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Hematite-facilitated microbial ammoxidation for enhanced nitrogen removal in constructed wetlands 利用赤铁矿促进微生物氨氧化作用,提高人工湿地的脱氮效果
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2024-03-28 DOI: 10.1007/s11783-024-1842-1
Hao Qin, Wenbo Nie, Duo Yi, Dongxu Yang, Mengli Chen, Tao Liu, Yi Chen

Constructed wetlands (CWs) are widely applied for decentralized wastewater treatment. However, achieving efficient removal of ammonia (({rm{N}}{{rm{H}}_4}^ + - {rm{N}})) has proven challenging due to insufficient oxygen. In this study, natural hematite (Fe2O3) was employed as a CW substrate (H-CWs) for the first time to drive anaerobic ammonia oxidation coupled with iron(III) reduction (Feammox). Compared to gravel constructed wetlands (G-CWs), ammonia removal was enhanced by 38.14% to 54.03% and nitrous oxide (N2O) emissions were reduced by 34.60% in H-CWs. The synergistic removal of ammonia and nitrate by H-CWs also resulted in the absence of ammoxidation by-products. Inhibitor and 15N isotope tracer incubations showed that Feammox accounting for approximately 40% of all ammonia removal in the H-CWs. The enrichment of iron phosphate (Fe3Fe4(PO4)6) promoted the accumulation of the Feammox intermediate compound FeOOH. Microbial nanowires were observed on the surface of H-CW substrates as well, suggesting that the observed biological ammoxidation was most likely related to extracellular electron transfer (EET). Microbial and metagenomics analysis revealed that H-CWs elevated the integrity and enhanced the abundance of functional microorganisms and genes associated with nitrogen metabolism. Overall, the efficient ammonia removal in the absence of O2 together with a reduction in N2O emissions as described in this study may provide useful guidance for hematite-mediated anaerobic ammonia removal in CWs.

建造湿地(CWs)被广泛应用于分散式污水处理。然而,由于氧气不足,实现高效去除氨氮({rm{N}}{rm{H}}_4}^ + - {rm{N}})具有挑战性。在本研究中,首次采用天然赤铁矿(Fe2O3)作为化武基质(H-CWs)来驱动厌氧氨氧化和铁(III)还原(Feammox)。与砾石建造的湿地(G-CWs)相比,H-CWs 的氨氮去除率提高了 38.14% 至 54.03%,氧化亚氮(N2O)排放量减少了 34.60%。H-CWs 对氨和硝酸盐的协同去除还导致没有氨氧化副产物。抑制剂和 15N 同位素示踪培养表明,在 H-CWs 中,Feammox 约占所有氨去除量的 40%。磷酸铁(Fe3Fe4(PO4)6)的富集促进了 Feammox 中间化合物 FeOOH 的积累。在 H-CW 基质表面还观察到了微生物纳米线,这表明所观察到的生物胺氧化很可能与细胞外电子转移(EET)有关。微生物和元基因组学分析表明,H-CW 提高了功能微生物和氮代谢相关基因的完整性和丰度。总之,本研究中描述的在无氧气条件下高效去除氨气以及减少一氧化二氮排放的情况,可为赤铁矿介导的化武厌氧去除氨气提供有用的指导。
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引用次数: 0
Research progress and prospect of low-carbon biological technology for nitrate removal in wastewater treatment 低碳生物技术在污水处理中去除硝酸盐的研究进展与展望
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2024-03-25 DOI: 10.1007/s11783-024-1840-3
Ru Zheng, Kuo Zhang, Lingrui Kong, Sitong Liu

Wastewater treatment plants are the major energy consumers and significant sources of greenhouse gas emissions, among which biological nitrogen removal of wastewater is an important contributor to carbon emissions. However, traditional heterotrophic denitrification still has the problems of excessive residual sludge and the requirement of external carbon sources. Consequently, the development of innovative low-carbon nitrate removal technologies is necessary. This review outlines the key roles of sulfur autotrophic denitrification and hydrogen autotrophic denitrification in low-carbon wastewater treatment. The discovered nitrate/nitrite dependent anaerobic methane oxidation enables sustainable methane emission reduction and nitrogen removal by utilizing available methane in situ. Photosynthetic microorganisms exhibited a promising potential to achieve carbon-negative nitrate removal. Specifically, the algal-bacterial symbiosis system and photogranules offer effective and prospective low-carbon options for nitrogen removal. Then, the emerging nitrate removal technology of photoelectrotrophic denitrification and the underlying photoelectron transfer mechanisms are discussed. Finally, we summarize and prospect these technologies, highlighting that solar-driven biological nitrogen removal technology is a promising area for future sustainable wastewater treatment. This review has important guiding significance for the design of low-carbon wastewater treatment systems.

