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Influence of Al-clustering in the catalytic activity of layered double hydroxides for the Baeyer-Villiger oxidation 铝簇对层状双氢氧化物在贝耶尔-维利格氧化作用中催化活性的影响
IF 5.3 2区 地球科学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2024-08-28 DOI: 10.1016/j.clay.2024.107542
Alvaro Seijas-Da Silva , Víctor Oestreicher , José Rafael Ruiz , Daniel Cosano , Gonzalo Abellán

The utilization of efficient and environmentally friendly heterogeneous catalysts in the Baeyer-Villiger (BV) reaction gained significant importance in the field of green chemistry. In this study, the catalytic properties of magnesium-aluminium hydrotalcite in the BV oxidation of cyclic ketones using H2O2 were investigated. The research focused on the influence of two different synthetic routes on the clustering of aluminium centers and its impact on catalytic activity in the Baeyer-Villiger reaction. Surprisingly, the catalyst with a high degree of aluminium clustering exhibited superior performance compared to the ordered aluminium solid. Moreover, the most active catalyst displayed sustained activity even after three successive reaction cycles. This study presented the first report on the influence of trivalent metals in the BV reaction, thus opening up a new avenue for further exploration of such catalysts in the context of Baeyer-Villiger oxidation.

在拜尔-维利格(BV)反应中使用高效且环境友好的异相催化剂在绿色化学领域具有重要意义。本研究考察了镁铝氢铝酸盐在使用 H2O2 进行环酮 BV 氧化反应中的催化特性。研究的重点是两种不同合成路线对铝中心团聚的影响及其对 Baeyer-Villiger 反应催化活性的影响。令人惊讶的是,与有序铝固体相比,铝聚簇程度高的催化剂表现出更优越的性能。此外,活性最高的催化剂在连续进行三个反应循环后仍能保持活性。本研究首次报道了三价金属在 BV 反应中的影响,从而为进一步探索此类催化剂在拜耳法-滴定法氧化过程中的应用开辟了一条新途径。
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引用次数: 0
Enhanced OSL emission from α- Al2O3 produced in the presence of halloysite nanocrystals 在哈洛石纳米晶体存在下产生的 α- Al2O3 的增强型 OSL 发射
IF 5.3 2区 地球科学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2024-08-27 DOI: 10.1016/j.clay.2024.107543
C.B.B.M. Ferreira , H.P. Labaki , R.R. Gonçalves , E.J. Guidelli

Aluminum oxide (Al2O3) compounds are extensively used in ionizing radiation dosimetry due to their high sensitivity when doped with carbon. However, their production is difficult and expensive, leading to much research on alternative ways to increase its sensitivity. This paper proposes a seed-mediated synthesis of α-Al2O3 by the combustion method with halloysite nanocrystals as seeds, which also have the ability to scavenge heavy metal ions. The dosimetric features were studied by radioluminescence (RL), thermoluminescence (TL), and optically stimulated luminescence (OSL). Scanning electron microscopy images and X-ray diffraction patterns pointed to the halloysite nanotubes (HNT) acting as heterogeneous nucleation seeds, and as adsorber centers for the chromium ions (Cr3+), as evidenced by the decreased crystallite size and Cr3+ RL emission. Decreased TL intensity upon increasing HNT content in addition to the RL data suggested that the Cr3+ ions strongly participate in the TL emission process as a luminescent center. Remarkable 6-fold enhanced OSL area intensity and 69-fold OSL initial intensity enhancement were registered from the samples seed-mediated by HNT, revealing that, by scavenging Cr3+, the HNT eliminated a luminescent center that competes with the OSL emission. Therefore, HNTs are promising nanomaterials to enhance the sensitivity of Al2O3 dosimeters with potential application in medical physics, where a decrease in the density of concurrent luminescent centers and an increase in OSL intensity were evidenced by the presence of HNT in Al2O3.

