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Hybrid Deep Learning–Numerical Modeling Framework for Long-Term Prediction of Groundwater Discharge and Radionuclide Transport 地下水流量和放射性核素运移长期预测的混合深度学习-数值模拟框架
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-02-02 DOI: 10.1016/j.jhazmat.2026.141346
Minkyeong Seong, Hyo Gyeom Kim, Byeongchan Yun, Minjeong Kim, Jung-Woo Kim, Heewon Jeong, Soobin Kim, Jin Hwi Kim, Kyung Hwa Cho
Accurate long-term prediction of groundwater flow and radionuclide transport is critical for assessing the safety of deep geological disposal systems. This study proposes a hybrid modeling framework that integrates a numerical model with a deep learning approach to improve the predictive accuracy and computational efficiency. Outputs from the adaptive process-based total system performance assessment framework (APro-BIO) model, including water level, surface water flow, groundwater recharge, groundwater discharge (GWD), groundwater flow velocity, groundwater level, and radionuclide transport (RNT), together with van Genuchten parameters, were used as input features. Monthly groundwater discharge and radionuclide transport simulated by HydroGeoSphere (HGS) served as target variables, and a graph convolutional long short-term memory (GC-LSTM) model was trained to capture spatial and temporal dependencies. Model performance was evaluated against that of HGS, representing coupled saturated–unsaturated flow. The GC-LSTM achieved Kling–Gupta Efficiency values of 0.67–0.85 for GWD and 0.60–0.81 for RNT and reduced discrepancies relative to that of APro-BIO by up to 99%. The model effectively reproduced temporal variability while reducing computational cost. Explainable AI analysis identified the van Genuchten β parameter as the most influential feature. These results demonstrate that the proposed framework provides an efficient and reliable alternative for long-term GWD and RNT prediction under computational constraints.
地下水流量和放射性核素运移的长期准确预测对于评估深部地质处置系统的安全性至关重要。本研究提出了一种混合建模框架,将数值模型与深度学习方法相结合,以提高预测精度和计算效率。基于自适应过程的总系统性能评估框架(appro - bio)模型的输出,包括水位、地表水流量、地下水补给、地下水排放(GWD)、地下水流速、地下水位和放射性核素输运(RNT),以及van Genuchten参数,作为输入特征。以HydroGeoSphere (HGS)模拟的月地下水流量和放射性核素输运为目标变量,训练图卷积长短期记忆(GC-LSTM)模型来捕捉时空相关性。模型的性能与HGS的性能进行了比较,代表了饱和-非饱和耦合流动。GC-LSTM对GWD的克林-古普塔效率值为0.67-0.85,对RNT的克林-古普塔效率值为0.60-0.81,与appro - bio相比,差异减少了99%。该模型有效地再现了时间变化,同时降低了计算成本。可解释的AI分析将van Genuchten β参数确定为最具影响力的特征。这些结果表明,所提出的框架在计算约束下为长期GWD和RNT预测提供了一种高效可靠的替代方案。
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引用次数: 0
Nacre-Inspired Mineral-Hydrogel PVDF Membrane with Superhydrophilicity, Antifouling and Antimicrobial Properties for Food Oily Wastewater Treatment 用于食品含油废水处理的超亲水性、防污和抗菌性能的矿物-水凝胶PVDF膜
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-02-02 DOI: 10.1016/j.jhazmat.2026.141340
Ruxue Bai, Ying Huang, Qingqing Zhang, Xinyi Hu, Sihang Li, Yumei Xian, Min Li, Cherdchai Phosri, Haihua Wang, Zhenyu Li
Membrane fouling caused by oil droplets and organic contaminants remains a significant challenge in food oily wastewater treatment. Inspired by nacre’s architecture, a superhydrophilic PVDF-PCT-Cu membrane was fabricated via a combination of deposition with polydopamine, carboxymethyl chitosan and tetrabutyl titanate and mineralization with Cu2+. The membrane exhibited superhydrophilicity (water contact angle: 0°) and underwater superoleophobicity (underwater oil contact angle: 152.65° ± 0.88°). It achieves high permeation fluxes (290.20 - 342.71 L m-2 h-1) and separation efficiency (98.34 - 99.78%) for four oil/water emulsions (soybean oil, corn oil, blended oil, and rapeseed oil). PVDF-PCT-Cu membrane also demonstrated excellent antioilfouling performance (flux recovery rate: 91.19%), chemical stability across acidic, alkaline, and saline conditions, and strong antimicrobial activity against Escherichia coli and Staphylococcus aureus. In treating actual food oily wastewater, PVDF-PCT-Cu membrane achieved over 90.87% separation efficiency, significantly reducing pollutants and improving clarity, showing great potential for food oily wastewater treatment.
