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Synthesis of NiZn-based paddle-wheel metal-organic framework and its use as a catalytic precursor for ethylene dimerization 镍锌基桨轮金属有机框架的合成及其作为乙烯二聚化催化前体的应用
IF 5.2 2区 化学 Q1 CHEMISTRY, APPLIED Pub Date : 2024-08-21 DOI: 10.1016/j.cattod.2024.114988

A bimetallic pillared-layered MOF based on Ni and Zn with improved catalytic activity was synthesized and applied in the ethylene oligomerization reaction. According to the XANES spectra, the MOF possesses Ni in the 2+ oxidation state, a well-known active catalytic precursor in oligomerization systems. In addition, Ni and Zn oxide or metallic species were not identified, indicating the absence of impurity phases. µ-XRF and SEM-EDS techniques showed the homogeneous distribution of Ni and Zn species across the SBUs of the bimetallic MOF. Ni/Zn-MOF was applied in the ethylene oligomerization reaction using EASC as the co-catalyst, and the results were compared to its monometallic counterpart Ni-MOF. The bimetallic material Ni/Zn-MOF obtained a TOF corresponding to 135 ×103 h−1, which accounts for a 60 % increase in the catalytic activity achieved by Ni-MOF (85 ×103 h−1) under 15 bar of ethylene in a Parr reactor. Moreover, the results obtained in this work are remarkable compared to literature reports for Ni-based MOFs, demonstrating that the co-catalyst employed plays an important role in the catalytic activity. However, Ni/Zn-MOF showed a lower selectivity to α-C4 oligomers (36 %) against 58 % obtained by Ni-MOF. According to the reuse tests conducted, the bimetallic MOF can be reused for up to two reactions (under 5 bar ethylene in a glass reactor), although presenting a considerable loss in activity due to the formation of metallic Ni.

合成了一种具有更高催化活性的基于 Ni 和 Zn 的双金属柱状层状 MOF,并将其应用于乙烯低聚反应。根据 XANES 图谱,MOF 中的镍处于 2+ 氧化态,这是低聚物体系中众所周知的活性催化前体。此外,未发现 Ni 和 Zn 氧化物或金属物种,这表明不存在杂质相。µ-XRF 和 SEM-EDS 技术表明,镍和锌物种均匀地分布在双金属 MOF 的 SBU 中。将 Ni/Zn-MOF 应用于以 EASC 为助催化剂的乙烯低聚反应,并将结果与其单金属对应物 Ni-MOF 进行了比较。双金属材料 Ni/Zn-MOF 的 TOF 值达到 135 ×103 h-1,比在帕尔反应器中 15 巴乙烯条件下 Ni-MOF 的催化活性(85 ×103 h-1)提高了 60%。此外,与有关镍基 MOF 的文献报道相比,这项工作所取得的结果非常显著,这表明所采用的助催化剂在催化活性方面发挥了重要作用。不过,Ni/Zn-MOF 对 α-C4 低聚物的选择性(36%)低于 Ni-MOF 的 58%。根据所进行的重复使用测试,双金属 MOF 最多可重复使用于两个反应(在玻璃反应器中 5 巴乙烯条件下),但由于金属镍的形成,其活性会有相当大的损失。
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引用次数: 0
Fe2O3/γ-Al2O3 and NiO/γ-Al2O3 catalysts for the selective catalytic oxidation of ammonia 用于氨的选择性催化氧化的 Fe2O3/γ-Al2O3 和 NiO/γ-Al2O3 催化剂
IF 5.2 2区 化学 Q1 CHEMISTRY, APPLIED Pub Date : 2024-08-21 DOI: 10.1016/j.cattod.2024.114991

Ammonia, a significant atmospheric pollutant, requires effective emission control due to its inherent toxicity and the generation of secondary pollutants like particulate matter. This control can be achieved through various methods, including catalytic processes. Therefore, our study focuses on evaluating the potential of catalysts based on iron oxide and nickel oxide supported on γ–Al2O3 for the selective catalytic oxidation of NH3 to N2 (NH3-SCO). The γ–Al2O3 was obtained by thermal decomposition of aluminum hydroxide, and 5 or 10 wt% of Fe or Ni was added through wetness incipient impregnation. XRD diffractograms confirmed the formation of the γ–Al2O3 phase. XRD, H2-TPR, and UV–vis DRS data showed the presence of Fe2O3, NiO, and NiAl2O4 in the catalysts. Introducing metal oxides onto the support led to a drop in the specific area, pore size, pore volume, and NH3 desorption, which was higher for the catalysts containing Fe. The catalysts were active in NH3-SCO, and the insertion of Fe or Ni was essential because it promoted a significant increase in the NH3 conversion (∼75 % Fe and ∼55 % Ni), compared to pure support (∼8 %), mainly from 400 °C. However, doubling the metal content has not resulted in a considerable increase in NH3 conversion. The N2 selectivity was higher for the catalysts containing Ni (∼85 %) from 400 °C compared to catalysts containing Fe (∼76 %). Such behavior was due to the larger surface area of the Ni-containing catalysts. Despite that, the 5Fe/γ–Al2O3 catalyst emerged as the most effective option for NH3-SCO applications, combining higher NH3 conversion and good N2 selectivity.