氧化铝(Al2O3)化合物在掺入碳后具有高灵敏度,因此被广泛用于电离辐射剂量测定。然而,由于其生产难度大、成本高,因此人们对提高其灵敏度的替代方法进行了大量研究。本文提出了一种以埃洛石纳米晶体为种子,通过燃烧法合成α-Al2O3的方法。通过辐射发光(RL)、热发光(TL)和光激发发光(OSL)研究了其剂量学特征。扫描电子显微镜图像和 X 射线衍射图样表明,埃洛石纳米管 (HNT) 既是异质成核种子,又是铬离子 (Cr3+) 的吸附中心,这一点可以从晶体尺寸的减小和 Cr3+ RL 发射得到证明。除了 RL 数据外,HNT 含量增加时 TL 强度也会降低,这表明 Cr3+ 离子作为发光中心强烈参与了 TL 发射过程。在 HNT 种子介导的样品中,OSL 面积强度显著增强了 6 倍,OSL 初始强度增强了 69 倍,这表明 HNT 通过清除 Cr3+,消除了与 OSL 发射竞争的发光中心。因此,HNT 是一种很有前途的纳米材料,可提高 Al2O3 剂量计的灵敏度,在医学物理学中具有潜在的应用前景,HNT 在 Al2O3 中的存在证明了同时发光中心密度的降低和 OSL 强度的提高。
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引用次数: 0
Effect of metakaolin on the chloride diffusion properties of alkali-activated slag in an acidic environment 偏高岭土对酸性环境中碱活化炉渣氯化物扩散特性的影响
IF 5.3 2区 地球科学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2024-08-26 DOI: 10.1016/j.clay.2024.107544
Lihan Kuang , Guanghua Li , Wenjing Ma , Leping Liu , Xuemin Cui

Alkali-activated materials (AAMs) have good resistance to chemical corrosion compared to silicate cements, but the effect of the pH of chloride-containing solutions on the resistance of AAMs to chloride diffusion is not clear. In this paper, the resistance of alkali-activated slag (AAS) with different metakaolin replacement rate to chloride diffusion in HCl/NaCl solution was investigated in terms of mechanical properties, hydration product composition and pore structure. The experimental results show that acidic solutions lead to alkali leaching, and dissolution of gel and hydrotalcite. The capillary pores that appeared in the AAS after the replacement rate of 10% metakaolin resulted in a decrease in the average pore size of the AAS and low depth of chloride diffusion. 30% metakaolin replacement led to a decrease in the diffusion resistance. In HCl solution, the high [AlO4]5− retention corroded layer was observed in the AAS with 30% metakaolin replacement and this layer slowed down the migration rate of [Cl]. This study shows the promising application of alkali-activated slag/metakaolin in complex chloride solution environments.

与硅酸盐水泥相比,碱活性材料(AAMs)具有良好的抗化学腐蚀性,但含氯溶液的 pH 值对 AAMs 抗氯化物扩散性的影响尚不清楚。本文从力学性能、水化产物组成和孔隙结构等方面研究了不同偏高岭土取代率的碱活性矿渣(AAS)在盐酸/氯化钠溶液中抗氯化物扩散的性能。实验结果表明,酸性溶液会导致碱浸出、凝胶和水滑石溶解。10% 的偏高岭土置换率后,AAS 中出现了毛细孔,导致 AAS 的平均孔径减小,氯化物扩散深度降低。30% 的偏高岭土置换率导致扩散阻力下降。在盐酸溶液中,添加了 30% 偏高岭土的 AAS 中出现了高[AlO4]5-保留腐蚀层,该腐蚀层减缓了[Cl-]的迁移速度。这项研究表明,碱活性矿渣/偏高岭土在复杂的氯化物溶液环境中的应用前景广阔。
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引用次数: 0
Fire-safe and multifunctional epoxy/layered double hydroxide composites via an interfacial catalysis 通过界面催化实现防火和多功能环氧树脂/层状双氢氧化物复合材料
IF 5.3 2区 地球科学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2024-08-25 DOI: 10.1016/j.clay.2024.107545
Zhi Li , Guan-Bin Huang , Han Li , Lei Zhang , Zhiqi Liu , Jimena De La Vega , Raquel Sánchez Díaz , Qingwen Zeng , De-Yi Wang

