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Temporal trends in AQI and precursor pollutants: a long-term case study of Noida. 空气质量指数和前驱污染物的时间趋势:诺伊达的长期案例研究。
IF 2.1 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-01-01 Epub Date: 2026-01-05 DOI: 10.1080/10934529.2025.2609042
M P Raju, Laxmi Kant Bhardwaj, A K Srivastava

This study analyses the long-term variations in air quality at Amity University, Noida, Uttar Pradesh, India, from May 2017 to December 2024, focusing on the monthly mean Air Quality Index (AQI) and its key precursors. The specific objectives of the study are to: (i) characterize temporal trends in AQI; (ii) identify dominant pollutant drivers influencing seasonal air quality; and (iii) evaluate the relative contributions of anthropogenic and meteorological factors to observed variations. The average AQI during the period was 217, with peaks in winter due to temperature inversions and increased emissions, and improvements during monsoon months due to wet deposition. The highest AQI (487) was recorded in November 2017, while the lowest (40) was observed in July 2024. A notable reduction in AQI occurred during the COVID-19 lockdown in 2020, highlighting the impact of reduced anthropogenic activities. Particulate matter (PM2.5 and PM10) emerged as the primary contributor to high AQI, frequently exceeding the National Ambient Air Quality Standards (NAAQS) during winter. Nitrogen dioxide (NO2) peaked in June 2023 (192 µg m-³), while ammonia (NH3) exhibited episodic spikes, mainly due to agricultural activities. Ground-level ozone (O3) levels fluctuated, indicating variations in precursor emissions and photochemical processes. Correlation analysis revealed a strong relationship between AQI and PM2.5 (r = 0.9) as well as PM10 (r = 1.0), emphasizing particulate pollution as the dominant driver of poor air quality. Unlike studies that focus primarily on PM2.5 and PM10, this research gives equal attention to secondary pollutants and their role in shaping AQI trends. Local meteorological conditions play a critical role, and the associated emission sources were also examined to provide a comprehensive understanding of pollutant variability. The findings conclude that PM remains the most influential factor governing air quality in the region, and sustained improvement will require targeted emission control strategies addressing both primary particle sources and secondary pollutant formation pathways.

本研究分析了2017年5月至2024年12月印度北方邦诺伊达阿米蒂大学空气质量的长期变化,重点关注月平均空气质量指数(AQI)及其主要前体。这项研究的具体目的是:(i)描述空气质素指数的时间趋势;确定影响季节性空气质量的主要污染物驱动因素;(iii)评估人为因素和气象因素对观测到的变化的相对贡献。期间的平均AQI为217,由于逆温和排放增加,在冬季达到峰值,而在季风月份由于湿沉降而有所改善。2017年11月AQI最高(487),2024年7月最低(40)。在2020年COVID-19封锁期间,空气质量指数显著下降,凸显了人为活动减少的影响。颗粒物(PM2.5和PM10)成为高空气质量的主要因素,冬季经常超过国家环境空气质量标准(NAAQS)。二氧化氮(NO2)在2023年6月达到峰值(192µg m-³),而氨(NH3)表现出间歇性峰值,主要是由于农业活动。地面臭氧(O3)水平波动,表明前体排放和光化学过程的变化。相关分析显示,AQI与PM2.5 (r = 0.9)和PM10 (r = 1.0)之间存在较强的相关性,强调颗粒物污染是空气质量差的主要驱动因素。与主要关注PM2.5和PM10的研究不同,这项研究同样关注二次污染物及其在形成AQI趋势中的作用。当地的气象条件起着关键作用,同时还研究了相关的排放源,以提供对污染物变化的全面了解。研究结果表明,PM仍然是影响该地区空气质量的最重要因素,持续改善将需要有针对性的排放控制策略,同时解决主要颗粒来源和二次污染物形成途径。
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引用次数: 0
Assessing the phytofiltration capacity of (Taxiphyllum barbieri (Cardot & Copp.) Z.Iwats.) under prolonged heavy metal exposure. 柽柳(Taxiphyllum barbieri, Cardot & Copp.)植物过滤能力评价长时间接触重金属。
IF 2.1 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-01-01 Epub Date: 2026-01-07 DOI: 10.1080/10934529.2025.2611529
Zaira Khalid, Bhaskar Singh

