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Adsorption and mechanism of magnetically modified industrial hemp straw biochar on microplastics in aqueous solution 磁性改性工业大麻秸秆生物炭对微塑料的吸附及机理研究。
IF 4.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2026-01-05 DOI: 10.1016/j.jconhyd.2026.104844
Xi Jiang , Youxi Cai , Hanwen Deng , Xiaolei Li
Microplastics (MPs) originating from plastic waste in groundwater have attracted much attention worldwide due to their wide distribution, small particle size and high mobility, as well as their potential threat to organisms. In this study, a magnetically modified biochar adsorbent for the removal of microplastics was prepared using KOH-activated industrial hemp straw biochar as a precursor. For polystyrene (PS) microspheres (1 μm, 60 mg/L) in aqueous solution, magnetic biochar (MBC) removed 89.97 %, which was 9.30 times higher removal rate compared to pristine biochar (BC). It is hypothesized that the adsorption process was a result of electrostatic interactions and chemical bonding interactions between microplastics and biochar. The adsorption process was affected by solution pH and interfering ions, and the MBC had good stability, and its removal efficiency of MPs remained above 80 % after 5 cycles. Kinetic, isothermal and thermodynamic modeling analyses showed that the adsorption reaction was spontaneous, higher temperature contributed to the enhancement of adsorption, and the adsorption mechanism involved electrostatic interactions, surface complexation, metal-O-MPs complexation and π-π interactions. These results would provide an idea for obtaining MBC to remove the MPs from aqueous systems.
来源于地下水中塑料垃圾的微塑料因其分布广泛、粒径小、流动性强以及对生物的潜在威胁而受到世界各国的广泛关注。本研究以koh活化的工业大麻秸秆生物炭为前驱体,制备了一种用于去除微塑料的磁性改性生物炭吸附剂。磁性生物炭(MBC)对聚苯乙烯(PS)微球(1 μm, 60 mg/L)的去除率为89.97%,是原始生物炭(BC)的9.30倍。假设吸附过程是微塑料与生物炭之间静电相互作用和化学键相互作用的结果。吸附过程受溶液pH和干扰离子的影响,MBC具有良好的稳定性,循环5次后对MPs的去除率保持在80%以上。动力学、等温和热力学模型分析表明,吸附反应是自发的,温度升高有助于吸附的增强,吸附机理涉及静电相互作用、表面络合作用、金属- o - mps络合作用和π-π相互作用。这些结果将为获得从水体系中去除MPs的MBC提供思路。
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引用次数: 0
Fate, chlorination kinetics, and comprehensive risk assessment of pharmaceuticals and personal care products in drinking water distribution systems 饮用水分配系统中药品和个人护理产品的命运、氯化动力学和综合风险评估
IF 4.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2026-01-05 DOI: 10.1016/j.jconhyd.2026.104842
Zhenglin Li , Nan Li , Fei Wang , Minru Xiao , Anlei Wei
The widespread occurrence of pharmaceuticals and personal care products (PPCPs) in aquatic environments has emerged as a global concern due to their potential threats to water security and ecological health. Despite increasing attention, their fate and associated risks in drinking water systems remain insufficiently understood. The occurrence, transformation behavior, and ecological and human health risks of 19 PPCPs were investigated across drinking water treatment and distribution systems in this study. Eighteen PPCPs were ubiquitously detected in raw water, with high detection frequencies (>70 %), whereas both the number of detected compounds and their concentrations were markedly reduced in finished water (five compounds) and tap water (eleven compounds). These results demonstrate the substantial effectiveness of conventional treatment processes in reducing both the diversity and concentrations of PPCPs. To further elucidate their potential transformation during water treatment, chlorination kinetics of eight structurally diverse PPCPs were evaluated under controlled conditions. Four compounds (atenolol, sulpiride, paroxetine, and nadolol) exhibited pseudo-first-order kinetics with residual chlorine, while the others exhibited significant resistance to chlorination. Degradation efficiency was found to depend on both the water matrix conditions and their molecular properties, highlighting the combined roles of intrinsic chemical properties and environmental complexity. Ecological risk assessment revealed ibuprofen posed a moderate ecological risk, a risk quotient (RQ) of 0.335, while triclocarban presented a high ecological risk (RQ = 4.6031). Mixture toxicity assessment based on the cumulative toxic unit (ΣTU) further indicated a potential ecological risk (ΣTU > 1) in raw water. Human health risk assessment showed minimal risks across all age groups (RQ 〈10−3). However, infants were identified as the most susceptible population, likely due to their higher exposure relative to body weight. Among the detected PPCPs, meclofenamic acid was identified as the compound of highest concern, with average relative risk indices exceeding >10−4. These findings provide critical insights into the fate and transformation of PPCPs in drinking water systems and offer scientific guidance for optimizing treatment processes and risk management strategies.
