Goethite

针铁矿
  • 文章类型: Journal Article
    研究供水系统中持久性有机污染物的去向对于预防人类健康风险具有重要意义。铁腐蚀水垢在此类系统中有机物的迁移和转化中的作用尚不清楚。在这里,我们确定羟基(·OH),氯,由于针铁矿(铁腐蚀垢的主要成分)和次氯酸(HClO,pH~7.0时余氯的主要活性氯种类)。·OH主要对阿特拉津的分解有贡献(ATZ,模型化合物)比其他基团更多,产生一系列相对低毒的小分子中间体。由ATZ和HClO的传质组成的简化动力学模型,•OH代,和ATZ在针铁矿表面上的•OH氧化被开发用于模拟WDS中有机化合物的铁腐蚀垢触发的残留氯氧化。通过将拟合结果与实验数据进行比较,对模型进行了验证。此外,该模型全面适用于各种无机离子(Ca2+,Na+,HCO3-,和SO42-)和天然有机物存在。进一步优化,该模型可用于预测WDS中持久性有机污染物在实际环境条件下的迁移和积累。
    Investigating the fate of persistent organic pollutants in water distribution systems (WDSs) is of great significance for preventing human health risks. The role of iron corrosion scales in the migration and transformation of organics in such systems remains unclear. Herein, we determined that hydroxyl (•OH), chlorine, and chlorine oxide radicals are generated by Fenton-like reactions due to the coexistence of oxygen vacancy-related Fe(II) on goethite (a major constituent of iron corrosion scales) and hypochlorous acid (HClO, the main reactive chlorine species of residual chlorine at pH ∼ 7.0). •OH contributed mostly to the decomposition of atrazine (ATZ, model compound) more than other radicals, producing a series of relatively low-toxicity small molecular intermediates. A simplified kinetic model consisting of mass transfer of ATZ and HClO, •OH generation, and ATZ oxidation by •OH on the goethite surface was developed to simulate iron corrosion scale-triggered residual chlorine oxidation of organic compounds in a WDS. The model was validated by comparing the fitting results to the experimental data. Moreover, the model was comprehensively applicable to cases in which various inorganic ions (Ca2+, Na+, HCO3-, and SO42-) and natural organic matter were present. With further optimization, the model may be employed to predict the migration and accumulation of persistent organic pollutants under real environmental conditions in the WDSs.
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  • 文章类型: Journal Article
    在这项研究中,报告了使用3D针铁矿-海绵蛋白修饰的碳糊电极同时测定多巴胺(DA)和色氨酸(TRP)的简便方法。制备的电极对DA和TRP氧化表现出优异的电化学催化活性。使用循环伏安法研究了修饰电极的电化学传感,差分脉冲伏安法,和电化学阻抗谱。通过差分脉冲伏安分析,在28和77mV处观察到两个分离良好的氧化峰,对应于DA和TRP在工作电极上的氧化,具有高达490mV的大峰分离。DA和TRP在其二元混合物中分别和同时测定。因此,发现阳极峰值电流以及DA和TRP的浓度在DA的4-246μM和TRP的2至150μM范围内呈线性。DA和TRP的检出限(S/N=3)低至1.9μM和0.37μM,分别。所提出的传感器成功地用于同时测定人尿液样品中的DA和TRP,回收率令人满意(101%至116%)。
    In this study, a facile approach for simultaneous determination of dopamine (DA) and tryptophan (TRP) using a 3D goethite-spongin-modified carbon paste electrode is reported. The prepared electrode exhibited excellent electrochemical catalytic activity towards DA and TRP oxidation. The electrochemical sensing of the modified electrode was investigated using cyclic voltammetry, differential pulse voltammetry, and electrochemical impedance spectroscopy. Through differential pulse voltammetry analysis, two well-separated oxidation peaks were observed at 28 and 77 mV, corresponding to the oxidation of DA and TRP at the working electrode, with a large peak separation of up to 490 mV. DA and TRP were determined both individually and simultaneously in their dualistic mixture. As a result, the anodic peak currents and the concentrations of DA and TRP were found to exhibit linearity within the ranges of 4-246 μM for DA and 2 to 150 μM for TRP. The detection limits (S/N = 3) as low as 1.9 μM and 0.37 μM were achieved for DA and TRP, respectively. The proposed sensor was successfully applied to the simultaneous determination of DA and TRP in human urine samples with satisfactory recoveries (101% to 116%).