Aiming to impart epoxy with a phosphorous-free super-efficient fire safety and multifunctions via a facile interface-manipulation protocol, we innovatively proposed a proof of concept of a two-in-one catalytic function via covalently inducing an interfacial supramolecular assembly of Salen-Fe complex on organic layered double hydroxide (LDH-DBS). Various characterizations confirmed the target LDH-DBS@Salen-Fe with a surface-located uniform and ultrathin deposition of Salen-Fe complex, which was conducive to a better nanodispersion in epoxy matrix. An exceptionally low loading of 2 wt% LDH-DBS@Salen-Fe (i.e., 0.6 % Salen-Fe) endowed epoxy with a UL-94 V-0 level and intensive fire protection with a suppressed peak heat release rate by 45.0 %. An insightful mechanism investigation demonstrated that the interface-located Salen-Fe rapidly catalyzed a charring reaction with an ultrafast formation of protective fire chars to resist an early-stage fire attack. Additionally, relative to EP/2LDH-DBS, a mere 0.6 % Salen-Fe increased the tensile, flexural and impact strength by 39.6 %, 31.5 % and 37.0 %, respectively based on the optimized interface compatibilization. Interestingly, an ultralow loading of Salen-Fe significantly contributed to a degradation recycling of epoxy under a mild condition with mass loss after 7 h treatment 392.8 % higher than its counterpart via catalytically promoting the generation of CHCOO∙ and HO∙ at the interface. In perspective, an interfacial supramolecular assembly of two-in-one catalysts exploits a novel route towards a phosphorous-free fire-safe and multifunctionally reinforced polymers.

为了通过简便的界面操作方案赋予环氧树脂无磷的超高效防火安全性和多功能性,我们创新性地提出了在有机层状双氢氧化物(LDH-DBS)上共价诱导Salen-Fe复合物的界面超分子组装,从而实现二合一催化功能的概念验证。各种表征证实,目标 LDH-DBS@Salen-Fe 上的 Salen-Fe 复合物表面定位均匀且超薄沉积,有利于在环氧基质中实现更好的纳米分散。2 wt% LDH-DBS@Salen-Fe(即 0.6 % Salen-Fe)的超低添加量使环氧树脂达到了 UL-94 V-0 级别,并具有较强的防火性能,峰值热释放率降低了 45.0%。一项深入的机理研究表明,位于界面上的 Salen-Fe 能迅速催化炭化反应,超快形成保护性防火炭,从而抵御早期火灾的侵袭。此外,与 EP/2LDH-DBS 相比,在优化界面相容的基础上,仅 0.6% 的 Salen-Fe 就能使拉伸强度、抗弯强度和冲击强度分别提高 39.6%、31.5% 和 37.0%。有趣的是,通过催化促进界面上 CHCOO∙ 和 HO∙ 的生成,超低负载的 Salen-Fe 显著促进了环氧树脂在温和条件下的降解回收,7 小时处理后的质量损失比其对应物高出 392.8%。总之,二合一催化剂的界面超分子组装为无磷防火安全多功能增强聚合物提供了一条新途径。
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引用次数: 0
Efficient removal of organic pollutants on sponge-type inorganic adsorbent derived from spent cotton fiber/layered double hydroxides 用废棉纤维/层状双氢氧化物制成的海绵型无机吸附剂高效去除有机污染物
IF 5.3 2区 地球科学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2024-08-24 DOI: 10.1016/j.clay.2024.107541
Chaoyang Wang , De Yin , Ran Zhang , Feifei Chen