氨是一种重要的大气污染物,由于其固有的毒性以及会产生颗粒物等二次污染物,因此需要对其排放进行有效控制。这种控制可以通过各种方法实现,包括催化过程。因此,我们的研究重点是评估以氧化铁和氧化镍为基础、以 γ-Al2O3 为支撑的催化剂在将 NH3 选择性催化氧化为 N2(NH3-SCO)方面的潜力。γ-Al2O3由氢氧化铝热分解得到,通过湿润浸渍法加入5或10 wt%的铁或镍。XRD 衍射图证实了γ-Al2O3 相的形成。XRD、H2-TPR 和 UV-vis DRS 数据显示催化剂中存在 Fe2O3、NiO 和 NiAl2O4。在载体中引入金属氧化物会导致比面积、孔径、孔体积和 NH3 解吸量下降,而含铁的催化剂的比面积、孔径、孔体积和 NH3 解吸量更高。催化剂在 NH3-SCO 中具有活性,铁或镍的加入至关重要,因为与纯载体(∼8%)相比,铁或镍的加入促进了 NH3 转化率的显著提高(铁含量∼75%,镍含量∼55%),主要是从 400 °C 开始。然而,金属含量增加一倍并没有显著提高 NH3 转化率。与含铁的催化剂(∼76 %)相比,含镍的催化剂在 400 °C 时的 N2 选择性更高(∼85 %)。出现这种情况的原因是含镍催化剂的表面积较大。尽管如此,5Fe/γ-Al2O3 催化剂结合了更高的 NH3 转化率和良好的 N2 选择性,成为 NH3-SCO 应用的最有效选择。
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引用次数: 0
Challenges, prospects and comprehensive evolution of zeolite-based materials for the catalytic conversion of glycerol: A review 用于甘油催化转化的沸石基材料的挑战、前景和全面发展:综述
IF 5.2 2区 化学 Q1 CHEMISTRY, APPLIED Pub Date : 2024-08-20 DOI: 10.1016/j.cattod.2024.114998

The energetic demands of modern society urge a transition that relies on alternative and sustainable sources. Among the available possibilities focused on mitigating the use of fossil fuels, the biodiesel industry stands out. However, the excess of glycerol generated as a coproduct still raises debate regarding how it could be better used. A well-established approach is the use of the platform molecule, i.e., glycerol, in the presence of heterogeneous catalysts to obtain added value products. Zeolites are well-known for their versatility in numerous applications, such as in the oil industry. Besides, different types of aluminosilicates are being studied in the catalytic conversion of glycerol to acrolein, acetol, acrylic acid, allyl alcohol, solketal, etc. This review addresses the general properties, fundaments, synergetic aspects, theoretical modeling, resistance, and coke formation, as well as the zeolites limitations that pose obstacles for those reactions. This highlights the importance of developing zeolite materials with specific acid sites, synchronizing their amount and strength with the pore interconnectivity so that reagents diffusion within the zeolitic channels can be maximized, leading to a decrease in the obstruction of active sites and pores caused by coke deposition. A number of modifications, including hierarchization, isomorphic substitution, acidity tuning, and additional phases (SMSI effect), have been reported as alternatives for improving the performance of glycerol conversion and the resistance to deactivation. Several developments involving reactional mechanisms, coke deposition, and catalysts applied to glycerol conversion have been the subject of studies centered on process optimization, which is translated into the development of solids more resistant to deactivation. Among the zeolites with the best catalytic performance, the following stand out: BEA, MCM-22, MFI, ITQ-2, SAPO-34, and ZSM-5. Some complex technical aspects still need to be better understood so that the scalability of the catalytic conversion of glycerol becomes economically feasible, thereby arousing the interest of both the public and private sectors.