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  • 文章类型: Journal Article
    水稻是最重要的主食作物之一,它容易积累镉(Cd),对健康有负面影响。因此,减少水稻对Cd吸收的方法是必要的。目前,关于硅(Si)和针铁矿共同施用在减轻水稻Cd胁迫中的作用的研究有限。此外,它们联合应用对水稻根中铁菌斑形成影响的具体机制尚不清楚。因此,本研究分析了硅和针铁矿联合施用对生物量的影响,生理应激指标,Cd浓度,和水培试验的水稻铁斑。结果表明,硅和针铁矿共同处理增加了植物的高度和干重,超氧化物歧化酶和过氧化氢酶活性,光合色素浓度,和根活动。此外,这种治疗降低了丙二醛浓度,修复的表皮细胞,根中的Cd浓度降低了57.2%,并使非晶和结晶部分的铁斑数量和Cd浓度分别增加了150.9%和266.2%,分别。非晶态铁板中的Cd/Fe比也增加。我们的发现表明针铁矿是铁斑块形成的原料,Si增强了水稻根系的氧化能力。Si和针铁矿的组合的应用增加了铁板的数量和质量,增强其Cd固定能力。本研究为有效抑制水稻铁斑对Cd的吸收提供了理论依据,提供对Cd污染修复方法的见解。
    Rice is one of the most important staple food crops; however, it is prone to cadmium (Cd) accumulation, which has negative health effects. Therefore, methods to reduce Cd uptake by rice are necessary. At present, there is limited research on the effects of co-application of silicon (Si) and goethite in mitigating Cd stress in rice. Furthermore, the specific mechanisms underlying the effects of their combined application on iron plaque formation in rice roots remain unclear. Therefore, this study analyzed the effects of the combined application of Si and goethite on the biomass, physiological stress indicators, Cd concentration, and iron plaques of rice using hydroponic experiments. The results revealed that co-treatment with both Si and goethite increased the plant height and dry weight, superoxide dismutase and catalase activities, photosynthetic pigment concentration, and root activity. Moreover, this treatment decreased the malondialdehyde concentration, repaired epidermal cells, reduced the Cd concentration in the roots by 57.2 %, and increased the number of iron plaques and Cd concentration by 150.9 % and 266.2 % in the amorphous and crystalline fractions, respectively. The Cd/Fe ratio in amorphous iron plaques also increased. Our findings suggest that goethite serves as a raw material for iron plaque formation, while Si enhances the oxidation capacity of rice roots. The application of a combination of Si and goethite increases the quantity and quality of iron plaques, enhancing its Cd fixation capacity. This study provides theoretical evidence for the effective inhibition of Cd uptake by iron plaques in rice, providing insights into methods for the remediation of Cd contamination.
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  • 文章类型: Journal Article
    在城市化地区,细胞外DNA(exDNA)被怀疑携带具有不良性状的基因,如毒力基因(VGs)或抗生素抗性基因(ARGs),可以通过水平基因转移(HGT)传播。因此,开发新的方法来缓解环境中的exDNA是至关重要的。我们的研究探讨了针铁矿的作用,一种具有高吸附能力的常见铁矿物,在exDNA吸附过程中。我们比较结晶,半结晶,和不同粒径的纳米针铁矿,以实现各种比表面积(SSA)(18.7-161.6m2/g)和孔隙率。我们使用不同链长的DNA分子(DNA大小:<11Kb,<6Kb,和<3Kb),并评估了Ca2和生物大分子对吸附效率和机理的影响。结果表明,孔隙度和孔结构显著影响DNA吸附能力。具有发达的中孔和大孔的针铁矿表现出增强的DNA吸附。DNA在针铁矿界面上的积累导致了系统中的大量聚集,从而形成DNA-针铁矿结合物,表明矿物颗粒之间的桥接。DNA链长度,Ca2+的存在,生物大分子基质也影响吸附能力和机理。DNA和带正电荷的生物大分子或Ca2+之间的相互作用导致DNA压缩,允许更多的DNA在毛孔中积累。然而,高浓度的生物大分子导致针铁矿表面饱和,抑制DNA吸附。吸附后的针铁矿颗粒的AFM成像表明了DNA多层的形成。这项研究促进了对exDNA的环境行为及其与羟基氧化铁的相互作用的理解,为在污水处理厂中开发更有效的去除ARGs的方法提供见解。通过操纵针铁矿的纹理特性,有可能增强exDNA去除,有可能减少城市和工业环境中生物污染的传播。