For the whole life cycle of the textile industry, the disposal of printing and dyeing wastewater and the reuse of spent fibers were two of the main environmental problems. In this work, activated carbon fiber/layered double oxides (ACF/LDO) were prepared by the pyrolysis of spent cotton fiber/layered double hydroxides (LDH) composite. Compared to 2D structure LDH, 3D hierarchical ACF/LDO was formed by introducing activated carbon nanofibers as a skeleton. ACF/LDO had excellent adsorption properties for organic dye and the maximum adsorption capacity of acid red 27 (AR27) exceeded 800 mg/g. Due to the memory effect of LDH, the interconversion of ACF/LDO to ACF/LDH was observed during the adsorption and regeneration process. Meanwhile, the shrinkage and expansion of adsorbent occurred, which was similar to that of a sponge absorbing water. During the adsorption process, the average pore diameter of the adsorbent increased as ACF/LDO was converted to ACF/LDH, which increased the diffusion of organic dye inside the pores. On the contrary, the specific surface area and pore structure were restored during the regeneration process. Therefore, this composite displayed excellent adsorption capacity and repeatability, with no significant decrease was observed in adsorption capacity even after five consecutive cycles. The adsorption mechanism revealed that the removal of AR27 was dominated by electrostatic attraction and π-π interactions. The experiment provided a new strategy of treating wastewater with waste fiber.

在纺织工业的整个生命周期中,印染废水的处理和废纤维的再利用是两个主要的环境问题。本研究通过热解废棉纤维/层状双氢氧化物(LDH)复合材料制备了活性炭纤维/层状双氢氧化物(ACF/LDO)。与二维结构的 LDH 相比,通过引入活性炭纳米纤维作为骨架,形成了三维分层的 ACF/LDO。ACF/LDO 对有机染料具有优异的吸附性能,对酸性红 27(AR27)的最大吸附量超过 800 mg/g。由于 LDH 的记忆效应,在吸附和再生过程中观察到了 ACF/LDO 向 ACF/LDH 的相互转化。同时,吸附剂发生了收缩和膨胀,这类似于海绵吸水。在吸附过程中,随着 ACF/LDO 转化为 ACF/LDH,吸附剂的平均孔径增大,从而增加了有机染料在孔内的扩散。相反,在再生过程中,比表面积和孔隙结构得到了恢复。因此,这种复合材料具有出色的吸附能力和可重复性,即使连续使用五个周期,吸附能力也没有明显下降。吸附机理表明,AR27 的去除主要受静电吸引和 π-π 相互作用的影响。该实验为利用废纤维处理废水提供了一种新策略。
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引用次数: 0
Kinetics of kaolinite dissolution and hydrosodalite precipitation during alkali leaching of diasporic bauxite 铝土矿碱浸出过程中高岭石溶解和水滑石沉淀动力学
IF 5.3 2区 地球科学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2024-08-24 DOI: 10.1016/j.clay.2024.107537
Yue Sun , Aifang Pan , Yuzhao Ma , Jianwu Zhang , Jie Chang , Zhi Wang

Alkali leaching is an effective desilication method for improving the alumina-silica mass ratio (A/S) of bauxite. The paper aims to study the kinetics of kaolinite dissolution and hydrosodalite precipitation during alkali leaching of kaolinite-rich diasporic bauxite. Alkali leaching of bauxite in NaOH solutions was studied at Na2O concentrations of 200–260 g/L, temperatures of 90–105 °C, and times of 30–150 min. The leached bauxites were characterized by X-ray diffraction (XRD), scanning electron microscopy (SEM) and energy dispersive spectrometer (EDS) techniques. The rate equations describing kaolinite dissolution and hydrosodalite precipitation were derived by fitting the Avrami model. The results show that kaolinite with finer particle sizes was preferentially dissolved during alkali leaching, providing a material basis for the precipitation of hydrosodalite. Hydrosodalite was heterogeneously nucleated on the dissolved edges of some kaolinite and grew in both one- and two-dimensions, presenting acicular and lamellar morphology. The dissolution rate of kaolinite and the crystallization mechanism of hydrosodalite were primarily influenced by Na2O concentration and temperature. Both kaolinite dissolution and hydrosodalite precipitation were controlled by chemical reactions with activation energies of 70.152 (± 1.429) kJ/mol and 289.089 (± 2.063) kJ/mol, respectively, and the orders of reaction with respect to Na2O of 0.733 (± 0.070) and 7.165 (± 0.047), respectively. The kinetic equations describing kaolinite dissolution, hydrosodalite precipitation and even the leaching of SiO2 were eventually modeled with Na2O concentration, temperature and time as variables.