由于药品和个人护理产品(PPCPs)对水安全和生态健康的潜在威胁,它们在水生环境中的广泛存在已成为全球关注的问题。尽管受到越来越多的关注,但它们的命运和饮用水系统中的相关风险仍然没有得到充分的了解。本研究调查了19种PPCPs在饮用水处理和配水系统中的发生、转化行为以及生态和人类健康风险。在原水中普遍检测到18种PPCPs,检测频率高(> 70%),而在成品水(5种化合物)和自来水(11种化合物)中检测到的化合物数量和浓度均显著降低。这些结果表明,传统处理工艺在减少ppcp的多样性和浓度方面具有实质性的有效性。为了进一步阐明它们在水处理过程中的潜在转化,在受控条件下评估了8种结构不同的PPCPs的氯化动力学。四种化合物(阿替洛尔、舒必利、帕罗西汀和纳多洛尔)对余氯表现出准一级动力学,而其他化合物对氯化反应表现出明显的抗性。研究发现,降解效率取决于水基质条件及其分子性质,突出了内在化学性质和环境复杂性的综合作用。生态风险评价结果显示,布洛芬具有中等生态风险,RQ为0.335;三氯卡班具有较高生态风险,RQ为4.6031。基于累积毒性单位(ΣTU)的混合毒性评价进一步表明原水存在潜在的生态风险(ΣTU > 1)。人类健康风险评估显示,所有年龄组的风险最小(RQ < 10−3)。然而,婴儿被确定为最易受影响的人群,可能是因为他们相对于体重的接触量更高。在检测到的PPCPs中,甲氯芬酸被确定为最受关注的化合物,其平均相对风险指数超过10−4。这些发现为饮用水系统中ppcp的命运和转变提供了重要见解,并为优化处理过程和风险管理策略提供了科学指导。
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引用次数: 0
Distinguishing natural from mining-related metal sources by including streambank groundwater data in a stream mass loading study 通过在河流质量负荷研究中包括河岸地下水数据来区分自然与采矿相关的金属来源
IF 4.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2026-01-05 DOI: 10.1016/j.jconhyd.2026.104841
Andrew H. Manning , Robert L. Runkel , Jean M. Morrison , Sara Warix , Richard B. Wanty , Katherine Walton-Day , Michael Snook
Distinguishing stream metal loading caused by mine features from that caused by natural background sources remains challenging, yet this distinction is essential for making effective remedial decisions at many legacy mine sites. We combine a stream tracer injection and synoptic sampling study with data from shallow near-stream groundwater wells to estimate left-bank versus right-bank metal loading contributions at the 100-m spatial scale. The study was performed in the East Mancos River, a mountain headwater stream in Colorado, USA. The dominant source of elevated stream metal concentrations could be either groundwater infiltration through right-bank Doyle Mine waste piles or natural acid rock drainage from hydrothermally altered bedrock located mainly on the left bank. For the five metals of concern (Cu, Al, Zn, Cd, and Mn), we find that 15 % of the load contributed by diffuse groundwater inputs in the section potentially influenced by Doyle mine waste originates from the right bank. This right-bank potential mine contribution equates to only 3 % of the total watershed instream load for these metals. Furthermore, apparent 3H/3He groundwater ages in segments contributing most of the right-bank metal loading are sufficiently old (9–12 yr) to suggest that infiltration through the waste piles, located only 140–180 m from the stream, is unlikely. Estimated potential Doyle mine loading contributions can therefore be considered maximum values. Study results thus indicate that Doyle mine waste piles are a minor source of metal loading under low-flow conditions, and streambank groundwater data can provide valuable additional information in stream mass loading studies.