    In urbanized areas, extracellular DNA (exDNA) is suspected of carrying genes with undesirable traits like virulence genes (VGs) or antibiotic resistance genes (ARGs), which can spread through horizontal gene transfer (HGT). Hence, it is crucial to develop novel approaches for the mitigation of exDNA in the environment. Our research explores the role of goethite, a common iron mineral with high adsorption capabilities, in exDNA adsorption processes. We compare well-crystalline, semi-crystalline, and nano goethites with varying particle sizes to achieve various specific surface areas (SSAs) (18.7-161.6 m2/g) and porosities. We conducted batch adsorption experiments using DNA molecules of varying chain lengths (DNA sizes: <11 Kb, <6 Kb, and <3 Kb) and assessed the impact of Ca2+ and biomacromolecules on the adsorption efficacy and mechanisms. Results show that porosity and pore structure significantly influence DNA adsorption capacity. Goethite with well-developed meso- and macroporosity demonstrated enhanced DNA adsorption. The accumulation of DNA on the goethite interface led to substantial aggregation in the system, thus the formation of DNA-goethite conjugates, indicating the bridging between mineral particles. DNA chain length, the presence of Ca2+, and the biomacromolecule matrix also affected the adsorption capacity and mechanism. Interactions between DNA and positively charged biomacromolecules or Ca2+ led to DNA compaction, allowing greater DNA accumulation in pores. However, a high concentration of biomacromolecules led to the saturation of the goethite surface, inhibiting DNA adsorption. AFM imaging of goethite particles after adsorption suggested the formation of the DNA multilayer. The study advances understanding of the environmental behavior of exDNA and its interaction with iron oxyhydroxides, offering insights into developing more effective methods for ARGs removal in wastewater treatment plants. By manipulating the textural properties of goethite, it\'s possible to enhance exDNA removal, potentially reducing the spread of biocontamination in urban and industrial environments.
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  • 文章类型: Journal Article
    先前的研究已经报道了某些嗜酸性细菌在有氧和厌氧条件下加速针铁矿溶解的作用。这与受酸性矿山排水影响的环境以及褐铁矿红土矿石的潜在生物浸出有关。在这项研究中,天然特征良好的针铁矿矿物样品和合成针铁矿用于好氧和厌氧实验室分批培养培养实验与三价铁还原,嗜酸细菌,包括石质自养物种酸性硫杆菌(At。)氧化硫,At.氧化亚铁,和在。Caldus,以及两株有机异养菌隐窝。所有细菌在整个实验中保持存活,并且在阳性对照测定中有效地减少溶液中的可溶性三价铁。然而,在所有天然针铁矿的实验测定中,针铁矿的溶解程度低到可以忽略不计,而合成针铁矿发生了一些溶解,与以前的出版物一致。结果表明,与元素硫氧化成硫酸相比,在低pH下还原三价铁的微生物活性与针铁矿溶解的相关性较小。微生物三价铁还原可增强但不会引发针铁矿在非常酸性的液体中的溶解。
    Previous studies have reported the role of some species of acidophilic bacteria in accelerating the dissolution of goethite under aerobic and anaerobic conditions. This has relevance for environments impacted by acid mine drainage and for the potential bioleaching of limonitic laterite ores. In this study, natural well-characterized goethite mineral samples and synthetic goethite were used in aerobic and anaerobic laboratory batch culture incubation experiments with ferric iron-reducing, acidophilic bacteria, including the lithoautotrophic species Acidithiobacillus (At.) thiooxidans, At. ferrooxidans, and At. caldus, as well as two strains of the organoheterotrophic species Acidiphilium cryptum. All bacteria remained alive throughout the experiments and efficiently reduced soluble ferric iron in solution in positive control assays. However, goethite dissolution was low to negligible in all experimental assays with natural goethite, while some dissolution occurred with synthetic goethite in agreement with previous publications. The results indicate that ferric iron-reducing microbial activity at low pH is less relevant for goethite dissolution than the oxidation of elemental sulfur to sulfuric acid. Microbial ferric iron reduction enhances but does not initiate goethite dissolution in very acidic liquors.
