of this approach. Through external validation on 210 chemicals, the extrapolation accuracy exceeded 80%, demonstrating the outstanding practical performance of this approach. Meanwhile, the pathway responses induced by the same chemical were consistent with the experimental results reported by multiple sequencing platforms, highlighting the robustness of this approach. The above results demonstrate that this approach can provide novel insights for EDCs’ high-throughput screening and comprehensive toxic mechanisms through biological pathways.
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引用次数: 0
Tracing Atmospheric Mercury from Artisanal and Small-Scale Gold Mining
IF 9.028 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-03-05 DOI: 10.1021/acs.est.4c10521
Natalie Szponar, Claudia M. Vega, Jacqueline Gerson, David Scott McLagan, Martin Pillaca, Shamir Delgado, Domenica Lee, Nabila Rahman, Luis E. Fernandez, Emily S. Bernhardt, Adam M. Kiefer, Carl P. J. Mitchell, Frank Wania, Bridget A. Bergquist
Artisanal and small-scale gold mining (ASGM) is one of the largest primary sources of mercury (Hg) pollution in the atmosphere globally; however, there is a paucity of atmospheric Hg data in ASGM areas. We measured atmospheric gaseous elemental mercury (GEM) concentrations and stable Hg isotopes at fine spatial resolution in the Madre de Dios region of Peru, where ASGM is a major source of Hg. This study employed new passive air samplers that overcome logistical challenges in measuring atmospheric Hg in remote locations. Regional GEM concentrations were elevated (∼1.3 to 11 ng m–3) compared to the background (<1 ng m–3), with very high GEM levels (∼10 to >5000 ng m–3) associated with mining areas and gold shops. Because ASGM-derived GEM is isotopically distinct, its contribution to regional and local atmospheric Hg was estimated using an isotope mixing model and found to be generally over 70%. We also show that vegetation is taking up ASGM-derived GEM, affecting both the concentrations and isotope compositions of GEM as well as in foliage and litter samples. This supports vegetation uptake as a key removal process of GEM from the atmosphere and therefore a major source of Hg to terrestrial ecosystems and soils, which is heightened in ASGM regions.
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引用次数: 0
Comprehensive Nontargeted Analysis of Drinking Water Supplies to Identify Chemicals Associated with Estrogen Receptor Agonism or Present in Regions of Elevated Breast Cancer Occurrence
IF 9.028 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-03-05 DOI: 10.1021/acs.est.4c12204
Gabrielle P. Black, Berkley N. Anderson, Luann Wong, Christopher P. Alaimo, Guochun He, Michael S. Denison, Deborah H. Bennett, Daniel Tancredi, Blythe Durbin-Johnson, Bruce D. Hammock, Pujeeta Chowdhary, Rainbow Rubin, Thomas M. Young
To explore the hypothesis that differential exposures to estrogen active chemicals may contribute to regional disparities in cancer incidence, a comprehensive targeted and nontargeted analysis was conducted over two seasons (2020) for drinking water samples from 120 households served by 8 public water systems (4 with historically elevated breast cancer incidence) and from 15 brands of retail water. All samples were analyzed using gas and liquid chromatography with high-resolution mass spectrometry and a bioassay for estrogen receptor agonism. Target compounds included disinfection byproducts, per- and polyfluoroalkyl substances (PFAS), trace elements, and compounds selected for their possible relation to breast cancer. Over 7500 GC and LC nontargeted molecular features passed all quality control filters in each sampling season and were prioritized for identification if they were related to measured estrogen receptor agonism or were present at higher levels in areas with high breast cancer incidence (n = 1036). Benzothiazole-2-sulfonic acid, acetyl tributyl citrate, and diphenyl sulfone were among the prioritized and confirmed nontarget compounds. Nine polycyclic aromatic hydrocarbons and two ketone derivatives displayed significant negative correlations with estrogen receptor agonism. Many prioritized compounds remained unidentified, as 84.4% of the LC features and 77.5% of the GC features could not be annotated with high confidence.
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引用次数: 0
Thermal Compensatory Response of Soil Heterotrophic Respiration Following Wildfire
IF 9.028 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-03-05 DOI: 10.1021/acs.est.4c11833
Haojie Shen, Yuqi Zhou, Jiahui Lin, Yu Huang, Zhongmin Dai, Saiqi Zeng, Yong Li, Randy A. Dahlgren, Jianming Xu
Frequent wildfires pose a serious threat to carbon (C) dynamics of forest ecosystems under a warming climate. Yet, how wildfires alter the temperature sensitivity (Q10) of soil heterotrophic respiration (Rh) as a critical parameter determining the C efflux from burned landscapes remains unknown. We conducted a field survey and two confirmatory experiments in two fire-prone regions of China at <1, 3, 6, and 12 months after wildfires (n = 160 soil samples). We found that wildfire generally reduced the Q10 for soil organic and mineral horizons within the first year after wildfire mainly due to substrate depletion, which was confirmed by a uniform inoculation experiment. Mineral protection of organic matter in the mineral horizon rich in iron/aluminum (hydr)oxides and a near-neutral pH in organic horizons of postfire soils further suppressed the Q10. Decreased Q10 persisted in organic horizons even after removing substrate limitation, reflecting the dominance of a thermally adapted, r-strategist microbial community in postfire soils. Moreover, fire-induced low C quality increased Q10, which supported the C quality-temperature hypothesis, but a C-limited condition restricted this stimulatory effect. This study illustrates that a thermal compensatory response of Rh will help maintain C stocks in forest ecosystems after wildfires in a warming world.