碱浸是提高铝土矿氧化铝-二氧化硅质量比(A/S)的有效脱硅方法。本文旨在研究富含高岭石的透闪石铝土矿碱浸出过程中高岭石溶解和水云母沉淀的动力学。在 Na2O 浓度为 200-260 克/升、温度为 90-105 ℃、时间为 30-150 分钟的条件下,对铝土矿在 NaOH 溶液中的碱浸出进行了研究。通过 X 射线衍射 (XRD)、扫描电子显微镜 (SEM) 和能量色散光谱仪 (EDS) 技术对浸出铝土矿进行了表征。通过拟合阿夫拉米模型,得出了描述高岭石溶解和水钠长石沉淀的速率方程。结果表明,在碱浸出过程中,粒度较细的高岭石优先溶解,为水钠长石的沉淀提供了物质基础。水钠长石在一些高岭石的溶解边缘异质成核,并在一维和二维空间生长,呈现针状和片状形态。高岭石的溶解速率和水云母的结晶机制主要受 Na2O 浓度和温度的影响。高岭石溶解和水云母沉淀均受化学反应控制,其活化能分别为 70.152 (± 1.429) kJ/mol 和 289.089 (± 2.063) kJ/mol,与 Na2O 的反应阶数分别为 0.733 (± 0.070) 和 7.165 (± 0.047)。以 Na2O 浓度、温度和时间为变量,最终建立了描述高岭石溶解、水云母沉淀乃至 SiO2 浸出的动力学方程模型。
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引用次数: 0
Fast and efficient chromium(VI) extraction by colloidal Mg/Al layered double hydroxide nanoparticles 胶体镁/铝层状双氢氧化物纳米粒子快速高效萃取铬(VI)
IF 5.3 2区 地球科学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2024-08-22 DOI: 10.1016/j.clay.2024.107536
Abdelhak Fezraoui, Damien Cornu, Marc Hébrant

Due to the constraints associated with diffusion and mixing time, traditional kinetic and thermodynamic approaches were inadequate for probing the true mechanism of interaction between chromate and Layered Double Hydroxide (LDH). To circumvent these limitations, colloidal suspensions of Mg/Al-NO3 LDH, characterized by a positively charged surface (approximately +50 mV) in ultrapure water and a mean average diameter of 140 nm, allowing the formation of stable suspensions for days, were swiftly mixed with Cr(VI) suspensions at both pH = 4 and 9 using a stopped flow technique. This rapid mixing, accomplished in <5 milliseconds, enabled the examination of the initial stages of interaction between the toxic anion and the host compound. Two distinct steps in the adsorption process were identified: a very fast step (completed in <5 ms), representing up to 80% of the measured variation, and a slower step lasting up to 100 s. The fast step assumed to be driven by electrostatic interaction (ζ ∼ +50 mV) with the surface, and sites close to the surface are easily accessible to the chromate anions. The slower step corresponded to a diffusion process close or inside the particles. Chromate extraction efficiency was investigated through ultrafiltration tests, varying the LDH and chromate amounts, indicating that 2 nitrate ions are exchanged for 1 chromate, regardless of the pH considered, and a total exchange can be fulfilled with 0.1 g L−1 of LDH within the explored concentration range.