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  • 文章类型: Journal Article
    羟胺(HA)还原铁可以促进Fenton反应中活性氧(ROS)的生成,在有机污染物的降解中起着至关重要的作用。然而,该系统在更广泛的环境阈值下的性能仍未得到充分理解,特别是在人类活动导致的高碱性环境中。这里,我们评估了溶液pH值对添加HA和H2O2的针铁矿降解有机污染物的影响。固相变化和ROS的产生使用穆斯堡尔谱分析,X射线吸收近边缘结构光谱,和电子顺磁共振分析。这项研究发现,在碱性条件下,该系统可以通过氧介导的自由基产生来持续清除有机污染物。在较低的pH水平,有机污染物分解,例如双酚A(BPA)的分解,主要是由铁促进的芬顿反应驱动的。随着pH值的增加,羟基自由基(·OH)产生减少,伴随着BPA去除效率的下降。然而,pH>9时,BPA的去除效率显著提高。在pH值12时,一小时后BPA的去除率超过了酸性条件下的去除率,这与土壤系统研究中的观察结果一致。不像芬顿的反应,对氧含量不敏感,在碱性条件下BPA的去除仅在好氧条件下发生。H2O2几乎不参与反应,HA的消耗成为BPA分解的关键因素。重要的是,与酸性条件相反,其中BPA的急剧分解主要发生在前10分钟,在碱性条件下BPA的分解在观察的2小时内持续发生直到完全去除。对于自然系统,污染物的修复更多地取决于ROS的活性时间,而不是它们的反应性。因此,这个想法可以参考人为干扰环境中的污染修复策略。
    Reducing iron by hydroxylamine (HA) can promote the generation of reactive oxygen species (ROS) in the Fenton reaction and play a crucial role in the degradation of organic pollutants. However, the performance of this system at wider environmental thresholds is still not sufficiently understood, especially in the highly alkaline environments resulting from human activities. Here, we assessed the impact of solution pH on organic pollutant degradation by goethite with the addition of HA and H2O2. The solid phase variation and ROS generation were analyzed using Mössbauer spectroscopy, X-ray absorption near edge structure spectroscopy, and electron paramagnetic resonance analysis. This study found that under alkaline conditions, the system can continuously scavenge organic pollutants through oxygen-mediated generation of free radicals. At lower pH levels, organic pollutant decomposition, exemplified by the breakdown of bisphenol A (BPA), is primarily driven by the Fenton reaction facilitated by iron. As pH increases, hydroxyl radical (•OH) production decreases, accompanied by decreased BPA removal efficiency. However, the removal efficiency of BPA increased significantly at pH > 9. At pH 12, the removal of BPA exceeded that of the acidic condition after one hour, which is consistent with observations in soil system studies. Unlike the Fenton reaction, which is not sensitive to oxygen content, the removal of BPA under alkaline conditions occurs only under aerobic conditions. H2O2 is hardly involved in the reaction, and the depletion of HA becomes a critical factor in the decomposition of BPA. Importantly, in contrast to acidic conditions, where the dramatic decomposition of BPA occurs mainly in the first 10 min, the decomposition of BPA under alkaline conditions continued to occur over the 2 h of observation until complete removal. For natural systems, the remediation of pollutants depends more on the active time of ROS than on their reactivity. Therefore, this idea can reference pollution remediation strategies in anthropogenically disturbed environments.