污水处理厂是能源消耗大户和温室气体排放的重要来源,其中污水生物脱氮是碳排放的重要贡献者。然而,传统的异养反硝化技术仍然存在剩余污泥过多和需要外部碳源的问题。因此,有必要开发创新的低碳硝酸盐去除技术。本综述概述了硫自养反硝化和氢自养反硝化在低碳废水处理中的关键作用。所发现的硝酸盐/亚硝酸盐依赖性厌氧甲烷氧化技术可就地利用可用甲烷,实现可持续的甲烷减排和脱氮。光合微生物在实现负碳硝酸盐去除方面表现出巨大潜力。具体而言,藻类-细菌共生系统和光粒体为脱氮提供了有效而有前景的低碳选择。然后,我们讨论了光电营养反硝化这一新兴的硝酸盐去除技术及其背后的光电子转移机制。最后,我们对这些技术进行了总结和展望,强调太阳能驱动的生物脱氮技术是未来可持续污水处理的一个前景广阔的领域。本综述对低碳废水处理系统的设计具有重要的指导意义。
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引用次数: 0
Scientific and technological innovations of wastewater treatment in China 中国污水处理的科技创新
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2024-03-20 DOI: 10.1007/s11783-024-1832-3

Abstract

The “dual-carbon” strategy promotes the development of the wastewater treatment sector and is an important tool for leading science and technology innovations. Based on the global climate change and the new policies introduced by China, this paper described the new needs for the development of wastewater treatment science and technology. It offered a retrospective analysis of the historical trajectory of scientific and technological advancements in this field. Utilizing bibliometrics, it delineated the research hotspots within wastewater treatment, notably highlighting materials genomics, artificial intelligence, and synthetic biology. Furthermore, it posited that, in the future, the field of wastewater treatment should follow the paths of technological innovations with multi-dimensional needs, such as carbon reduction, pollution reduction, health, standardisation, and intellectualisation. The purpose of this paper was to provide references and suggestions for scientific and technological innovations in the field of wastewater treatment, and to contribute to the common endeavor of moving toward a Pollution-Free Planet.

摘要 "双碳 "战略促进了污水处理行业的发展,是引领科技创新的重要手段。基于全球气候变化和中国出台的新政策,本文阐述了污水处理科技发展的新需求。它对该领域科技进步的历史轨迹进行了回顾性分析。文章利用文献计量学,对污水处理领域的研究热点进行了划分,特别强调了材料基因组学、人工智能和合成生物学。此外,论文还提出,未来废水处理领域应遵循多维需求的技术创新路径,如碳减排、污染减排、健康、标准化和智能化。本文旨在为废水处理领域的科技创新提供参考和建议,并为迈向无污染地球的共同努力做出贡献。
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引用次数: 0
A systematic review of the inequality of health burdens related to climate change 与气候变化相关的健康负担不平等问题的系统性审查
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2024-03-11 DOI: 10.1007/s11783-024-1823-4
Xinke Song, Shihui Zhang, Hai Huang, Qun Ding, Fang Guo, Yaxin Zhang, Jin Li, Mingyu Li, Wenjia Cai, Can Wang