区分由矿山特征引起的金属流载荷与自然背景源引起的金属流载荷仍然具有挑战性,但这种区分对于在许多遗留矿区做出有效的补救决策至关重要。我们将河流示踪剂注入和天气抽样研究与浅层近溪流地下水井的数据相结合,以估计100米空间尺度上左岸与右岸金属载荷的贡献。该研究是在美国科罗拉多州的山源河流东曼科斯河进行的。河流金属浓度升高的主要来源可能是通过右岸Doyle矿山废渣堆渗透的地下水或主要位于左岸的热液蚀变基岩的天然酸性岩石排水。对于关注的五种金属(Cu、Al、Zn、Cd和Mn),我们发现在可能受Doyle矿山废弃物影响的断面中,漫射地下水输入所贡献的负荷中有15%来自右岸。这一右岸潜在的矿山贡献仅相当于这些金属的流域河流总负荷的3%。此外,在贡献大部分右岸金属负荷的部分,明显的3H/3He地下水年龄足够老(9-12年),表明通过距离溪流仅140-180米的废物堆渗透的可能性不大。因此,估计的潜在多伊尔矿负荷贡献可视为最大值。研究结果表明,Doyle矿山废渣桩是低流量条件下金属载荷的次要来源,河岸地下水数据可以为河流质量载荷研究提供有价值的附加信息。
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引用次数: 0
Nitrate dynamics in the Dongjiang River watershed: Human impacts in the context of an Anthropocene River 东江流域硝酸盐动态:人类世河流背景下的人类影响
IF 4.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2026-01-04 DOI: 10.1016/j.jconhyd.2026.104843
Yaotong Gao , Bingjun Liu , Qian Tan , Kai He , Wei Ouyang , Yaling Yu
Rivers in the Anthropocene are increasingly impacted by human activities, with nitrate (NO3) pollution posing a significant threat to water quality and ecosystem health. This study investigates the Dongjiang River watershed as a representative example of such systems impacted by human activities. Using nitrate dual isotopes (δ15N-NO3 and δ18O-NO3) and a Bayesian mixing model (MixSIAR), we identified the sources and transformation processes of NO3 in the downstream Dongjiang River. Our results indicate that manure and sewage (MS) account for the majority of NO3 inputs (64.52 %), followed by soil nitrogen (SN) at 18.88 %. The influence of MS is amplified in catchments with higher urbanization, while forested areas show more significant contributions from SN. Seasonal variations in nitrate sources were also observed, with MS dominating during the dry season and SN contributions increasing during the wet season. Nitrification and denitrification were relatively weak during our sampling periods, as indicated by the absence of a characteristic δ15N-NO3 versus δ18O-NO3 slope (∼50 %) and by low extent of denitrification values at most sites; thus, external inputs were likely the primary drivers of NO3 dynamics. Furthermore, we link socio-economic factors and water consumption patterns to specific NO3 sources, highlighting the role of urbanization, economic development, and agricultural practices in shaping nitrate pollution. These findings provide critical insights for managing water quality and mitigating anthropogenic impacts on the Dongjiang River in the Anthropocene.