Heavy metal pollution in aquatic ecosystems demands sustainable, scalable remediation solutions. This study evaluated the long-term (three-month) phytofiltration potential of the aquatic moss Taxiphyllum barbieri (Cardot & Copp.) Z. Iwats, under controlled multi-metal exposure and in real cement factory effluent (CE). In simulated solutions, the moss achieved high removal efficiencies (>93%), particularly for Ni (99.2%) and Zn (99.1%), with substantial tissue accumulation (e.g., Cu: 221.86 mg kg-1, Cd: 210.36 mg kg-1). In cement effluent, removal efficiencies were lower (41-64%), yet bioconcentration factors (BCFs) increased dramatically, reaching 4523.9 for Zn and 4093.8 for Cd, indicating efficient hyper-concentration of bioavailable metal fractions. Physiological assessments revealed metal-specific stress responses, including antioxidant activation, significant proline accumulation (up to 328% under Ni), and modulated pigment profiles. Notably, exposure to CE stimulated moss growth (+23.37% RGR) and enhanced photosynthetic pigments, demonstrating physiological resilience under realistic, low-level mixed-metal stress. These findings confirm T. barbieri as a robust, adaptable phytoremediation agent capable of high metal removal and bioconcentration while maintaining physiological integrity. The results support its potential integration into engineered, low-energy wastewater treatment systems for sustainable mitigation of heavy metal contamination.

水生生态系统中的重金属污染需要可持续的、可扩展的修复解决方案。本研究评估了水生苔藓Taxiphyllum barbieri (Cardot & Copp.)的长期(3个月)植物过滤潜力。Iwats,受控多金属暴露和真实水泥厂废水(CE)。在模拟溶液中,苔藓具有很高的去除效率(>93%),特别是对Ni(99.2%)和Zn(99.1%),具有大量的组织积累(例如Cu: 221.86 mg kg-1, Cd: 210.36 mg kg-1)。在水泥废水中,去除效率较低(41-64%),但生物富集因子(BCFs)显著增加,Zn达到4523.9,Cd达到4093.8,表明生物可利用金属组分得到了有效的高浓度处理。生理评估显示了金属特异性应激反应,包括抗氧化激活、显著的脯氨酸积累(在Ni下高达328%)和色素谱的调节。值得注意的是,暴露于CE刺激了苔藓的生长(+23.37% RGR),并增加了光合色素,显示出在现实的低水平混合金属胁迫下的生理弹性。这些发现证实了巴氏霉是一种强大的、适应性强的植物修复剂,能够在保持生理完整性的同时进行高金属去除和生物富集。研究结果支持将其整合到工程化、低能耗的废水处理系统中,以实现重金属污染的可持续缓解。
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引用次数: 0
Assessment and sources of heavy metal accumulation in the soil of Erbil Governorate, Kurdistan Region-Iraq: Using pollution indices and principal component analysis. 伊拉克库尔德斯坦地区埃尔比勒省土壤重金属积累评价及来源:基于污染指数和主成分分析
IF 2.1 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-01-01 Epub Date: 2025-12-13 DOI: 10.1080/10934529.2025.2598692
Hikmat S Al-Jaleel, Kaiwan K Fatah, Masoud H Hamed, Idrees N Ahmed, Faraj H Tobia