Climate change significantly impacts human health, exacerbating existing health inequalities and creating new ones. This study addresses the lack of systematic review in this area by analyzing 2440 publications, focusing on four key terms: health, disparities, environmental factors, and climate change. Strict inclusion criteria limited the selection to English-language, peer-reviewed articles related to climate health hazards, ensuring the relevance and rigor of the synthesized studies. This process synthesized 65 relevant studies. Our investigation revealed that recent research, predominantly from developed countries, has broadened its scope beyond temperature-related impacts to encompass diverse climate hazards, including droughts, extreme weather, floods, mental health issues, and the intersecting effects of Coronavirus Disease 2019. Research has highlighted exposure as the most studied element in the causal chain of climate change-related health inequalities, followed by adaptive capability and inherent sensitivity. The most significant vulnerabilities were observed among populations with low socioeconomic status, ethnic minorities, and women. The study further reveals research biases and methodological limitations, such as the paucity of attention to underdeveloped regions, a narrow focus on non-temperature-related hazards, challenges in attributing climate change effects, and a deficit of large-scale empirical studies. The findings call for more innovative research approaches and a holistic integration of physical, socio-political, and economic dimensions to enrich climate-health discourse and inform equitable policy-making.

气候变化严重影响人类健康,加剧了现有的健康不平等现象,并产生了新的不平等现象。本研究分析了 2440 篇出版物,重点关注四个关键术语:健康、差异、环境因素和气候变化,以解决该领域缺乏系统性综述的问题。严格的纳入标准将选择范围限制在与气候健康危害相关的英文同行评审文章,以确保综合研究的相关性和严谨性。这一过程综合了 65 项相关研究。我们的调查显示,最近的研究(主要来自发达国家)已将范围从与气温相关的影响扩大到各种气候灾害,包括干旱、极端天气、洪水、心理健康问题以及 2019 年冠状病毒疾病的交叉影响。研究强调,暴露是气候变化相关健康不平等因果链中研究最多的因素,其次是适应能力和内在敏感性。在社会经济地位低下的人群、少数民族和妇女中观察到了最明显的脆弱性。研究进一步揭示了研究的偏差和方法上的局限性,如对欠发达地区的关注不足、对与温度无关的危害的关注狭窄、气候变化影响归因方面的挑战以及缺乏大规模的实证研究。研究结果呼吁采用更具创新性的研究方法,并全面整合物理、社会政治和经济层面,以丰富气候健康论述,为公平决策提供信息。
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引用次数: 0
One-year observation of the mixing states of oxygenated organics-containing single particles in Guangzhou, China 对中国广州含氧有机物单颗粒物混合状态的一年观测
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2024-03-11 DOI: 10.1007/s11783-024-1824-3

Abstract

Oxygenated organic molecules (OOMs) play an important role in the formation of secondary organic aerosols (SOAs), but the mixing states of OOMs are still unclear. This study investigates the mixing states of OOM-containing single particles from the measurements taken using a single particle aerosol mass spectrometer in Guangzhou, China in 2022. Generally, the particle counts of OOM particles and the mass concentration of secondary organic carbon (SOC) exhibited similar temporal trends throughout the entire year. The OOM particles were consistently enriched in secondary ions, including 16O, 26CN, 46NO2, 62NO3, and 97HSO4. In contrast, the number fractions and diurnal patterns of OOM particles among the total detected particles showed similar distributions in August and October; however, the SOC ratios in fine particulate matter were quite different, suggesting that there were different mixing states of single-particle oxygenated organics. In addition, further classification results indicated that the OOM particles were more aged in October than August, even though the SOC ratios were higher in August. Furthermore, the distribution of hydrocarbon fragments exhibited a notable decrease from January to October, emphasizing the more aged state of the organics in October. In addition, the sharp increase in elemental carbon (EC)-OOM particles in the afternoon in October suggests the potential role of EC in the aging process of organics. Overall, in contrast to the bulk analysis of SOC mass concentration, the mixing states of the OOM particles provide insights into the formation process of SOAs in field studies.