人类世的河流受到人类活动的影响越来越大,硝酸盐(NO3−)污染对水质和生态系统健康构成了重大威胁。本文以东江流域为研究对象,研究了受人类活动影响的生态系统。利用硝酸盐双同位素(δ15N-NO3−和δ18O-NO3−)和贝叶斯混合模型(MixSIAR),确定了东江下游NO3−的来源和转化过程。结果表明,粪肥和污水(MS)占NO3−输入的大部分(64.52%),其次是土壤氮(SN),占18.88%。城市化程度越高的流域,MS的影响越大,而森林地区SN的贡献越显著。硝态氮源在旱季以MS为主,而在雨季硝态氮的贡献增加。在我们的采样期间,硝化和反硝化作用相对较弱,这表明缺乏δ15N-NO3−与δ18O-NO3−的特征斜率(~ 50%),并且大多数地点的反硝化值程度较低;因此,外部输入可能是NO3−动力学的主要驱动因素。此外,我们将社会经济因素和水消费模式与特定的NO3−来源联系起来,强调了城市化、经济发展和农业实践在形成硝酸盐污染中的作用。这些发现为人类世的水质管理和减轻对东江的人为影响提供了重要的见解。
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引用次数: 0
The scarlet V: how women with dyspareunia negotiate postfeminist discourses of sexual agency. 猩红的 V:有性功能障碍的女性如何与后女权主义的性代理话语进行谈判。
IF 4.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2026-01-01 Epub Date: 2022-06-13 DOI: 10.1080/13691058.2022.2083238
Amy Braksmajer, Rachel Kalish, Jennifer Katz

Young women must often contend with cultural scripts dictating neoliberal/postfeminist ideals of female sexual agency, including the ability to act in accord with one's personal sexual self-interest. The aim of this study was to explore how young women (n = 26) living with dyspareunia (pain experienced during penetrative sexual activity) negotiate these ideals. We found that in addition to discussing traditional discourses that assign value to women in accordance with their perceived sexual virtue, women judged themselves according to the degree to which their behaviour reflected sexual agency. Women perceived to be sexually agentic were, for the most part, lauded, while those perceived to lack sexual agency were either denigrated (in the case of high sexual activity) or seen as deficient (in the case of low sexual activity). The inability to be penetrated without pain significantly limited women's sexual repertoires. Contrasting their sexual agency with that of other women and of their past selves, women expressed feelings of disempowerment. Conceptualising agency as a spectrum rather than something that one has or lacks, as well as actively cultivating the potentialities of sexual 'transgression', may allow young women to resist heteronormative sexual hierarchies - including those rooted in a a postfeminist ethos.

年轻女性必须经常与新自由主义/后女权主义关于女性性自主权(包括按照个人的性自我利益行事的能力)理想的文化脚本作斗争。本研究旨在探讨患有性功能障碍(插入式性活动时出现疼痛)的年轻女性(26 人)如何与这些理想进行协商。我们发现,除了讨论传统话语中根据女性感知到的性美德赋予其价值之外,女性还根据其行为在多大程度上反映出性能动性来评价自己。在大多数情况下,被认为有性能动性的女性会受到赞扬,而那些被认为缺乏性能动性的女性要么受到诋毁(在性活动频繁的情况下),要么被视为有缺陷(在性活动较少的情况下)。无法在没有痛苦的情况下被插入,极大地限制了妇女的性活动范围。将她们的性能力与其他妇女和过去的自己进行对比,妇女们表达了无能为力的感觉。把性能力看作是一个范围,而不是一个人拥有或缺乏的东西,以及积极培养性 "越轨 "的潜能,可能会让年轻女性抵制异性恋的性等级制度--包括那些植根于后女权主义精神的等级制度。
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引用次数: 0
Integrating random forest and isotopic tracers to optimize PMF-based source apportionment of watershed pollution 结合随机森林和同位素示踪剂优化基于pmf的流域污染源分配
IF 4.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-31 DOI: 10.1016/j.jconhyd.2025.104838
Bo Zhou , Xiangqin Xu , Xinyan Wang , Weijun Tian , Jiayu Peng , Kun Lei
Based on historical data (2020–2024) and intensified sampling in 2024 from the Qujiang River Basin, this study systematically analyzed the variations in water quality parameters across different hydrological periods. By integrating the Random Forest (RF) model, Positive Matrix Factorization (PMF), stable isotope techniques, and phosphorus speciation analysis, an optimized water quality assessment framework was constructed to accurately identify pollution sources. The results indicate that water temperature (T), pH, and permanganate index (CODMn) were significantly higher during the wet season, whereas dissolved oxygen (DO), ammonia nitrogen (NH4+-N), total nitrogen (TN), fluoride (F-), and organic carbon exhibited higher concentrations during the dry season. The RF model successfully reduced the number of key parameters required for Water Quality Index (WQI) evaluation from 10 to 5 (TP, TN, COD, DO, and BOD5), maintaining high predictive accuracy (R2 = 0.9245) while significantly lowering monitoring costs. Stable isotope tracing provided critical validation for the PMF model in identifying pollution sources and accurately constraining their contribution ratios. The results showed that TN primarily originated from sewage (70.7% in the wet season and 40.0% in the dry season) and soil/fertilizer sources. The PMF model identified four major pollution sources: industrial wastewater, agricultural fertilizers, domestic sewage, and seasonal climatic factors. Innovatively, the Random Forest algorithm was applied to weight and optimize the PMF outcomes. To bridge the gap between mathematical solutions and practical management, this study introduces a Random Forest-based weighting calibration for PMF-derived source apportionment, shifting the focus from numerical optimum to environmental accountability. After correction, industrial wastewater was identified as the dominant contributor (39.74% in the wet season and 36.68% in the dry season), a source that had been underestimated in conventional PMF results. Phosphorus speciation analysis further confirmed the influence of land use on pollutant composition. Dissolved organic phosphorus (DOP) dominated in urban areas, dissolved inorganic phosphorus (DIP) was prevalent in agricultural regions, and particulate organic phosphorus (POP) constituted the highest proportion in forested areas. This study reveals the dominant role of anthropogenic drivers in shaping water quality dynamics in rapidly urbanizing river basins and provides a scientific basis for targeted water pollution control strategies.