{"title":"Thermal Compensatory Response of Soil Heterotrophic Respiration Following Wildfire","authors":"Haojie Shen, Yuqi Zhou, Jiahui Lin, Yu Huang, Zhongmin Dai, Saiqi Zeng, Yong Li, Randy A. Dahlgren, Jianming Xu","doi":"10.1021/acs.est.4c11833","DOIUrl":"https://doi.org/10.1021/acs.est.4c11833","url":null,"abstract":"Frequent wildfires pose a serious threat to carbon (C) dynamics of forest ecosystems under a warming climate. Yet, how wildfires alter the temperature sensitivity (<i>Q</i><sub>10</sub>) of soil heterotrophic respiration (<i>R</i><sub>h</sub>) as a critical parameter determining the C efflux from burned landscapes remains unknown. We conducted a field survey and two confirmatory experiments in two fire-prone regions of China at &lt;1, 3, 6, and 12 months after wildfires (<i>n</i> = 160 soil samples). We found that wildfire generally reduced the <i>Q</i><sub>10</sub> for soil organic and mineral horizons within the first year after wildfire mainly due to substrate depletion, which was confirmed by a uniform inoculation experiment. Mineral protection of organic matter in the mineral horizon rich in iron/aluminum (hydr)oxides and a near-neutral pH in organic horizons of postfire soils further suppressed the <i>Q</i><sub>10</sub>. Decreased <i>Q</i><sub>10</sub> persisted in organic horizons even after removing substrate limitation, reflecting the dominance of a thermally adapted, r-strategist microbial community in postfire soils. Moreover, fire-induced low C quality increased <i>Q</i><sub>10</sub>, which supported the C quality-temperature hypothesis, but a C-limited condition restricted this stimulatory effect. This study illustrates that a thermal compensatory response of <i>R</i><sub>h</sub> will help maintain C stocks in forest ecosystems after wildfires in a warming world.","PeriodicalId":36,"journal":{"name":"环境科学与技术","volume":"11 1","pages":""},"PeriodicalIF":9.028,"publicationDate":"2025-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143560779","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Suspect Screening of Pharmaceuticals and Their Transformation Products (TPs) in Wastewater during COVID-19 Infection Peak: Identification of New TPs and Elevated Risks
IF 9.028 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-03-05 DOI: 10.1021/acs.est.5c00125
Lihua Yu, Yongfeng Lin, Jingjing Li, Chunyan Deng, Rui Zhang, Aifeng Liu, Ling Wang, Yiling Li, Xiaoran Wei, Dawei Lu, Wei Gao, Yuxin Zheng
Pharmaceuticals and their transformation products (TPs) in wastewater are emerging contaminants that pose risks to ecosystems and human health. Here, a typical period marked by the easing of the “zero-COVID” policy in December 2022, resulting in unprecedented infections in China, was chosen to illustrate the environmental impact of pharmaceutical usage during the COVID-19 pandemic. A suspect screening workflow was developed to identify pharmaceuticals and transformation products (TPs) in wastewater influent and effluent from a wastewater treatment plant (WWTP) during the peak and postpeak periods of COVID-19, integrating medication recommendations and TPs’ prediction. A total of 114 pharmaceuticals and TPs were identified (13 TPs were detected for the first time in WWTP) by using liquid chromatography coupled with high-resolution mass spectrometry (LC-HRMS). Wastewater-based epidemiology analysis showed that the most predominant pharmaceuticals were nonsteroidal anti-inflammatory drugs. Interestingly, the consumption of propafenone increased after the infection peak, possibly linked to long COVID-19 symptoms. Risks were further evaluated based on concentration, detection frequency, and PMT (persistence, mobility, and toxicity) properties, revealing that TPs of aminopyrine, acetaminophen, etc. showed even greater ToxPi scores than their parent compounds. This study highlights the elevated risks posed by pharmaceutical discharge during epidemics and the necessity for TPs’ monitoring.