油滴和有机污染物引起的膜污染是食品含油废水处理的一个重要挑战。受珍珠质结构的启发,通过聚多巴胺、羧甲基壳聚糖和钛酸四丁酯的沉积以及Cu2+的矿化,制备了超亲水性PVDF-PCT-Cu膜。该膜具有超亲水性(水接触角为0°)和水下超疏油性(水下油接触角为152.65°±0.88°)。对豆油、玉米油、混合油、菜籽油等4种油水乳剂具有较高的渗透通量(290.20 ~ 342.71 L m-2 h-1)和分离效率(98.34 ~ 99.78%)。PVDF-PCT-Cu膜还具有优异的抗油垢性能(通量回收率为91.19%),在酸性、碱性和生理盐水条件下具有化学稳定性,对大肠杆菌和金黄色葡萄球菌具有很强的抗菌活性。在实际的食品含油废水处理中,PVDF-PCT-Cu膜的分离效率达到90.87%以上,显著降低了污染物,提高了透明度,在食品含油废水处理中具有很大的潜力。
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引用次数: 0
Light intensity drives the antibiotic resistome in plant-soil systems through plant-microbe molecular-metabolic networks and microbial community assembly 光强通过植物-微生物分子代谢网络和微生物群落组装驱动植物-土壤系统中的抗生素抗性组
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-02-02 DOI: 10.1016/j.jhazmat.2026.141329
Ping Chen, Peng Li, Dong Zhang, Yiliang He
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引用次数: 0
Mercury in Antarctic vegetation as an indicator of uptake routes and bioavailable forms 南极植被中的汞作为吸收途径和生物可利用形式的指标
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-02-02 DOI: 10.1016/j.jhazmat.2026.141355
Aleksandra Cichecka, Dominika Saniewska, Patrycja Płońska, Iga Nehring, Piotr Paneth, Michał Saniewski
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引用次数: 0
Dual-functionalized wood fibers with region-specific wettability for switchable oil/water separation systems 具有区域特定润湿性的双功能化木纤维,适用于可切换的油/水分离系统
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-02-02 DOI: 10.1016/j.jhazmat.2026.141363
Ya-nan Wang, Jiali Wu, Qingchun Xia, Xinrui Ye, Guge Niku, Hao Chen, Yujia Wang
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引用次数: 0
A promising biotic ligand model for predicting the phytotoxicity of hexavalent chromium (Cr(VI)) during seawater intrusion: Roles of sulfate, chloride, and Cr(VI) species 预测海水入侵过程中六价铬(Cr(VI))植物毒性的生物配体模型:硫酸盐、氯化物和Cr(VI)物种的作用
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-02-02 DOI: 10.1016/j.jhazmat.2026.141347
Linheng Chen, Keying Zheng, Yibing Ma, Dong Zhu, Yang Wu, Tongxu Liu, Songxiong Zhong, Ying Li
Rapid global climate change causes seawater intrusion (SWI) and soil salinization, significantly altering the environmental behavior of heavy metals. However, the toxicity and related mechanisms of heavy metals under such conditions remain unclear. Herein, the effects of salinity and independent salt ions on the toxicity of hexavalent chromium (Cr(VI)) to barley root elongation were systematically investigated and an optimized biotic ligand model (BLM) was developed for Cr(VI) phytotoxicity prediction. The results reveal a nonlinear salinity-dependent Cr(VI) phytotoxicity. Specifically, toxicity decreases by 30% as the salinity increases from 0.05‰ to 1‰, and reaches a minimum at 1‰, but increases up to 3-fold at high salinity (8‰). This transition is attributed to the opposite effects of sulfate (SO42-) and chloride (Cl-) ions, as univariate experiments demonstrate that SO42- substantially inhibits Cr(VI) phytotoxicity, while Cl- exhibits a synergistic effect. Thus, the optimized Cr(VI)-BLM (R2 = 0.95, RMSE = 7.71%) was developed by incorporating the effects of salt ions (SO42- and Cl-) and main toxic Cr(VI) species (chromate (CrO42-) and sodium chromate (NaCrO4-)), achieving substantially improved prediction accuracy compared with the traditional free ion activity model (FIAM) (R2 = 0.87, RMSE = 12.53%). Furthermore, the optimized Cr(VI)-BLM was applied to quantify the toxic potency of different Cr(VI) species (CrO42-, hydrogen chromate (HCrO4-), and NaCrO4-) and confirm main toxic Cr(VI) species shifts from CrO42- to NaCrO4- with increasing salinity. These findings provide a critical theoretical foundation for ecological risk assessment of Cr(VI) in coastal areas under climate-induced SWI and soil salinization.