This study evaluates the ecological risks and pollution levels of nine heavy metals (As, Cr, Co, Cu, Mn, Ni, Pb, V, and Zn) in stream sediments of the Erbil Governorate in the Kurdistan Region of Iraq, bordered by the Upper and Lower Zab Rivers to the northwest and southeast, respectively. Average concentrations of heavy metals from 100 sediment samples collected across ten districts in Erbil Governorate were ranked as follows: Choman > Rawanduz > Soran > Erbil Plain > Koysinjaq > Shaqlawa > Mergasur > Khabat > Erbil Center > Makhmur. Notably, Ni, Cu, As, and Cr emerged as the primary contaminants, particularly in the northeastern areas of the Governorate, specifically Choman and Erbil Plain Districts. Enrichment factor analysis revealed slight to moderate pollution levels, except for Ni, which indicated moderate to heavy pollution. Principal component analysis (PCA) grouped the majority of metals (Cr, Co, Cu, Mn, Pb, Ni, V, and Zn) into three components, suggesting a natural origin. The fourth component indicated salinity effects related to cation and anion exchange processes that facilitate the leaching of other metals, while the fifth component, comprising arsenic, was associated with the application of arsenical pesticides in agricultural practices. Both As and Ni present significant concerns due to their toxicity, with as occurring at low to moderate levels and Ni at moderate to high concentrations. Overall, a low potential ecological risk index was calculated for soil samples from the Erbil Governorate.

本研究评估了伊拉克库尔德斯坦地区埃尔比勒省河流沉积物中9种重金属(As、Cr、Co、Cu、Mn、Ni、Pb、V和Zn)的生态风险和污染水平,该地区西北和东南分别与扎布河上游和下游接壤。从埃尔比勒省10个地区收集的100个沉积物样本中重金属的平均浓度排名如下:Choman > rawanuz > Soran >埃尔比勒平原> Koysinjaq > Shaqlawa > Mergasur > Khabat >埃尔比勒中心> Makhmur。值得注意的是,镍、铜、砷和铬成为主要污染物,特别是在该省东北部地区,特别是阿曼和埃尔比勒平原地区。富集因子分析显示,除Ni为中度至重度污染外,其余均为轻度至中度污染。主成分分析(PCA)将大部分金属(Cr, Co, Cu, Mn, Pb, Ni, V和Zn)归为三种成分,表明其来源是自然的。第四个成分表明,盐的影响与促进其他金属浸出的阳离子和阴离子交换过程有关,而第五个成分,包括砷,则与在农业实践中使用含砷农药有关。由于砷和镍的毒性,砷和镍在低至中等浓度和Ni在中至高浓度时均存在显著的毒性。总体而言,计算了埃尔比勒省土壤样品的低潜在生态风险指数。
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引用次数: 0
Performance of a horizontal subsurface flow constructed wetland for the efficient reduction of pollution due to shrimp farm wastewater. 水平潜流人工湿地对养虾场废水污染的有效降低。
IF 2.1 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-01-01 Epub Date: 2025-11-24 DOI: 10.1080/10934529.2025.2588974
Melissa G Payan-Villalva, Blenda Ramirez-Pereda, Kimberly Mendivil-Garcia, Alejandro D Ortiz-Marin, Adriana Roé-Sosa, Leonel E Amabilis-Sosa

Constructed wetlands are a potential alternative for treating aquaculture effluents, whose geographic characteristics (fluctuations in water quality and levels) make their treatment difficult. This study evaluates the performance of a subsurface flow constructed wetland (HSSCW) for treating effluents from shrimp farms, which were previously characterized in detail and are located in one of Latin America's most intense aquaculture zones. During the 90 operation days, the results indicated that HSSCWs can stably remove (≤10% variation) high organic matter and nutrient contents (up to 740 mg/L COD and 11.3 mg/L NH3-N, respectively). The average removal efficiencies of the HSSCWs were 71.68, 63.76, 50.8, 61.3, and 40.7% of COD, NH3-N, total phosphorus, phosphates, and TSS, respectively. The HSSCW system stabilized after 66 days of operation, with less than 5% variation in COD. Nevertheless, phosphorus and NH3-N removal rates were proportional to the number of operation days, which correlated with the increase in plant biomass observed. In addition, the proportion of inorganic phosphorus was reduced to a minimum at the end of the operation due to the predominance of oxidizing conditions in the rhizospheric system. HSSCWs were technically feasible for treating aquaculture effluents and could be adapted to the local conditions of aquaculture practices.