摘要 含氧有机分子(OOMs)在二次有机气溶胶(SOAs)的形成过程中发挥着重要作用,但其混合状态尚不清楚。本研究通过 2022 年在中国广州使用单颗粒气溶胶质谱仪进行的测量,研究了含 OOM 的单颗粒的混合状态。总体而言,OOM 颗粒的粒子数和二次有机碳(SOC)的质量浓度在全年呈现出相似的时间趋势。OOM 颗粒中始终富含二次离子,包括 16O-、26CN-、46NO2-、62NO3- 和 97HSO4-。相比之下,在 8 月和 10 月,OOM 颗粒在检测到的总颗粒物中的数量分数和昼夜变化规律显示出相似的分布;但是,细颗粒物中的 SOC 比率却大不相同,这表明单颗粒含氧有机物存在不同的混合状态。此外,进一步的分类结果表明,尽管 8 月份的 SOC 比率较高,但 10 月份的含氧有机物颗粒比 8 月份更老化。此外,碳氢化合物碎片的分布从 1 月到 10 月出现了明显的减少,这突出表明 10 月份的有机物更加老化。此外,10 月份下午的元素碳(EC)-OOM 颗粒急剧增加,表明元素碳可能在有机物的老化过程中发挥了作用。总之,与有机碳质量浓度的总体分析相比,OOM 颗粒的混合状态有助于了解实地研究中 SOAs 的形成过程。
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引用次数: 0
Highly active copper-intercalated weakly crystallized δ-MnO2 for low-temperature oxidation of CO in dry and humid air 用于在干燥和潮湿空气中低温氧化 CO 的高活性铜掺杂弱结晶 δ-MnO2
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2024-03-05 DOI: 10.1007/s11783-024-1822-5
Hao Zhang, Huinan Li, Pengyi Zhang, Tingxia Hu, Xianjie Wang

Copper intercalated birnessite MnO2 (δ-MnO2) with weak crystallinity and high specific surface area (421 m2/g) was synthesized by a one-pot redox method and investigated for low-temperature CO oxidation. The molar ratio of Cu/Mn was as high as 0.37, which greatly weakened the Mn-O bond and created a lot of low-temperature active oxygen species. In situ DRIFTS revealed strong bonding of copper ions with CO. As-synthesized MnO2-150Cu achieved 100% conversion of 250 ppm CO in normal air (3.1 ppm H2O) even at −10 °C under the weight-hourly space velocity (WHSV) of 150 L/(g·h). In addition, it showed high oxygen storage capacity to oxidize CO in inert atmosphere. Though the concurrent moisture in air significantly inhibited CO adsorption and its conversion at ambient temperature, MnO2-150Cu could stably convert CO in 1.3% moisture air at 70 °C owing to its great low-temperature activity and reduced competitive adsorption of water with increased temperature. This study discovers the excellent low-temperature activity of weakly crystallized δ-MnO2 induced by high content intercalated copper ions.

通过一锅氧化还原法合成了具有弱结晶性和高比表面积(421 m2/g)的铜插层桦烷石 MnO2(δ-MnO2),并研究了其在低温 CO 氧化中的应用。铜/锰摩尔比高达 0.37,大大削弱了 Mn-O 键,产生了大量低温活性氧。原位 DRIFTS 显示铜离子与 CO 有很强的结合力。合成的 MnO2-150Cu 在-10 °C、150 升/(克-小时)的重量小时空间速度(WHSV)条件下,对普通空气中 250 ppm CO(3.1 ppm H2O)的转化率达到 100%。此外,它在惰性气氛中氧化 CO 的储氧能力也很强。虽然在环境温度下,空气中同时存在的水分会严重抑制 CO 的吸附和转化,但由于 MnO2-150Cu 具有极高的低温活性,且随着温度的升高,其对水的竞争性吸附减少,因此它能在 70 °C、含水量为 1.3% 的空气中稳定地转化 CO。这项研究发现了高含量插层铜离子诱导的弱结晶 δ-MnO2 的优异低温活性。
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引用次数: 0
Toward a rapid and convenient nanoplastic quantification method in laboratory-scale study based on fluorescence intensity 基于荧光强度的快速便捷的实验室规模纳米塑料定量方法研究
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2024-02-28 DOI: 10.1007/s11783-024-1821-6