{"title":"Suspect Screening of Pharmaceuticals and Their Transformation Products (TPs) in Wastewater during COVID-19 Infection Peak: Identification of New TPs and Elevated Risks","authors":"Lihua Yu, Yongfeng Lin, Jingjing Li, Chunyan Deng, Rui Zhang, Aifeng Liu, Ling Wang, Yiling Li, Xiaoran Wei, Dawei Lu, Wei Gao, Yuxin Zheng","doi":"10.1021/acs.est.5c00125","DOIUrl":"https://doi.org/10.1021/acs.est.5c00125","url":null,"abstract":"Pharmaceuticals and their transformation products (TPs) in wastewater are emerging contaminants that pose risks to ecosystems and human health. Here, a typical period marked by the easing of the “zero-COVID” policy in December 2022, resulting in unprecedented infections in China, was chosen to illustrate the environmental impact of pharmaceutical usage during the COVID-19 pandemic. A suspect screening workflow was developed to identify pharmaceuticals and transformation products (TPs) in wastewater influent and effluent from a wastewater treatment plant (WWTP) during the peak and postpeak periods of COVID-19, integrating medication recommendations and TPs’ prediction. A total of 114 pharmaceuticals and TPs were identified (13 TPs were detected for the first time in WWTP) by using liquid chromatography coupled with high-resolution mass spectrometry (LC-HRMS). Wastewater-based epidemiology analysis showed that the most predominant pharmaceuticals were nonsteroidal anti-inflammatory drugs. Interestingly, the consumption of propafenone increased after the infection peak, possibly linked to long COVID-19 symptoms. Risks were further evaluated based on concentration, detection frequency, and PMT (persistence, mobility, and toxicity) properties, revealing that TPs of aminopyrine, acetaminophen, etc. showed even greater ToxPi scores than their parent compounds. This study highlights the elevated risks posed by pharmaceutical discharge during epidemics and the necessity for TPs’ monitoring.","PeriodicalId":36,"journal":{"name":"环境科学与技术","volume":"24 1","pages":""},"PeriodicalIF":9.028,"publicationDate":"2025-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143546062","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Microplastics in Bays along the Central Texas Coast
IF 9.028 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-03-05 DOI: 10.1021/acs.est.4c12622
William S. Bailey, Cornel Olariu, David Mohrig
Estuarine and bay environments, which can act as sediment traps along the inner parts of continental shelves, may host significant depositional hotspots for plastic debris. This research targets Texas coastal bays (Matagorda and San Antonio), to better understand microplastic contamination in sediments and provide insight into the processes controlling its distribution. Microplastic extraction and quantification methods employed include sediment sieving, elutriation, microscopy, and spectroscopy. This study found low concentrations (ca. 10s–100s particles kilogram–1 sediment or 20–200 × 104 items meter–3 wet sediment) and negligible correlations between analyzed deposit constituents (R2 for grain size = −0.14 to 0.12, organic content = 0.08, water depth = −0.11, distance to shore = −0.14). The highly dynamic role of wind-driven mixing and openness to the Gulf of Mexico leads to the high flushing rate of sediment and microplastics out of the bays. Larger microplastic particles (fragments: 178 ± 93 μm, fibers: 0.5 to 2.0 mm) were consistently deposited with finer sediments, indicating high transportability. Microplastic resuspension into bay waters has significant implications for limiting microplastic accumulation within bay sediments. This work provides a baseline for future studies quantifying the roles of wind and residence time on microplastics in coastal environments.
河口和海湾环境可作为大陆架内部的沉积物捕集区,可能是塑料碎片的重要沉积热点。这项研究以得克萨斯州沿海海湾(马塔戈达和圣安东尼奥)为目标,旨在更好地了解沉积物中的微塑料污染情况,并深入了解控制其分布的过程。采用的微塑料提取和定量方法包括沉积物筛分法、洗脱法、显微镜法和光谱法。这项研究发现,微塑料在沉积物中的浓度很低(约为 10s-100s 粒子千克-1 沉积物或 20-200 × 104 个项目米-3 湿沉积物),而且分析沉积物成分之间的相关性微乎其微(粒度的 R2 = -0.14 至 0.12,有机物含量 = 0.08,水深 = -0.11,离岸距离 = -0.14)。风力驱动的高度动态混合作用和墨西哥湾的开放性导致沉积物和微塑料大量冲出海湾。较大的微塑料颗粒(碎片:178 ± 93 μm,纤维:0.5 至 2.0 mm)始终与较细的沉积物一起沉积,表明其具有较高的可迁移性。微塑料重新悬浮到海湾水域对限制微塑料在海湾沉积物中的积累具有重要意义。这项研究为今后量化沿海环境中风和停留时间对微塑料的作用提供了基础。