由于受到扩散和混合时间的限制,传统的动力学和热力学方法不足以探究铬酸盐与层状双氢氧化物(LDH)之间相互作用的真正机制。Mg/Al-NO3 LDH 的胶体悬浮液在超纯水中表面带正电荷(约 +50 mV),平均直径为 140 nm,可以形成稳定的悬浮液数天,为了规避这些限制,我们在 pH = 4 和 9 的条件下采用停流技术将其与 Cr(VI) 悬浮液快速混合。这种在 5 毫秒内完成的快速混合能够检验有毒阴离子与宿主化合物之间相互作用的初始阶段。吸附过程中有两个不同的步骤:一个是非常快的步骤(在 5 毫秒内完成),占测量变化的 80%;另一个是较慢的步骤,持续时间长达 100 秒。快速步骤假定是由与表面的静电作用(ζ ∼ +50 mV)驱动的,靠近表面的位点很容易被铬酸盐阴离子接触到。较慢的一步则与颗粒附近或内部的扩散过程相对应。通过超滤试验,改变 LDH 和铬酸盐的用量,研究了铬酸盐的萃取效率,结果表明,无论考虑的 pH 值是多少,2 个硝酸根离子都能交换 1 个铬酸盐,而且在研究的浓度范围内,0.1 g L-1 的 LDH 就能实现完全交换。
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引用次数: 0
Methane hydrate formation in amino acids / sodium montmorillonite systems 氨基酸/钠蒙脱石体系中甲烷水合物的形成
IF 5.3 2区 地球科学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2024-08-22 DOI: 10.1016/j.clay.2024.107538
Yun Li , Xuechi Liu , Meng Han , Zhouhua Wang , Ruixin Shi , Haoqi Liao , Bao Yuan , Pengfei Wang , Songbai Han , Jinlong Zhu

To understand the occurrence of natural gas hydrates in seabed sediments, it is crucial to examine the mechanisms of methane (CH4) hydrate formation in sodium montmorillonite (Na-Mt) systems in the presence of amino acid. Accordingly, this study employed kinetics experiments and molecular dynamics simulations to investigate CH4 hydrate nucleation and growth in an Na-Mt system containing alanine (Ala), leucine (Leu), and phenylalanine (Phe), respectively. Kinetics and Raman experiments showed that, compared with Ala, Leu and Phe enhanced hydrogen bonding between water molecules surrounding Na-Mt. This enhancement was due to the long carbon chain of Leu and the phenyl ring of Phe and facilitated CH4 hydrate formation. Moreover, in the Na-Mt system, Ala reduced CH4 consumption, whereas Leu and Phe increased CH4 consumption. Molecular dynamics simulations revealed that the strength of electrostatic interactions between the negatively charged Na-Mt surface and the functional groups of amino acids affected the distribution of amino acids, thereby altering CH4 aggregation and CH4 hydrate nucleation processes. The strong interaction between Na-Mt and Ala significantly disrupted interfacial interactions between Na-Mt and water molecules. In contrast, the weaker interactions between Na-Mt and Leu and Phe, respectively, meant that these amino acids affected CH4 hydrate nucleation in the bulk-like solution by influencing the arrangement of water molecules. These findings indicate that interfacial interactions between Na-Mt and amino acids play a crucial role in CH4 hydrate formation. Overall, this study generated insights into the formation kinetics and nucleation properties of CH4 hydrates in clay mineral–amino acid complexes that may increase understanding about the occurrence of natural gas hydrates in marine sediments.