Abstract

The thorough investigation of nanoplastics (NPs) in aqueous environments requires efficient and expeditious quantitative analytical methods that are sensitive to environmentally relevant NP concentrations and convenient to employ. Optical analysis-based quantitative methods have been acknowledged as effective and rapid approaches for quantifying NP concentrations in laboratory-scale studies. Herein, we compared three commonly used optical response indicators, namely fluorescence intensity (FI), ultraviolet absorbance, and turbidity, to assess their performance in quantifying NPs. Furthermore, orthogonal experiments were conducted to evaluate the influence of various water quality parameters on the preferred indicator-based quantification method. The results revealed that FI exhibits the highest correlation coefficient (> 0.99) with NP concentration. Notably, the limit of quantification (LOQ) for various types of NPs is exceptionally low, ranging from 0.0089 to 0.0584 mg/L in ultrapure water, well below environmentally relevant concentrations. Despite variations in water quality parameters such as pH, salinity, suspended solids (SS), and humic acid, a robust relationship between detectable FI and NP concentration was identified. However, an increased matrix, especially SS in water samples, results in an enhanced LOQ for NPs. Nevertheless, the quantitative method remains applicable in real water bodies, especially in drinking water, with NP LOQ as low as 0.0157–0.0711 mg/L. This exceeds the previously reported detectable concentration for 100 nm NPs at 40 µg/mL using surface-enhanced Raman spectroscopy. This study confirms the potential of FI as a reliable indicator for the rapid quantification of NPs in aqueous environments, offering substantial advantages in terms of both convenience and cost-effectiveness.

摘要 要彻底研究水环境中的纳米塑料 (NPs),就需要高效、快速的定量分析方法,这些方法既要对环境相关的 NPs 浓度敏感,又要方便使用。在实验室规模的研究中,基于光学分析的定量方法已被公认为是量化 NP 浓度的有效而快速的方法。在此,我们比较了三种常用的光学响应指标,即荧光强度(FI)、紫外吸收率和浊度,以评估它们在定量 NPs 方面的性能。此外,我们还进行了正交实验,以评估各种水质参数对基于指标的首选定量方法的影响。结果表明,FI 与 NP 浓度的相关系数(> 0.99)最高。值得注意的是,各类 NP 的定量限 (LOQ) 极低,在超纯水中为 0.0089 至 0.0584 mg/L,远低于环境相关浓度。尽管 pH 值、盐度、悬浮固体 (SS) 和腐殖酸等水质参数存在差异,但仍能确定可检测到的 FI 与 NP 浓度之间存在密切关系。然而,基质的增加,尤其是水样中 SS 的增加,会导致 NP 的 LOQ 提高。尽管如此,该定量方法仍然适用于实际水体,尤其是饮用水,其 NP LOQ 低至 0.0157-0.0711 mg/L。这超过了之前报道的使用表面增强拉曼光谱法检测到的 40 µg/mL 的 100 nm NPs 检测浓度。这项研究证实了 FI 作为快速定量水环境中 NPs 的可靠指标的潜力,在方便性和成本效益方面都具有很大的优势。
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引用次数: 0
The variation of DOM during long distance water transport by the China South to North Water Diversion Scheme and impact on drinking water treatment 南水北调长距离输水过程中 DOM 的变化及对饮用水处理的影响
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2024-02-11 DOI: 10.1007/s11783-024-1819-0
Hankun Yang, Yujuan Li, Hongyu Liu, Nigel J. D. Graham, Xue Wu, Jiawei Hou, Mengjie Liu, Wenyu Wang, Wenzheng Yu

In this study, samples were taken from three locations, upstream to downstream, along the central route project of the China South to North Water Diversion (SNWD) scheme in summer and winter. These were used to reveal the variations of dissolved organic matter (DOM) during the water transfer process, and the effects of these variations on drinking water treatment and disinfection by-products formation potential (DBPs-FP). The results showed that polysaccharides accumulate in summer and reduce in winter with flow distance, which has an important effect on the overall properties of DOM, as well as on the performance of coagulation, ultrafiltration, and the formation of DBPs. Humic substances, and their hydrophilic content, also increased in summer and decreased in winter with flow distance. In contrast, the concentration of small organic substances (MW ⩽ 1000 Da) increased in both summer and winter with flow distance, which affected both nanofiltration (NF) membrane fouling and DBPs-FP. The results provide a useful case study of spatial and temporal changes in raw water DOM during long distance water transfer and their impact on the treatment and quality of drinking water from the SNWD.