基于曲江流域历史数据(2020-2024年)和2024年强化采样,系统分析了曲江流域不同水文时期水质参数的变化。通过随机森林(Random Forest)模型、正矩阵分解(Positive Matrix Factorization, PMF)、稳定同位素技术和磷形态分析相结合,构建了一个优化的水质评价框架,以准确识别污染源。结果表明:湿季水体温度(T)、pH和高锰酸盐指数(CODMn)显著升高,旱季溶解氧(DO)、氨氮(NH4+- n)、总氮(TN)、氟化物(F-)和有机碳浓度显著升高。RF模型成功地将水质指数(WQI)评价所需的关键参数(TP、TN、COD、DO和BOD5)从10个减少到5个,保持了较高的预测精度(R2 = 0.9245),同时显著降低了监测成本。稳定同位素示踪为PMF模型在识别污染源和准确限制其贡献率方面提供了关键的验证。结果表明,全氮主要来源于污水(湿季70.7%,旱季40.0%)和土壤/肥料来源。PMF模型确定了四种主要污染源:工业废水、农业肥料、生活污水和季节性气候因素。创新地采用随机森林算法对PMF结果进行加权和优化。为了弥合数学解决方案与实际管理之间的差距,本研究引入了基于随机森林的pmf源分配加权校准,将重点从数值最优转移到环境问责制。修正后,工业废水被确定为主要贡献者(湿季为39.74%,旱季为36.68%),这是传统PMF结果中被低估的来源。磷形态分析进一步证实了土地利用对污染物组成的影响。溶解性有机磷(DOP)以城区为主,溶解性无机磷(DIP)以农业区为主,颗粒性有机磷(POP)以林区为主。该研究揭示了快速城市化流域人为驱动因素在形成水质动态中的主导作用,为有针对性的水污染控制策略提供了科学依据。
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引用次数: 0
High-performance polymeric aluminum ferric sulfate from Baihe pyrite slag: Enhanced coagulation in soil leaching alkaline wastewater and mechanistic insights 白河黄铁矿渣制备高性能聚合硫酸铝铁:增强土壤浸出碱性废水的混凝作用及机理研究。
IF 4.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-31 DOI: 10.1016/j.jconhyd.2025.104839
Aifang Pan , Runyong Ma , Jianwu Zhang , Dahong Chen , Longyue Li , Yao Ke
Efficient removal of inorganic suspended matter is crucial for the recovery of soil leaching alkaline wastewater. This study aimed to develop a high-alumina inorganic polymer coagulant, polymerized aluminum ferric sulfate (PAFS), specifically targeting inorganic suspended matter in alkaline soil leaching wastewater. PAFS was prepared from aluminum ferric sulfate (Al0.862Fe0.138(SO4)3·nH2O) synthesized from Baihe pyrite slag, enabling resource utilization of this industrial waste. The physicochemical properties of the slag, intermediate sulfate, and final PAFS were characterized by XRD, SEM, and FT-IR. The optimal synthesis conditions were pH 3.0, aging temperature 80 °C, aging time 75 min, and combined AlFe content 11 %. The coagulation mechanism was systematically investigated, revealing a three-stage pH-dependent synergy of “charge neutralization - adsorption bridging - precipitation”: (1) At pH 1.0–2.0, low-polymerization PAFS destabilizes colloids via charge neutralization; (2) At the optimal pH 3.0, enhanced hydrolysis produces multi-nuclear hydroxo-complexes ([Fe2(OH)2]4+ and [Al13O4(OH)24]7+) that efficiently bridge particles into dense, settleable flocs through hydroxo bridging and sweep flocculation; (3) The sulfate-linked FeAl copolymer structure imparts superior alkali resistance, while over-hydrolysis at pH > 3.0 causes precipitation and efficiency loss. In simulated wastewater treatment, PAFS achieved a 99.9 % turbidity removal rate under alkaline conditions (pH 8.0–11.0). This work provides an efficient, low-cost solution for alkaline soil leaching wastewater by converting pyrite slag into a high-performance coagulant, offering notable economic and environmental benefits.