{"title":"Microplastics in Bays along the Central Texas Coast","authors":"William S. Bailey, Cornel Olariu, David Mohrig","doi":"10.1021/acs.est.4c12622","DOIUrl":"https://doi.org/10.1021/acs.est.4c12622","url":null,"abstract":"Estuarine and bay environments, which can act as sediment traps along the inner parts of continental shelves, may host significant depositional hotspots for plastic debris. This research targets Texas coastal bays (Matagorda and San Antonio), to better understand microplastic contamination in sediments and provide insight into the processes controlling its distribution. Microplastic extraction and quantification methods employed include sediment sieving, elutriation, microscopy, and spectroscopy. This study found low concentrations (ca. 10s–100s particles kilogram<sup>–1</sup> sediment or 20–200 × 10<sup>4</sup> items meter<sup>–3</sup> wet sediment) and negligible correlations between analyzed deposit constituents (<i>R</i><sup>2</sup> for grain size = −0.14 to 0.12, organic content = 0.08, water depth = −0.11, distance to shore = −0.14). The highly dynamic role of wind-driven mixing and openness to the Gulf of Mexico leads to the high flushing rate of sediment and microplastics out of the bays. Larger microplastic particles (fragments: 178 ± 93 μm, fibers: 0.5 to 2.0 mm) were consistently deposited with finer sediments, indicating high transportability. Microplastic resuspension into bay waters has significant implications for limiting microplastic accumulation within bay sediments. This work provides a baseline for future studies quantifying the roles of wind and residence time on microplastics in coastal environments.","PeriodicalId":36,"journal":{"name":"环境科学与技术","volume":"30 1","pages":""},"PeriodicalIF":9.028,"publicationDate":"2025-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143560780","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Predicting Membrane Fouling of Submerged Membrane Bioreactor Wastewater Treatment Plants Using Machine Learning
IF 9.028 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-03-05 DOI: 10.1021/acs.est.4c12835
Yunyi Zhu, Yuan Wang, Elisabeth Zhu, Zeyu Ma, Hanchen Wang, Chunsheng Chen, Jing Guan, T. David Waite
Membrane fouling remains a significant challenge in the operation of membrane bioreactors (MBRs). Plant operators rely heavily on observations of filtration performance from noisy sensor data to assess membrane fouling conditions and lab-based protocols for plant maintenance, often leading to inaccurate estimations of future performance and delayed membrane cleaning. This challenge is further compounded by the difficulty in integrating existing complex mechanistic models with the Internet of Things (IoT) systems of wastewater treatment plants (WWTPs). By harnessing data obtained from WWTPs, along with innovative data denoising and model training strategies, we developed a machine learning application (MBR-Net) that is capable of forecasting membrane fouling, as indicated by permeability, for a full-scale submerged MBR plant in real time. We show that the trained model can effectively predict one-day-ahead changes in irreversible fouling under different desired fluxes, cleaning conditions and feedwater conditions (with MAPE < 6.45%, MAE < 3.71 LMH bar–1, and R2 > 0.87 on two independent testing sets). Although data availability presented certain limitations in the model development process, the current results demonstrate the significant value of machine learning in membrane fouling predictions and in providing decision support for fouling mitigation strategies in full-scale WWTPs.
{"title":"Predicting Membrane Fouling of Submerged Membrane Bioreactor Wastewater Treatment Plants Using Machine Learning","authors":"Yunyi Zhu, Yuan Wang, Elisabeth Zhu, Zeyu Ma, Hanchen Wang, Chunsheng Chen, Jing Guan, T. David Waite","doi":"10.1021/acs.est.4c12835","DOIUrl":"https://doi.org/10.1021/acs.est.4c12835","url":null,"abstract":"Membrane fouling remains a significant challenge in the operation of membrane bioreactors (MBRs). Plant operators rely heavily on observations of filtration performance from noisy sensor data to assess membrane fouling conditions and lab-based protocols for plant maintenance, often leading to inaccurate estimations of future performance and delayed membrane cleaning. This challenge is further compounded by the difficulty in integrating existing complex mechanistic models with the Internet of Things (IoT) systems of wastewater treatment plants (WWTPs). By harnessing data obtained from WWTPs, along with innovative data denoising and model training strategies, we developed a machine learning application (MBR-Net) that is capable of forecasting membrane fouling, as indicated by permeability, for a full-scale submerged MBR plant in real time. We show that the trained model can effectively predict one-day-ahead changes in irreversible fouling under different desired fluxes, cleaning conditions and feedwater conditions (with MAPE &lt; 6.45%, MAE &lt; 3.71 LMH bar<sup>–1</sup>, and <i>R</i><sup>2</sup> &gt; 0.87 on two independent testing sets). Although data availability presented certain limitations in the model development process, the current results demonstrate the significant value of machine learning in membrane fouling predictions and in providing decision support for fouling mitigation strategies in full-scale WWTPs.","PeriodicalId":36,"journal":{"name":"环境科学与技术","volume":"47 1","pages":""},"PeriodicalIF":9.028,"publicationDate":"2025-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143560781","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
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