要了解海底沉积物中天然气水合物的发生,研究氨基酸存在下钠蒙脱石(Na-Mt)体系中甲烷(CH4)水合物的形成机制至关重要。因此,本研究采用动力学实验和分子动力学模拟分别研究了含有丙氨酸(Ala)、亮氨酸(Leu)和苯丙氨酸(Phe)的 Na-Mt 体系中 CH4 水合物的成核和生长。动力学和拉曼实验表明,与 Ala 相比,Leu 和 Phe 增强了 Na-Mt 周围水分子之间的氢键,这种增强是由于 Leu 的长碳链和 Phe 的苯基环,促进了 CH4 水合物的形成。此外,在 Na-Mt 体系中,Ala 减少了 CH4 的消耗,而 Leu 和 Phe 增加了 CH4 的消耗。分子动力学模拟显示,带负电荷的 Na-Mt 表面与氨基酸官能团之间的静电相互作用强度会影响氨基酸的分布,从而改变 CH4 的聚集和 CH4 水合物的成核过程。Na-Mt 与 Ala 之间的强相互作用极大地破坏了 Na-Mt 与水分子之间的界面相互作用。相比之下,Na-Mt 与 Leu 和 Phe 之间的相互作用分别较弱,这意味着这些氨基酸通过影响水分子的排列来影响块状溶液中的 CH4 水合物成核。这些发现表明,Na-Mt 与氨基酸之间的界面相互作用在 CH4 水合物的形成过程中起着至关重要的作用。总之,本研究有助于深入了解粘土矿物-氨基酸复合物中 CH4 水合物的形成动力学和成核特性,从而加深对海洋沉积物中出现天然气水合物的认识。
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引用次数: 0
Modeling unsaturated hydraulic conductivity of compacted bentonite using a constrained CatBoost with bootstrap analysis 利用带引导分析的约束 CatBoost 对压实膨润土的非饱和导水率进行建模
IF 5.6 2区 地球科学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2024-08-21 DOI: 10.1016/j.clay.2024.107530
Reza Taherdangkoo, Thomas Nagel, Chaofan Chen, Mostafa Mollaali, Mehran Ghasabeh, Olivier Cuisinier, Adel Abdallah, Christoph Butscher
Accurately determining the hydraulic conductivity of unsaturated bentonite is important for modeling subsurface thermo-hydro-mechanical and chemical processes. This study introduced a new hybrid model that employs a constrained categorial boosting (CatBoost) algorithm, combined with a genetic algorithm for hyperparameter tuning, to estimate the hydraulic conductivity of unsaturated compacted bentonite The performance of the constrained CatBoost model was benchmarked against a diverse set of data-driven baseline regression models, including lasso, elastic net, polynomial, k-nearest neighbors, decision tree, bagging tree, random forest, and CatBoost. The results indicated that the constrained CatBoost model offers a superior balance between model robustness and predictive accuracy in estimating the hydraulic conductivity of compacted bentonite-based materials during the wetting phase. The model effectively captured the U-shape relationship between hydraulic conductivity and suction, a key characteristic of bentonite behavior. Additionally, bootstrapping analyses confirmed the model's reliability under data variability, further validating its applicability in environmental and geotechnical applications.
准确测定非饱和膨润土的导水率对于地下热-水-机械和化学过程建模非常重要。本研究引入了一种新的混合模型,该模型采用受约束分类提升(CatBoost)算法,并结合遗传算法进行超参数调整,以估算非饱和压实膨润土的水力传导性。 受约束 CatBoost 模型的性能以一系列数据驱动的基线回归模型为基准,包括套索、弹性网、多项式、k 近邻、决策树、袋装树、随机森林和 CatBoost。结果表明,约束 CatBoost 模型在估算湿润阶段压实膨润土基材料的水力传导性时,在模型稳健性和预测准确性之间实现了出色的平衡。该模型有效地捕捉到了水导率与吸力之间的 U 型关系,这是膨润土行为的一个关键特征。此外,引导分析证实了该模型在数据变化情况下的可靠性,进一步验证了其在环境和岩土工程应用中的适用性。
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引用次数: 0
Mechanical properties of teguline clay pellet mixtures during continuous oedometric compression 茶陵粘土球团混合物在连续 Oedometric 压缩过程中的机械特性
IF 5.3 2区 地球科学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2024-08-20 DOI: 10.1016/j.clay.2024.107535
Peng-Ju Qin , Marsheal Fisonga , Yong-Feng Deng , Yu-Jun Cui , Wei-Min Ye