人工湿地是处理水产养殖废水的一种潜在替代方法,其地理特征(水质和水位的波动)使其难以处理。本研究评估了地下流人工湿地(HSSCW)处理虾养殖场废水的性能,这些养殖场位于拉丁美洲最密集的水产养殖区之一,以前对其进行了详细描述。结果表明,在90天的运行过程中,HSSCWs可以稳定地去除(≤10%的变化)较高的有机物和营养物质含量(COD和NH3-N分别高达740 mg/L和11.3 mg/L)。对COD、NH3-N、总磷、磷酸盐和TSS的平均去除率分别为71.68、63.76、50.8、61.3和40.7%。运行66天后,HSSCW系统稳定运行,COD变化小于5%。然而,磷和NH3-N的去除率与运行天数成正比,与观察到的植物生物量的增加相关。此外,由于根际系统中氧化条件占主导地位,在操作结束时无机磷的比例降至最低。HSSCWs在处理水产养殖废水方面在技术上是可行的,并且可以适应水产养殖做法的当地条件。
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引用次数: 0
The decreased enzyme activity of trypsin resulted from its conformation changes in presence of triclocarban. 胰蛋白酶活性的降低是由于它的构象在三氯卡班的作用下发生了改变。
IF 1.9 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-01-01 Epub Date: 2025-06-16 DOI: 10.1080/10934529.2025.2518848
Zijie Sun, Yaoyao Wang, Rui Guan, Hongbin Liu, Jing Lan, Hui Xue, Wansong Zong

Triclocarban (TCC), a widely used antimicrobial agent, may threaten ecosystems and human health via bioaccumulation, necessitating study of its protein interactions to understand molecular toxicity. In this paper, trypsin (TRY) was utilized as a model protein to explore its binding to TRY. The results revealed that the binding could result in a reduction of the enzymatic activity of TRY. Spectra analysis showed that TCC could heighten the quenching effect on the intrinsic fluorescence of TRY. The fluorescence quenching of TRY encompassed dynamic and static quenching mechanisms. The association constants (Ka) exhibited a high magnitude (∼106) at both 293 and 313 K, indicating a robust affinity between the two entities. Molecular docking studies and thermodynamic parameters (ΔH < 0, ΔS < 0) suggested hydrogen bonds and van der Waals forces are necessary for TCC's binding to TRY. The formation of the TRY-TCC complex induced alterations in the secondary structure and local microenvironment of TRY, leading to a more relaxed skeletal structure. This paper will provide a fundamental basis for further studying the molecular toxicity of TCC in living organisms. Future in vivo studies will be essential to establish the physiological consequences of TCC-TRY binding in biological systems.

三氯卡班(Triclocarban, TCC)是一种广泛使用的抗菌剂,它可能通过生物积累对生态系统和人类健康造成威胁,因此有必要研究其蛋白质相互作用以了解其分子毒性。本文以胰蛋白酶(TRY)为模型蛋白,探讨其与TRY的结合。结果表明,这种结合可导致TRY酶活性降低。光谱分析表明,TCC能增强TRY的本征荧光猝灭作用。TRY的荧光猝灭包括动态猝灭机制和静态猝灭机制。在293和313 K时,结合常数(Ka)都显示出很高的量级(~ 106),表明两种实体之间具有强大的亲和力。分子对接研究和热力学参数(ΔH < 0, ΔS < 0)表明,氢键和范德华力是TCC与TRY结合所必需的。TRY- tcc复合物的形成诱导了TRY二级结构和局部微环境的改变,导致了更松弛的骨骼结构。本研究将为进一步研究TCC在生物体中的分子毒性提供基础依据。未来的体内研究对于确定生物系统中TCC-TRY结合的生理后果至关重要。
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引用次数: 0
Research progress and application prospects of heterotrophic nitrification-aerobic denitrification bacteria in marine environments. 异养硝化-好氧反硝化细菌在海洋环境中的研究进展及应用前景
IF 2.1 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-01-01 Epub Date: 2026-01-26 DOI: 10.1080/10934529.2026.2614877
Jiazhen Li, Hui Liu