本研究在夏季和冬季从中国南水北调(SNWD)计划中央线路工程沿线从上游到下游的三个地点采集了样本。这些样本用于揭示输水过程中溶解有机物(DOM)的变化,以及这些变化对饮用水处理和消毒副产物形成潜力(DBPs-FP)的影响。研究结果表明,多糖类物质会随着水流距离的增加而在夏季积累、在冬季减少,这对溶解有机物的整体特性以及混凝、超滤性能和 DBPs 的形成都有重要影响。随着水流距离的增加,腐殖质及其亲水性含量也在夏季增加,冬季减少。相比之下,小分子有机物质(截留分子量 ⩽ 1000 Da)的浓度在夏季和冬季都会随着流动距离的增加而增加,从而影响纳滤膜污垢和 DBPs-FP 的形成。这些结果为研究远距离输水过程中原水 DOM 的时空变化及其对南水北调中线工程饮用水处理和水质的影响提供了一个有用的案例。
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引用次数: 0
Appraisal of pollution and health risks associated with coal mine contaminated soil using multimodal statistical and Fuzzy-TOPSIS approaches 使用多模式统计和模糊-TOPSIS方法评估煤矿污染土壤的污染和健康风险
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2024-02-10 DOI: 10.1007/s11783-024-1820-7

Abstract

The present study assesses the concentration, probabilistic risk, source classification, and dietary risk arising from heavy metal (HMs) pollution in agricultural soils affected by coal mining in eastern part of India. Analyses of soil and rice plant indicated significantly elevated levels of HMs beyond the permissible limit in the contaminated zones (zone 1: PbSoil: 108.24 ± 72.97, CuSoil: 57.26 ± 23.91, CdSoil: 8.44 ± 2.76, CrSoil: 180.05 ± 46.90, NiSoil: 70.79 ± 25.06 mg/kg; PbGrain: 0.96 ± 0.8, CuGrain: 8.6 ± 5.1, CdGrain: 0.65 ± 0.42, CrGrain: 4.78 ± 1.89, NiGrain: 11.74 ± 4.38 mg/kg. zone 2: PbSoil: 139.56 ± 69.46, CuSoil: 69.89 ± 19.86, CdSoil: 8.95 ± 2.57, CrSoil: 245.46 ± 70.66, NiSoil: 95.46 ± 22.89 mg/kg; PbGrain: 1.27 ± 0.84, CuGrain: 7.9 ± 4.57, CdGrain: 0.76 ± 0.43, CrGrain: 8.6 ± 1.58, NiGrain: 11.50 ± 2.46 mg/kg) compared to the uncontaminated zone (zone 3). Carcinogenic and non-carcinogenic health risks were computed based on the HMs concentration in the soil and rice grain, with Pb, Cr, and Ni identified as posing a high risk to human health. Monte Carlo simulation, the solubility-free ion activity model (FIAM), and severity adjusted margin of exposure (SAMOE) were employed to predict health risk. FIAM hazard quotient (HQ) values for Ni, Cr, Cd, and Pb were > 1, indicating a significant non-carcinogenic risk. SAMOE (risk thermometer) results for contaminated zones ranged from low to moderate risk (CrSAMOE: 0.05, and NiSAMOE: 0.03). Fuzzy-TOPSIS and variable importance plots (from random forest) showed that Ni and Cr were mostly responsible for the toxicity in the rice plant, respectively. A self-organizing map for source classification revealed common origin for the studied HMs with zone 2 exhibiting the highest contamination. The positive matrix factorization model for the source apportionment identified coal mining and transportation as the predominant sources of HMs. Spatial distribution analysis indicated higher contamination near mining sites as compared to distant sampling sites. Consequently, this study will aid environmental scientists and policymakers controlling HM pollution in agricultural soils near coal mines.