无机悬浮物的高效去除是土壤浸出碱性废水回收的关键。本研究旨在针对碱性土壤浸出废水中的无机悬浮物,研制高铝无机高分子混凝剂聚合硫酸铝铁(PAFS)。以白河黄铁矿渣为原料合成硫酸铁铝(Al0.862Fe0.138(SO4)3·nH2O)制备PAFS,实现了该工业废渣的资源化利用。采用XRD、SEM和FT-IR对渣、中间硫酸盐和最终PAFS的理化性质进行了表征。最佳合成条件为pH 3.0,时效温度80℃,时效时间75 min,复合AlFe含量11%。系统研究了混凝机理,揭示了“电荷中和-吸附桥接-沉淀”的三个阶段的pH依赖协同作用:(1)在pH 1.0-2.0时,低聚合PAFS通过电荷中和使胶体不稳定;(2)在最佳pH为3.0时,强化水解产生多核羟基配合物([Fe2(OH)2]4+和[Al13O4(OH)24]7+),通过羟基桥接和扫絮凝有效地将颗粒桥接成致密、可沉降的絮凝体;(3)硫酸盐连接FeAl共聚物结构具有较好的耐碱性,而pH > 3.0下的过水解会导致沉淀和效率损失。在模拟废水处理中,paafs在碱性条件下(pH 8.0-11.0)的浊度去除率达到99.9%。本研究通过将黄铁矿渣转化为高性能混凝剂,为碱土浸出废水提供了一种高效、低成本的解决方案,具有显著的经济效益和环境效益。
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引用次数: 0
Groundwater quality prediction using novel hybrid classification and regression models 基于新型混合分类与回归模型的地下水水质预测。
IF 4.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-29 DOI: 10.1016/j.jconhyd.2025.104834
Mouigni Baraka Nafouanti , Junxia Li , Usman Sunusi Usman , Grant Charles Mwakipunda , Etsu Binta Fatima , Abdullah Sani Baba
Groundwater quality degradation is a significant challenge in the North China Plain (NCP), where groundwater is the primary source of water. Traditional methods for assessing groundwater quality, such as laboratory and hydraulic analyses, are costly and time-consuming. This study applies novel hybrid models for classification and regression analysis, including Stacking Classifiers (XGBoost, LightGBM), Hybrid LightGBM with Particle Swarm Optimization (LightGBM-PSO), Genetic Algorithm with Random Forest (GA-RF), and Genetic Algorithm with LightGBM (GA-LightGBM) to predict groundwater quality in Cangzhou. A total of 460 groundwater chemistry samples were collected to assess the quality of groundwater. The results of the hydrochemistry revealed that the dominant ions are HCO3, Cl, Ca2+, and SO42−. The primary water types identified were Na-HCO3, NaCl, Ca-HCO3, and Ca-Na-HCO3, indicating the significant impact of water-rock interactions, evaporation, and salinization. For the prediction of groundwater quality, the hybrid models LightGBM-PSO and GA-RF demonstrated the highest accuracy, achieving 93 %, 95 %, and 99 % accuracy for Classes 0, 1, and 2, respectively. The GA-RF model showed strong predictive performance with an R2 of 0.99, RMSE of 0.01, and MAE of 0.02. The SHAP analysis identified key features influencing groundwater quality, including Na+, HCO3, F, Cl, Ca2+, SO42−, Mg2+, TDS, and EC. The Water Quality Index (WQI) classified 60.28 % of the samples as excellent or good, while 40 % were categorized as poor or very poor. These findings highlight the effectiveness of hybrid models in predicting groundwater quality and offer valuable insights for groundwater resource management, not only in Cangzhou but globally.