The problem of marine nitrogen pollution is becoming increasingly severe, necessitating the development of efficient and sustainable denitrification microbial technologies. Heterotrophic nitrification-aerobic denitrification (HN-AD) bacteria have garnered significant attention in recent years due to their ability to efficiently convert ammonia nitrogen to gaseous nitrogen under aerobic conditions, making them a focus of research on marine water quality remediation. This review systematically examines the main classifications and ecological characteristics of marine HN-AD bacteria, analyzing their adaptability and nitrogen metabolism characteristics in typical marine environments with high salinity, high ammonia, and low C/N ratios. It also summarizes current methods for screening and isolating strains, with a particular focus on the impact mechanisms of key environmental factors such as carbon sources, salinity, heavy metals, DO, and carbon source concentrations on denitrification efficiency. This review aims to provide a theoretical foundation and research directions for the subsequent development of functional strains, process regulation mechanisms, and marine ecological remediation practices, thereby promoting the scientific transformation and wide application of HN-AD bacteria in marine environmental management.

海洋氮污染问题日益严重,迫切需要开发高效、可持续的微生物反硝化技术。异养硝化-好氧反硝化(HN-AD)细菌由于能够在好氧条件下高效地将氨氮转化为气态氮,近年来引起了人们的广泛关注,成为海洋水质修复研究的热点。本文系统介绍了海洋HN-AD细菌的主要分类和生态特征,分析了它们在典型的高盐、高氨、低碳氮比海洋环境中的适应性和氮代谢特征。综述了目前筛选和分离菌株的方法,重点介绍了碳源、盐度、重金属、DO和碳源浓度等关键环境因素对反硝化效率的影响机制。本文旨在为后续功能菌株的开发、过程调控机制、海洋生态修复实践提供理论基础和研究方向,从而促进HN-AD菌在海洋环境管理中的科学转化和广泛应用。
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引用次数: 0
Characterization and evaluation of environmental impact of wall paints. 墙体涂料对环境影响的表征和评价。
IF 2.1 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-01-01 Epub Date: 2026-02-02 DOI: 10.1080/10934529.2026.2624292
Nesrin Ozmen

Paints used as cosmetic and architectural surface coatings constitute essential structural components, however, they may also act as significant environmental pollutants due to abrasion and weathering processes. Following environmental disturbances such as earthquakes and landslides, these materials can contribute substantially to surface and groundwater contamination. Seven commercially available wall paints of different colors and formulation qualities were selected for analysis, including Sand White (P1), Beige (P2), Ceiling White (P3), Ivory (P4), Exterior White (P5), Anthracite (P6), and Red (P7), which were expected to contain distinct additive compositions. Structural characterization was performed using Fourier transform infrared spectroscopy (FTIR), X-ray diffraction (XRD), scanning electron microscopy (SEM), and elemental analysis via energy-dispersive X-ray spectroscopy (EDX). Particle size distributions were determined with a Malvern Zetasizer Nano-ZS. Although all paints demonstrated a measurable potential to generate microplastics (MPs), no acute toxicity was observed in Danio rerio or Escherichia coli under the tested conditions.