摘要 本研究评估了印度东部受煤矿开采影响的农业土壤中重金属(HMs)污染的浓度、概率风险、来源分类和膳食风险。对土壤和水稻植株的分析表明,受污染区域的重金属含量明显高于允许限值(1 号区域:108.24%;2 号区域:108.24%;3 号区域:108.24%;4 号区域:108.24%):土壤:108.24 ± 72.97 毫克/千克;土壤:57.26 ± 23.91 毫克/千克;土壤:8.44 ± 2.76 毫克/千克;土壤:180.05 ± 46.90 毫克/千克;土壤:70.79 ± 25.06 mg/kg;PbGrain:0.96 ± 0.8,CuGrain:8.6 ± 5.1,CdGrain:0.65 ± 0.42,CrGrain:4.78 ± 1.89,NiGrain:11.74 ± 4.38 mg/kg:PbSoil: 139.56 ± 69.46, CuSoil: 69.89 ± 19.86, CdSoil: 8.95 ± 2.57, CrSoil: 245.46 ± 70.66, NiSoil: 95.46 ± 22.89 mg/kg; PbGrain: 1.27 ± 0.84, CuGrain: 7.9 ± 4.57, CdGrain: 0.76 ± 0.43, CrGrain: 8.6 ± 1.58, NiGrain: 11.50 ± 2.46 mg/kg)。根据土壤和稻谷中的 HMs 浓度计算了致癌和非致癌健康风险,其中铅、铬和镍对人体健康的风险较高。采用蒙特卡罗模拟、无溶解度离子活度模型(FIAM)和严重程度调整暴露余量(SAMOE)来预测健康风险。镍、铬、镉和铅的无溶解度离子活度模型危险商数(HQ)值为 1,表明存在重大的非致癌风险。污染区的 SAMOE(风险温度计)结果从低风险到中度风险不等(CrSAMOE:0.05,NiSAMOE:0.03)。模糊-TOPSIS 和变量重要性图(来自随机森林)显示,镍和铬分别是造成水稻植株中毒的主要原因。用于来源分类的自组织图显示了所研究的 HMs 的共同来源,其中 2 区的污染程度最高。通过正矩阵因式分解模型进行来源分配,发现煤矿开采和运输是主要的 HMs 来源。空间分布分析表明,采矿点附近的污染程度高于远处的采样点。因此,这项研究将有助于环境科学家和政策制定者控制煤矿附近农业土壤中的 HMs 污染。
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引用次数: 0
Bolstering integrity in environmental data science and machine learning requires understanding socioecological inequity 加强环境数据科学和机器学习的完整性需要了解社会生态不平等现象
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2024-02-08 DOI: 10.1007/s11783-024-1825-2
Joe F. Bozeman

Socioecological inequity in environmental data science—such as inequities deriving from data-driven approaches and machine learning (ML)—are current issues subject to debate and evolution. There is growing consensus around embedding equity throughout all research and design domains—from inception to administration, while also addressing procedural, distributive, and recognitional factors. Yet, practically doing so may seem onerous or daunting to some. The current perspective helps to alleviate these types of concerns by providing substantiation for the connection between environmental data science and socioecological inequity, using the Systemic Equity Framework, and provides the foundation for a paradigmatic shift toward normalizing the use of equity-centered approaches in environmental data science and ML settings. Bolstering the integrity of environmental data science and ML is just beginning from an equity-centered tool development and rigorous application standpoint. To this end, this perspective also provides relevant future directions and challenges by overviewing some meaningful tools and strategies—such as applying the Wells-Du Bois Protocol, employing fairness metrics, and systematically addressing irreproducibility; emerging needs and proposals—such as addressing data-proxy bias and supporting convergence research; and establishes a ten-step path forward. Afterall, the work that environmental scientists and engineers do ultimately affect the well-being of us all.

环境数据科学中的社会生态不平等--如数据驱动方法和机器学习(ML)带来的不平等--是当前需要讨论和演变的问题。越来越多的人达成共识,要将公平贯穿于所有研究和设计领域--从开始到管理,同时还要解决程序、分配和认可等因素。然而,对于某些人来说,实际操作起来可能显得繁重或令人生畏。当前的观点通过使用系统公平框架为环境数据科学与社会生态不公平之间的联系提供证据,并为在环境数据科学和多重L环境中使用以公平为中心的方法实现规范化的范式转变奠定基础,从而帮助减轻这些类型的担忧。从以公平为中心的工具开发和严格应用的角度来看,加强环境数据科学和 ML 的完整性才刚刚开始。为此,本视角还通过概述一些有意义的工具和策略(如应用 Wells-Du Bois 协议、采用公平度量标准和系统地解决不可再现性问题)、新出现的需求和建议(如解决数据代理偏差和支持趋同研究),提供了相关的未来方向和挑战,并确立了十步前进路径。毕竟,环境科学家和工程师的工作最终会影响到我们所有人的福祉。
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Frontiers of Environmental Science & Engineering
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