地下水水质退化是华北平原地区面临的一个重大挑战,地下水是该地区主要的水源。评估地下水质量的传统方法,如实验室和水力分析,既昂贵又耗时。本研究将叠层分类器(XGBoost、LightGBM)、混合LightGBM与粒子群优化(LightGBM- pso)、随机森林遗传算法(GA-RF)和LightGBM遗传算法(GA-LightGBM)等新型混合模型应用于沧州市地下水水质预测。共采集了460份地下水化学样品,对地下水水质进行了评价。水化学结果表明,主要离子为HCO3-、Cl-、Ca2+和SO42-。发现的主要水类型为Na-HCO3、NaCl、Ca-HCO3和Ca-Na-HCO3,表明水岩相互作用、蒸发和盐渍化的影响显著。对于地下水水质的预测,混合模型LightGBM-PSO和GA-RF的预测精度最高,在0、1和2级的预测精度分别达到93%、95%和99%。GA-RF模型具有较强的预测能力,R2为0.99,RMSE为0.01,MAE为0.02。SHAP分析确定了影响地下水质量的关键特征,包括Na+、HCO3-、F-、Cl-、Ca2+、SO42-、Mg2+、TDS和EC。水质指数(WQI)将60.28%的样本分类为优秀或良好,而40%的样本分类为差或极差。这些发现突出了混合模型在预测地下水质量方面的有效性,并为沧州乃至全球地下水资源管理提供了有价值的见解。
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引用次数: 0
Performance and longevity of colloidal silica gel in blocking vertical water flow and contaminant transport in the annuli of long-screened wells: Laboratory and numerical evaluation 胶体硅胶在长筛井环空阻断垂直水流和污染物输送中的性能和寿命:实验室和数值评估
IF 4.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-29 DOI: 10.1016/j.jconhyd.2025.104837
Lirong Zhong, Jonah A. Bartrand, Katherine A. Muller, Rob D. Mackley, Jonathan N. Thomle, Zoe G. Vincent
This laboratory-based study evaluated the performance and long-term (months) stability of colloidal silica (CS) gels in blocking vertical water flow and controlling chemical transport in subsurface applications, especially in the well annuli of long-screened wells. Laboratory-scale rheological tests demonstrated the injectivity of CS suspensions in expected field applications. Laboratory column, sandbox experiments and numerical modeling were used to assess the efficacy of CS gel in reducing hydraulic conductivities of the well annulus system. Further, a contaminant diffusion test was applied to evaluate the performance of CS gel-sand pack in mitigating transport of contamination. Rheological analyses highlighted the shear-thinning behavior of modified CS suspensions, facilitating more efficient injections in field applications. Hydraulic conductivity (K) tests revealed notable K reductions following CS gel injection, confirming its effectiveness in blocking vertical water flow. Diffusion tests demonstrated that no hexavalent chromium (Cr(VI)) migrated through CS gel-grouted sand barriers in 6 months, suggesting their strong potential as containment solutions for hazardous contaminants. Numerical simulations validated experimental data to reinforce the performance assessment of CS gels as barriers. The findings underscore CS gel's promising applications not only in long-screened well annular systems, but also in subsurface remediation, groundwater protection, and contaminant containment, providing critical insights for field-scale implementations.