用作化妆品和建筑表面涂层的油漆是必不可少的结构成分,然而,由于磨损和风化过程,它们也可能成为重要的环境污染物。在地震和滑坡等环境扰动之后,这些物质会对地表水和地下水造成严重污染。我们选择了七种不同颜色和配方质量的市售墙漆进行分析,包括沙白(P1)、米色(P2)、天花板白(P3)、象牙色(P4)、外墙白(P5)、无烟煤(P6)和红色(P7),这些涂料预计含有不同的添加剂成分。通过傅里叶变换红外光谱(FTIR)、x射线衍射(XRD)、扫描电镜(SEM)和能量色散x射线光谱(EDX)元素分析进行了结构表征。用Malvern Zetasizer Nano-ZS测定了粒径分布。尽管所有涂料都显示出可测量的产生微塑料(MPs)的潜力,但在测试条件下,没有观察到对丹尼欧雷里奥或大肠杆菌的急性毒性。
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引用次数: 0
Synergistic enhancement by formic acid in the oxidation system for perfluorooctanoic acid defluorination: efficiency and mechanism 甲酸在全氟辛酸脱氟氧化系统中的协同增强作用:效率和机理
4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-01-01 DOI: 10.48130/ebp-0025-0012
Changyin Zhu, Qiang Zhang, Xiaolei Wang, Dongxu Zhou
Perfluorooctanoic acid (PFOA), a persistent organic pollutant with high oxidative resistance, presents significant challenges for efficient defluorination. This study demonstrates a novel approach to enhance PFOA defluorination efficiency in a UV-activated persulfate (PS) system by introducing formic acid (FA). Results showed that the UV/PS system alone achieved merely 27% PFOA defluorination in 24 h, whereas adding 2 mM FA significantly enhanced defluorination efficiency to 89%. Quenching experiments and electron paramagnetic resonance (EPR) analyses identified carbon dioxide radical anions (CO2•−) as the dominant active radicals driving PFOA reduction. The oxidative radicals (SO4•− and •OH) derived from PS activation react with FA to generate CO2•−, thereby facilitating efficient PFOA degradation. PS and FA concentrations, solution pH, and the presence of common anions (SO42−, HCO3, NO3, and NO2) were systematically evaluated for their impact on PFOA defluorination. This study presents a simple yet effective method for PFOA defluorination, offering new insights into the defluorination of perfluorinated compounds.
全氟辛酸(PFOA)是一种具有高抗氧化性的持久性有机污染物,对高效除氟提出了重大挑战。研究了一种通过引入甲酸(FA)来提高uv活化过硫酸盐(PS)体系中PFOA脱氟效率的新方法。结果表明,单独使用UV/PS体系在24 h内对PFOA的除氟率仅为27%,而添加2 mM FA可显著提高PFOA的除氟率至89%。淬火实验和电子顺磁共振(EPR)分析表明,二氧化碳自由基阴离子(CO2•−)是驱动PFOA还原的主要活性自由基。PS活化产生的氧化自由基(SO4•-和•OH)与FA反应生成CO2•-,从而促进PFOA的有效降解。系统评估了PS和FA浓度、溶液pH和常见阴离子(SO42−、HCO3−、NO3−和NO2−)的存在对PFOA脱氟的影响。本研究提出了一种简单而有效的PFOA脱氟方法,为全氟化合物的脱氟提供了新的见解。
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引用次数: 0
Silica dust exposure and associated pulmonary dysfunction among mine workers. 煤矿工人接触二氧化硅粉尘及相关肺功能障碍。
IF 1.9 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-01-01 Epub Date: 2025-02-28 DOI: 10.1080/10934529.2025.2470565
Aima Iram Batool, Rabia Shaheen, Naima Huma Naveed, Tahira Tabassum, Muhammad Fayyaz Ur Rehman, Saira Naz, Syed Sikandar Habib, Mohamed Mohany

This study assessed the impact of silica exposure on 145 mine workers in Mianwali, Punjab, Pakistan, compared to 45 non-exposed individuals. Pulmonary function tests revealed significantly reduced lung function in exposed workers (P < 0.05), with declines in Forced Expiratory Volume in one second (FEV1), Forced Vital Capacity (FVC), FEV1/FVC ratio, Peak Expiratory Flow, and Forced Expiratory Flow at 25-75% of FVC (FEF25-75). Radiological evaluations confirmed extensive lung damage (P < 0.05), including pleural effusion, reticular shadowing, and lung consolidation. Oxidative stress markers demonstrated increased lipid peroxidation, Fenton's Oxidative Stress, and Oxidative Stress Index (P < 0.05), along with reduced antioxidant enzyme activities, including Catalase, Superoxide Dismutase, Total Antioxidant Capacity, and Glutathione Peroxidase. Hematological analysis showed elevated White Blood Cells, Lymphocyte percentage, Hemoglobin, Hematocrit, Mean Corpuscular Volume, and Mean Corpuscular Hemoglobin (P < 0.05), reflecting systemic inflammation. Silica's piezoelectric properties contributed to oxidative stress and cellular damage, exacerbating pulmonary dysfunction. These findings highlight silica exposure as a severe occupational hazard, causing irreversible lung impairment and systemic oxidative imbalance. Implementing strict safety protocols, personal protective measures, and regular health monitoring is crucial to safeguarding workers.