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  • 文章类型: Journal Article
    污染物的共同暴露土壤研究对于适当的生态风险评估是必要的。这里,我们在实验室条件下,在使用Eiseniaandrei蚯蚓的短期人工土壤测定中,研究了金属氧化物纳米颗粒(ZnONPs或针铁矿NPs)与杀虫剂毒死蜱(CPF)的两组分混合物的影响。我们通过扫描电子显微镜表征了NP及其混合物,原子力显微镜,动态光散射和zeta电位,并评估了对金属积累的影响,氧化应激酶,和神经毒性相关的生物标志物在单一和联合毒性试验。在72小时和7天的单一和联合暴露(ZnONPsCPF)中,与对照相比,暴露于ZnONPs增加了Zn水平,分别。相比之下,没有迹象表明暴露于针铁矿NP的生物体中的铁增加。对氧化应激生物标志物的最显著影响之一是通过单次暴露于针铁矿NP而产生的,表明蠕虫对针铁矿NP比对ZnONP更敏感。乙酰胆碱酯酶和羧酸酯酶活性表明,单独的ZnONPs对蚯蚓没有神经毒性,但在单一CPF和ZnONPs+CPF暴露后观察到相似程度的抑制。发现过氧化氢酶和超氧化物歧化酶(针铁矿NP)和谷胱甘肽S-转移酶(ZnONP)活性的单次暴露和联合暴露之间存在差异,主要在72小时。这些发现表明有必要评估土壤中NPs与共存污染物的混合物,金属氧化物NPs的性质和暴露时间是评估联合毒性时要考虑的相关因素,因为它可能对生态毒理学风险评估产生影响。
    Co-exposure soil studies of pollutants are necessary for an appropriate ecological risk assessment. Here, we examined the effects of two-component mixtures of metal oxide nanoparticles (ZnO NPs or goethite NPs) with the insecticide chlorpyrifos (CPF) under laboratory conditions in short-term artificial soil assays using Eisenia andrei earthworms. We characterized NPs and their mixtures by scanning electron microscopy, atomic force microscopy, dynamic light scattering and zeta potential, and evaluated effects on metal accumulation, oxidative stress enzymes, and neurotoxicity related biomarkers in single and combined toxicity assays. Exposure to ZnO NPs increased Zn levels compared to control in single and combined exposure (ZnO NPs + CPF) at 72 h and 7 days, respectively. In contrast, there was no indication of Fe increase in organisms exposed to goethite NPs. One of the most notable effects on oxidative stress biomarkers was produced by single exposure to goethite NPs, showing that the worms were more sensitive to goethite NPs than to ZnO NPs. Acetylcholinesterase and carboxylesterase activities indicated that ZnO NPs alone were not neurotoxic to earthworms, but similar degrees of inhibition were observed after single CPF and ZnO NPs + CPF exposure. Differences between single and combined exposure were found for catalase and superoxide dismutase (goethite NPs) and for glutathione S-transferase (ZnO NPs) activities, mostly at 72 h. These findings suggest a necessity to evaluate mixtures of NPs with co-existing contaminants in soil, and that the nature of metal oxide NPs and exposure time are relevant factors to be considered when assessing combined toxicity, as it may have an impact on ecotoxicological risk assessment.
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  • 文章类型: Journal Article
    针铁矿纳米棒在富含二氧化硅的基质中的复杂组织使himpet牙齿成为已知最强的天然材料。然而,在环境条件下,针铁矿在生物体中的矿化途径仍然难以捉摸。这里,通过研究不同生长阶段牙齿的多层次结构,揭示了针铁矿晶体的生长是通过无定形纳米颗粒的附着进行的,在钙基生物矿物形成过程中广泛观察到的非经典结晶途径。重要的是,这些纳米粒子含有大量的二氧化硅,在针铁矿生长过程中逐渐排出。此外,在成熟的牙齿上,二氧化硅的含量与针铁矿晶体的尺寸相关,较小的针铁矿晶体密集地堆积在前导部分,二氧化硅含量较高。相应地,引导部分具有较高的硬度和弹性模量。因此,这项研究不仅揭示了针铁矿纳米棒在牙齿中的非经典结晶途径,但也强调了二氧化硅在控制牙齿的分层结构和机械性能方面的关键作用,从而为制造具有优异性能的仿生材料提供了启示。
    The intricate organization of goethite nanorods within a silica-rich matrix makes limpet teeth the strongest known natural material. However, the mineralization pathway of goethite in organisms under ambient conditions remains elusive. Here, by investigating the multi-level structure of limpet teeth at different growth stages, it is revealed that the growth of goethite crystals proceeds by the attachment of amorphous nanoparticles, a nonclassical crystallization pathway widely observed during the formation of calcium-based biominerals. Importantly, these nanoparticles contain a high amount of silica, which is gradually expelled during the growth of goethite. Moreover, in mature teeth of limpet, the content of silica correlates with the size of goethite crystals, where smaller goethite crystals are densely packed in the leading part with higher content of silica. Correspondingly, the leading part exhibits higher hardness and elastic modulus. Thus, this study not only reveals the nonclassical crystallization pathway of goethite nanorods in limpet teeth, but also highlights the critical roles of silica in controlling the hierarchical structure and the mechanical properties of limpet teeth, thus providing inspirations for fabricating biomimetic materials with excellent properties.