这项实验室研究评估了胶体硅(CS)凝胶在地下应用中阻断垂直水流和控制化学物质输送的性能和长期稳定性,特别是在长筛井的井环空中。实验室规模的流变试验证明了CS悬浮液在预期的现场应用中的注入性。通过实验室柱、沙盒实验和数值模拟来评估CS凝胶降低井环空系统水力导度的效果。此外,采用污染物扩散试验来评估CS凝胶-砂充填在减少污染物运移方面的性能。流变学分析强调了改性CS悬浮液的剪切减薄行为,有助于在现场应用中更有效地注入。水导率(K)测试显示,CS凝胶注入后K值显著降低,证实了其阻断垂直水流的有效性。扩散试验表明,6个月内没有六价铬(Cr(VI))通过CS凝胶注浆砂屏障迁移,这表明它们作为有害污染物的密封解决方案具有强大的潜力。数值模拟验证了实验数据,加强了CS凝胶作为屏障的性能评价。这一发现强调了CS凝胶不仅在长筛井环空系统中具有广阔的应用前景,而且在地下修复、地下水保护和污染物控制方面也具有重要的应用前景,为现场大规模实施提供了重要的见解。
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引用次数: 0
Deciphering the spatiotemporal dynamics and source characteristics of nutrients under anthropogenic pressure in Taipu River, China 太浦江人为压力下养分时空动态及来源特征解读
IF 4.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2025-12-29 DOI: 10.1016/j.jconhyd.2025.104835
Tong Wang , Jiayi Kou , Fengjunxi Chen , Yalong Li , Yaojen Tu , Yanping Duan
Surface water quality dynamics is a pivotal factor in sustainable water management. As a strategic waterway in Taihu Lake Basin (China), Taipu River plays a key role in integrating water management through flood control, water supply, and ecological preservation across Jiangsu, Zhejiang, and Shanghai. However, under evolving anthropogenic pressures, systematic studies characterizing its nutrient spatiotemporal variations and pollution drivers remain limited. In this study, the spatiotemporal (October 2020–July 2021 from upstream to downstream) distributions and source characteristics of key nutrients from Taipu River were evaluated through various water quality index methods, coupled with multi-approach source apportionment (principal component analysis and positive matrix factorization). Results indicated that the concentrations of total nitrogen (TN) and chemical oxygen demand (COD) in Taipu River gradually increased from upstream (TN: 0.9–1.2 mg L−1, COD: 11.5–15.2 mg L−1) to downstream (TN: 1.1–1.9 mg L−1, COD:11.0–21.7 mg L−1), and exceeded regulatory Class III limits in summer/winter (>1.0 mg L−1) and spring/autumn (>20 mg L−1), respectively. The increased TN likely resulted from nitrogen fertilizer loss due to rainfall, whereas the increase in COD is probably linked to the release of metabolic products from algae. Water contamination analyses identified a slightly-contaminated T7 site (i.e., TN = 1.51 ± 0.71 mg L−1, COD = 34 ± 9.0 mg L−1, exceeding Class IV), with primary contamination sources attributed to industrial activity (e.g., textile industry). For this T7 site with slight water contamination, the in-situ remediation strategies such as adding synthetic microbiomes, incorporating aquatic plants, and engineering intervention for nitrogen and COD pollution are recommended. These findings highlight the urgent requirement for targeted measures to mitigate nitrogen/COD loads, which is crucial to improve water quality and ecosystem health of the Taihu Lake Basin.
地表水质量动态是可持续水管理的关键因素。太浦江作为中国太湖流域的战略航道,在江浙沪地区的防洪、供水和生态保护等水资源管理一体化中发挥着关键作用。然而,在不断变化的人为压力下,对其养分时空变化特征和污染驱动因素的系统研究仍然有限。本研究通过多种水质指标方法,结合多方法来源解析(主成分分析和正矩阵分解),评价了太浦江主要营养物质的时空(2020年10月- 2021年7月,由上至下)分布和来源特征。结果表明:太浦江总氮(TN)和化学需氧量(COD)浓度由上游(TN: 0.9 ~ 1.2 mg L−1,COD: 11.5 ~ 15.2 mg L−1)向下游(TN: 1.1 ~ 1.9 mg L−1,COD:11.0 ~ 21.7 mg L−1)逐渐升高,并分别在夏/冬(>1.0 mg L−1)和春/秋(>20 mg L−1)超过III类标准。全氮的增加可能是由于降雨造成氮肥损失,而COD的增加可能与藻类代谢产物的释放有关。水污染分析确定了一个轻度污染的T7站点(即TN = 1.51±0.71 mg L−1,COD = 34±9.0 mg L−1,超过IV级),主要污染源归因于工业活动(如纺织工业)。对于该T7轻度水污染场地,建议采用添加合成微生物组、引入水生植物、工程干预氮和COD污染等原位修复策略。这些研究结果表明,迫切需要采取有针对性的措施减轻氮/COD负荷,这对改善太湖流域水质和生态系统健康至关重要。
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引用次数: 0
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Journal of contaminant hydrology
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