快速的全球气候变化导致海水入侵和土壤盐碱化,显著改变了重金属的环境行为。然而,在这种条件下重金属的毒性及其相关机制尚不清楚。本文系统研究了盐度和独立盐离子对六价铬(Cr(VI))对大麦根伸长毒性的影响,并建立了一个优化的生物配体模型(BLM)用于预测Cr(VI)的植物毒性。结果表明,Cr(VI)具有非线性的盐依赖性植物毒性。具体来说,当盐度从0.05‰增加到1‰时,毒性下降30%,在1‰时达到最小值,但在高盐度(8‰)时毒性增加3倍。这种转变归因于硫酸盐(SO42-)和氯离子(Cl-)的相反作用,因为单变量实验表明,SO42-基本上抑制了Cr(VI)植物毒性,而Cl-则表现出协同作用。因此,考虑盐离子(SO42-和Cl-)和主要有毒Cr(VI)物质(铬酸盐(CrO42-)和铬酸钠(NaCrO4-))的影响,建立了优化的Cr(VI)- blm模型(R2 = 0.95, RMSE = 7.71%),与传统的自由离子活性模型(FIAM) (R2 = 0.87, RMSE = 12.53%)相比,预测精度有了显著提高。此外,利用优化后的Cr(VI)- blm定量分析了不同Cr(VI)物质(CrO42-、氢铬酸盐(HCrO4-)和NaCrO4-)的毒性,证实了随着盐度的增加,主要毒性物质Cr(VI)物质从CrO42-向NaCrO4-转移。这些研究结果为气候诱导SWI和土壤盐渍化条件下沿海地区Cr(VI)生态风险评价提供了重要的理论基础。
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引用次数: 0
Technetium-99: Sources, Transport, Bioaccumulation, and Trophic Transfer in Marine Ecosystem 锝-99:海洋生态系统的来源、运输、生物积累和营养转移
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-02-02 DOI: 10.1016/j.jhazmat.2026.141333
Pei Su, Idrees Ur Rehma, Wanyu Wang, Xiaoming Lou, Yiyao Cao, Lei Xu
Technetium-99 (99Tc) contamination in marine environment is garnering increasing global concern, primarily due to its increasing releases from nuclear-contaminated water and spent fuel reprocessing activities. 99Tc with long half-life predominantly exists as TcO₄⁻ in marine environment, having high solubility and strong mobility in seawater, posing a serious risk to marine ecosystems. Although pollution status and accumulation behaviors of 99Tc in marine organisms have been reported, they have great limitations regarding the specific accumulation and transfer mechanisms within marine food chain. Herein, we critically synthesized the sources, geochemical distribution, transport behaviors, and biological transfer of 99Tc in marine environments, with emphasis on the microbially mediated redox processes that regulate the fate and bioavailability of 99Tc. We showed that the Irish Sea was among the ocean regions most impacted by 99Tc contamination and its concentration was up to 550 mBq L⁻¹. Additionally, we had reviewed the research achievements of 99Tc distribution in marine ecosystems, focusing on its bioaccumulation mechanisms in marine organisms like brown algae, holding the highest distribution concentration of 99Tc (19,700 Bq kg⁻¹). Notably, trophic transfer efficiency (TTE) and food chain transfer factor (FCTF) values were defined to evaluate the food-web transfer behaviors of 99Tc among different marine species. The highest TTE value (31.65%) was observed in the transfer from crustaceans to mollusks, while the highest FCTF value (49.86%) was found in the transfer from brown algae to crustacean. Future perspectives were also proposed for advancing the deep understanding of 99Tc contamination in marine ecosystems.