Clay pellet mixtures are generally compressed to improve their engineering performance. Deepening the comprehension of the mechanical properties of these mixtures in the complete compression process facilitates the benefit to the engineering design and their utilization. In this study, the effects of soil grain size distribution, water content and dry density on the mechanical properties and microstructure of Teguline clay pellet mixtures during a continuous oedometric compression process are explored. Three types of soil pellet mixtures, including mixture A (grain size ≤5 mm), mixture B (≤ 0.4 mm) and mixture C (2–5 mm), were prepared with different water contents of 7%, 8% and 12% respectively. Subsequently, continuous oedometeric compression was undertaken to explore their mechanical behaviours of the soil pellet mixtures. After that, the microstropic structures of the compacted pellet mixtures were investigated using mercury intrusion porosimetry (MIP). The results indicated that mixture A has a minimal initial packing density of pellet mixtures, while mixture C has a maximum one at the initial compression stage. After completion of compression, the compression curves of the pellet mixtures tended to converge uniformity at a semilogarithm coordinate as the vertical stress increased. All of the compression curves presented a concave shape at the plastic compression stage, which is significantly influenced by grain size distribution and water content. In contrast, the elastic compression and rebound behaviours are little affected by the grain size distribution and water content. As far as the microstructure is concerned, compacted samples prepared by mixture A or C presented a unimodal pore structure, while those by mixture B showcased a bimodal pore structure. In comparison with the unimodal pore distribution of the undisturbed stiff clay, the compacted samples displayed a pseudo-unimodal pore distribution because the inter-aggregate pores still existed. A double tangent method was proposed to determine the delimiting pore diameter of the pseudo-unimodal pore distribution curves and found that the delimiting pore diameter decreased with the increase of dry density and water content. Moreover, the inflexion point for the pore diameter of compacted samples prepared by coarse soil was larger than that of fine soil. Combining this work with previous research, it was found that the high compression of coarse soil easily causes the pseudo-unimodal shape, which is also impacted by water content and particle properties. This work could help deepen the understanding of the mechanical characteristics and microstructure of the stiff clay pellet mixtures during continuous oedometric compression.

粘土球团混合物通常通过压缩来改善其工程性能。加深对这些混合物在整个压缩过程中的力学性能的理解,有利于工程设计及其利用。在本研究中,我们探讨了土的粒度分布、含水量和干密度对特古林粘土团粒混合物在连续气相压缩过程中的力学性能和微观结构的影响。制备了三种土壤颗粒混合物,包括混合物 A(粒度≤5 毫米)、混合物 B(≤0.4 毫米)和混合物 C(2-5 毫米),其含水量分别为 7%、8% 和 12%。随后,进行了连续气压试验,以探索颗粒土混合物的机械性能。然后,使用汞侵入孔隙模拟法(MIP)研究了压实后颗粒混合物的微观结构。结果表明,混合物 A 的颗粒混合物初始堆积密度最小,而混合物 C 在初始压缩阶段的堆积密度最大。压缩完成后,随着垂直应力的增加,颗粒混合物的压缩曲线在半对数坐标处趋于一致。所有压缩曲线在塑性压缩阶段都呈现凹形,这在很大程度上受到粒度分布和含水量的影响。相比之下,弹性压缩和回弹行为受粒度分布和含水量的影响很小。就微观结构而言,用混合物 A 或 C 制备的压实样品呈现单模态孔隙结构,而用混合物 B 制备的样品则呈现双模态孔隙结构。与未扰动硬质粘土的单峰孔隙分布相比,压实样品显示出假单峰孔隙分布,因为聚集间孔隙仍然存在。提出了一种双正切法来确定伪单峰孔分布曲线的分界孔径,发现分界孔径随着干密度和含水量的增加而减小。此外,粗土制备的压实样品的孔径拐点大于细土。结合前人的研究发现,粗土的高压缩性容易造成假单峰形状,而这种形状也受到含水量和颗粒性质的影响。这项工作有助于加深对硬质粘土颗粒混合物在连续无计量压缩过程中的力学特征和微观结构的理解。
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Applied Clay Science
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