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  • 文章类型: Journal Article
    铬(Cr)污染,广泛存在于环境中,对生态和人类健康都构成重大威胁。微生物修复技术因其优势成为重金属修复领域的研究热点,如环境保护,低成本,和高效率。本文着重利用各种表征和分析方法,研究微生物在各种影响因素下对Cr(VI)的生物还原作用及其机理。主要研究内容和结论如下:选择希瓦氏菌MR-1作为目标菌株,研究其在不同接种量下对Cr(VI)的还原,温度,pH值,时间间隔,等。结果表明,在pH7和35°C的温度下,一种S.oneidenisMR-1对Cr(VI)表现出最佳的还原效果。此外,电子穿梭机(ESs),包括腐殖酸(HA)和9,10-蒽醌-2,6-二磺酸盐(AQDS),将其引入到降解系统中以提高S.oneidensisMR-1的还原效率。进一步添加针铁矿后,S.oneidenisMR-1通过将Fe(III)矿物转化为Fe(II)并将Cr(VI)还原为Cr(III)在电子转移过程中,显着增强了其还原能力。
    Chromium (Cr) contamination, widely present in the environment, poses a significant threat to both ecology and human health. Microbial remediation technology has become a hot topic in the field of heavy metal remediation due to its advantages, such as environmental protection, low cost, and high efficiency. This paper focused on using various characterization and analysis methods to investigate the bioreduction effect and mechanism of microorganisms on Cr(VI) under various influencing factors. The main contents and conclusions were as follows: Shewanella oneidensis MR-1 was selected as the target strain for studying its reduction of Cr(VI) at different inoculation amounts, temperatures, pH values, time intervals, etc. The results indicated that S. oneidensis MR-1 exhibited an optimal reduction effect on Cr(VI) at pH 7 and a temperature of 35 °C. Additionally, electron shuttles (ESs), including humic acid (HA) and 9,10-antraquinone-2,6-disulfonate (AQDS), were introduced into the degradation system to improve the reduction efficiency of S. oneidensis MR-1. Upon adding goethite further, S. oneidensis MR-1 significantly enhanced its reducing ability by converting Fe(III) minerals to Fe(II) and reducing Cr(VI) to Cr(III) during electron transfer.
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  • 文章类型: Journal Article
    本研究旨在开发表面络合建模-机器学习(SCM-ML)混合模型,用于在针铁矿上吸附铬酸盐和砷酸盐。研究了两种SCM-ML混合建模方法的可行性。首先,我们尝试利用ML算法并建立参数模型,将影响含氧阴离子吸附量的因素与优化的表面络合常数联系起来。然而,结果表明,优化的铬酸盐或砷酸盐表面络合常数可能落入局部极值,ML算法无法在吸附条件与表面络合常数之间建立合理的映射关系。相比之下,成功获得了物种知情模型,通过结合从未优化的SCM计算的表面物种信息,将吸附条件作为输入特征。与优化后的单片机相比,物种知情模型可以对pH边缘做出更准确的预测,等温线,和各种输入条件的动力学数据(对于铬酸盐:测试集上的均方根误差(RMSE)=5.90%;对于砷酸盐:测试集上的RMSE=4.84%)。此外,基于本地可解释模型-不可知解释(LIME)的可解释公式的利用使物种知情模型能够提供表面物种信息,例如SCM。本研究提出的物种知情SCM-ML混合建模方法具有很大的实用性和应用潜力,并有望成为表面吸附模型的新范式。
    This study aimed to develop surface complexation modeling-machine learning (SCM-ML) hybrid model for chromate and arsenate adsorption on goethite. The feasibility of two SCM-ML hybrid modeling approaches was investigated. Firstly, we attempted to utilize ML algorithms and establish the parameter model, to link factors influencing the adsorption amount of oxyanions with optimized surface complexation constants. However, the results revealed the optimized chromate or arsenate surface complexation constants might fall into local extrema, making it unable to establish a reasonable mapping relationship between adsorption conditions and surface complexation constants by ML algorithms. In contrast, species-informed models were successfully obtained, by incorporating the surface species information calculated from the unoptimized SCM with the adsorption condition as input features. Compared with the optimized SCM, the species-informed model could make more accurate predictions on pH edges, isotherms, and kinetic data for various input conditions (for chromate: root mean square error (RMSE) on test set = 5.90 %; for arsenate: RMSE on test set = 4.84 %). Furthermore, the utilization of the interpretable formula based on Local Interpretable Model-Agnostic Explanations (LIME) enabled the species-informed model to provide surface species information like SCM. The species-informed SCM-ML hybrid modeling method proposed in this study has great practicality and application potential, and is expected to become a new paradigm in surface adsorption model.
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