本研究评估了巴基斯坦旁遮普Mianwali 145名矿工接触二氧化硅的影响,并与45名未接触二氧化硅的人进行了比较。肺功能测试显示,暴露工人的肺功能(P < 1)、用力肺活量(FVC)、FEV1/FVC比值、呼气峰值流量和用力呼气流量在FVC的25-75% (FEF25-75)时显著降低。放射学检查证实广泛的肺损伤(P P P
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引用次数: 0
Prediction of H2S adsorption capacity of biochar using rigorous machine learning frameworks. 利用严格的机器学习框架预测生物炭对H2S的吸附能力。
IF 2.1 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-01-01 Epub Date: 2026-01-10 DOI: 10.1080/10934529.2025.2610109
Kassem Al Attabi, Farag M A Altalbawy, Anupam Yadav, Shreenidhi H S, Abhinav Kumar, Vatsal Jain, Shirin Shomurotova, Tabib Shahzada

Biochar is a promising, sustainable adsorbent for hydrogen sulfide (H2S) removal, yet its adsorption capacity is governed by complex interactions among material properties, preparation conditions, and operating parameters. In this study, we develop and systematically compare a suite of machine learning (ML) models including Decision Tree, Random Forest, AdaBoost, K-Nearest Neighbors (KNN), Convolutional Neural Network (CNN), Support Vector Regression (SVR), and an Ensemble Learning scheme to predict the H2S adsorption capacity of biochar. The models are trained on 277 experimental data points collected from the literature, using a comprehensive set of inputs that includes physicochemical properties (specific surface area, mass percentages of C, O, and N, C/N, O/N, (O + N)/C, total pore volume, and average pore diameter), pyrolysis conditions (temperature and time), and reaction conditions (gas humidity, adsorption temperature, H2S concentration, gas flow rate, and breakthrough time). Model robustness is ensured through 5-fold cross-validation and rigorous outlier assessment using the Leverage (Williams) method, while SHapley Additive exPlanations (SHAP) are applied to interpret feature contributions. Among all algorithms, KNN emerges as the best-performing model, achieving the highest coefficient of determination (R2 ≈ 0.94) and the lowest mean squared error and average absolute relative error on the full dataset. Sensitivity and SHAP analyses consistently identify breakthrough time as the dominant factor controlling adsorption capacity, followed by specific surface area, gas humidity, and oxygen-to-nitrogen ratio. These findings demonstrate that combining diverse ML architectures with robust statistical validation provides an accurate, interpretable, and computationally efficient alternative to conventional experimental determination of H2S adsorption capacity, facilitating rapid screening and optimization of biochar-based gas purification systems.

生物炭是一种很有前途的、可持续的硫化氢(H2S)吸附剂,但其吸附能力受材料性质、制备条件和操作参数等复杂相互作用的影响。在这项研究中,我们开发并系统地比较了一套机器学习(ML)模型,包括决策树、随机森林、AdaBoost、k -近邻(KNN)、卷积神经网络(CNN)、支持向量回归(SVR)和集成学习方案,以预测生物炭对H2S的吸附能力。这些模型使用从文献中收集的277个实验数据点进行训练,使用一组综合输入,包括物理化学性质(比表面积,C, O和N的质量百分比,C/N, O/N, (O + N)/C,总孔容和平均孔径),热解条件(温度和时间)和反应条件(气体湿度,吸附温度,H2S浓度,气体流速和突破时间)。通过使用杠杆(Williams)方法进行5倍交叉验证和严格的离群值评估来确保模型的稳健性,同时应用SHapley加性解释(SHAP)来解释特征贡献。在所有算法中,KNN是表现最好的模型,在全数据集上实现了最高的决定系数(R2≈0.94)和最低的均方误差和平均绝对相对误差。灵敏度和SHAP分析一致认为,突破时间是控制吸附能力的主要因素,其次是比表面积、气体湿度和氧氮比。这些发现表明,将不同的ML结构与强大的统计验证相结合,可以提供一种准确、可解释且计算效率高的替代方法,以替代传统的H2S吸附能力实验测定,促进生物炭基气体净化系统的快速筛选和优化。
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Journal of Environmental Science and Health Part A-toxic\/hazardous Substances & Environmental Engineering
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