海洋环境中的锝-99 (99Tc)污染正引起全球越来越多的关注,主要是由于受核污染的水和乏燃料后处理活动释放的锝-99越来越多。99Tc的半衰期长,主要以TcO₄形式存在于海洋环境中,在海水中溶解度高,流动性强,对海洋生态系统造成严重威胁。虽然已有99Tc在海洋生物中的污染现状和积累行为的报道,但在海洋食物链中的具体积累和转移机制方面存在很大的局限性。本文对海洋环境中99Tc的来源、地球化学分布、运输行为和生物转移进行了综合分析,重点研究了微生物介导的氧化还原过程对99Tc的命运和生物利用度的调节作用。我们发现爱尔兰海是受99Tc污染影响最严重的海洋区域之一,其浓度高达550 mBq L⁻¹。此外,我们还回顾了99Tc在海洋生态系统中分布的研究成果,重点介绍了99Tc在褐藻等海洋生物中的生物积累机制,其中99Tc的分布浓度最高(19,700 Bq kg⁻¹)。值得注意的是,我们定义了营养转移效率(TTE)和食物链转移因子(FCTF)值,以评估99Tc在不同海洋物种之间的食物网转移行为。甲壳类动物向软体动物转移的总转化率最高(31.65%),褐藻向甲壳类动物转移的总转化率最高(49.86%)。展望未来,进一步深入了解99Tc污染对海洋生态系统的影响。
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引用次数: 0
Soil mineral-mediated controls on Mn(III) oxidative reactivity 土壤矿物质对锰(III)氧化反应性的调控
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-02-02 DOI: 10.1016/j.jhazmat.2026.141334
Tra My Bui Thi, Tao Chen, Tao Luo, Jean-François Boily, Khalil Hanna
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引用次数: 0
PFAS-Driven Modulation of Algal Organic Matter Enhances Dissolved Organic Matter Reactivity and Disinfection By-Product Formation: Mechanistic Elucidation via Multi-Spectroscopic Analysis, and Mitigation by Coagulation and Nanofiltration pfas驱动的藻类有机物调节增强溶解有机物的反应性和消毒副产物的形成:通过多光谱分析的机制阐明,以及通过混凝和纳滤的缓解
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-02-02 DOI: 10.1016/j.jhazmat.2026.141343
Mian Jawaduddin, Zhaoyang Su, Sajid Rashid, Muhammad Saboor Siddique, Nigel Graham, Wenzheng Yu
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引用次数: 0
From hydrogeochemical genesis to public health risk: unveiling the links between geogenic arsenic, fluoride, and iodine in groundwater 从水文地球化学成因到公共健康风险:揭示地下水中地质砷、氟化物和碘之间的联系
IF 13.6 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-02-02 DOI: 10.1016/j.jhazmat.2026.141360
Furong Yu, Ao Li, Rui Li, Lin Wu, Deng Pan
Elucidating the formation mechanism of geogenic contaminated groundwater (GCG), mainly polluted by arsenic (As), fluorine (F) and iodine (I), is crucial for elucidating relevant processes and improving water quality. The study focused on the Huang-Huai-Hai Plain in Henan Province, China, using 484 groundwater samples collected repeatedly from 2020 to 2022 combined with hydrogeochemical analysis and Positive Matrix Factorization (PMF) to identify GCG characteristics, controlling mechanisms, and health risks. Results indicated that the groundwater ranged from weakly acidic to alkaline, with confined water being predominantly weakly alkaline to alkaline, and exhibited high salinity. Groundwater with high concentrations of As, F, and I was predominantly found in alluvial and fluvial zones. Groundwater chemical composition is affected by evaporation and water-rock interaction, and the primary types of low-quality groundwater are mainly the evaporation-concentration and burial-dissolution types. Spatial analysis indicates the distribution of As, F, and I poisoning villages corresponds with areas of high-As, high-F, and high-I groundwater. Groundwater pollution poses the highest non-carcinogenic risk for children, and high-As groundwater poses the highest carcinogenic risk to this group. Additionally, potential endemic goiter areas are mainly in the flood plain. These findings indicate that groundwater safety is intrinsically linked to endemic diseases. Mitigating health risks necessitates targeted groundwater treatment, prioritized monitoring of high-risk zones, and integrated management of GCG influences to ensure safe water access for vulnerable communities.
阐明以砷(As)、氟(F)和碘(I)污染为主的地源性污染地下水(GCG)的形成机制,对阐明相关过程和改善水质具有重要意义。本研究以河南省黄淮海平原为研究对象,利用2020 - 2022年重复采集的484份地下水样本,结合水文地球化学分析和正矩阵分解(PMF)方法,识别GCG特征、控制机制和健康风险。结果表明:地下水呈弱酸性至碱性,承压水以弱碱性至碱性为主,盐度较高;含有高浓度砷、氟和碘的地下水主要分布在冲积带和河流带。地下水化学成分受蒸发和水岩相互作用的影响,低质量地下水主要类型为蒸发浓缩型和埋藏溶蚀型。空间分析表明,As、F、I中毒村的分布与高As、高F、高I地下水分布区域相对应。地下水污染对儿童的非致癌风险最高,而高砷地下水对这一群体的致癌风险最高。此外,潜在的地方性甲状腺肿区主要在洪泛平原。这些发现表明,地下水安全与地方性疾病有着内在联系。要减轻健康风险,就必须有针对性地处理地下水,优先监测高风险地区,并综合管理GCG的影响,以确保脆弱社区获得安全用水。
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引用次数: 0
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Journal of Hazardous Materials
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