现代社会对能源的需求促使人们向依靠可持续替代能源的方向转型。在以减少化石燃料使用为重点的现有可能性中,生物柴油产业脱颖而出。然而,作为副产品产生的过量甘油仍引发了如何更好地利用甘油的争论。一种行之有效的方法是利用平台分子(即甘油)在异相催化剂作用下获得附加值产品。沸石以其在石油工业等众多应用领域的多功能性而闻名。此外,在将甘油催化转化为丙烯醛、乙醇、丙烯酸、烯丙醇、缩酮等过程中,不同类型的铝硅酸盐也在被研究。本综述介绍了沸石的一般特性、基本原理、协同方面、理论建模、阻力和焦炭形成,以及对这些反应构成障碍的沸石局限性。这凸显了开发具有特定酸性位点的沸石材料的重要性,这些酸性位点的数量和强度应与孔隙的互联性保持同步,这样才能最大限度地提高试剂在沸石通道内的扩散,从而减少焦炭沉积对活性位点和孔隙的阻碍。据报道,一些改性方法,包括分层、同构取代、酸度调整和附加相(SMSI 效应),可作为提高甘油转化性能和抗失活性能的替代方法。涉及反应机理、焦炭沉积和应用于甘油转化的催化剂等方面的一些研究进展一直是以工艺优化为中心的研究课题,而工艺优化则转化为开发抗失活能力更强的固体。在催化性能最佳的沸石中,以下几种最为突出:BEA、MCM-22、MFI、ITQ-2、SAPO-34 和 ZSM-5。一些复杂的技术问题仍有待更好地理解,以便使甘油催化转化的可扩展性在经济上变得可行,从而引起公共和私营部门的兴趣。
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引用次数: 0
Cyclohexane dehydrogenation: Critical evaluation of parameter estimation procedures for kinetic modeling 环己烷脱氢:动力学模型参数估计程序的严格评估
IF 5.2 2区 化学 Q1 CHEMISTRY, APPLIED Pub Date : 2024-08-17 DOI: 10.1016/j.cattod.2024.114993

In the present paper a comparison between different parameter estimation procedures commonly used for the kinetic modeling of chemical reaction is performed, based on experimental measurements of the cyclohexane dehydrogenation to benzene. The obtained results show that, when the Arrhenius equation parameters are estimated from estimates of the rate constant taken at different temperatures, larger parameter uncertainties and correlations are obtained, particularly when the variances of the experimental measurements are not considered during the estimation process. It is also observed that an apparent kinetic compensation effect occurs when the experimental data are separated according to the inlet partial pressure and catalyst mass in the reactor, mainly due to the existing and unavoidable experimental uncertainties and parameter correlations. Additionally, it is shown that larger uncertainties and correlations are obtained when the parameter estimates are computed through the differential method, which can also lead to poorer model predictions of the experimental data. Finally, it is shown that the simultaneous one-step estimation of all model parameters through the integral method and considering the available experimental uncertainties can provide the most accurate parameter estimates, making use of mathematical expressions that describe how variances of the experimental measurements depend on the experimental conditions.

本文根据环己烷脱氢成苯的实验测量结果,对化学反应动力学建模常用的不同参数估计程序进行了比较。结果表明,当根据不同温度下的速率常数估算值来估算阿伦尼乌斯方程参数时,会得到较大的参数不确定性和相关性,尤其是在估算过程中没有考虑实验测量的方差时。还可以看到,当实验数据根据反应器中的入口分压和催化剂质量进行分离时,会出现明显的动力学补偿效应,这主要是由于存在不可避免的实验不确定性和参数相关性。此外,研究还表明,通过微分法计算参数估计值时,会得到更大的不确定性和相关性,这也会导致模型对实验数据的预测较差。最后,研究表明,通过积分法同时一步估计所有模型参数,并考虑可用的实验不确定性,可以提供最精确的参数估计,利用数学表达式描述实验测量的方差如何取决于实验条件。
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引用次数: 0
Green Synthesis of carbon quantum dots for enhancing photocatalytic activity: Hydrogen/oxygen evolution and dye photodegradation 提高光催化活性的碳量子点的绿色合成:氢/氧演化和染料光降解
IF 5.2 2区 化学 Q1 CHEMISTRY, APPLIED Pub Date : 2024-08-16 DOI: 10.1016/j.cattod.2024.114996

Carbon quantum dots (CQDs) have recently attracted attention across various fields due to their small size, high conductivity, fluorescence emission, low toxicity, and other desirable characteristics. In this study, highly fluorescent CQDs with an average diameter of 3.7 nm were prepared via microwave irradiation using a standard commercial microwave oven and glycerol as solvent. Several cation promoters were examined for CQD synthesis, with copper ions ultimately chosen for comprehensive characterization and application. The CQDs were impregnated onto both commercially available and microwave-synthesized TiO2 nanoparticles. The photocatalytic activity was evaluated with respect to the hydrogen and oxygen generation. Under the employed conditions, the oxygen evolution reaction (OER) exhibited over 12 times higher efficiency than the hydrogen evolution reaction (HER). The enhanced OER activity is attributed to the high electronic conductivity of the small Cu doped CQDs@TiO2 (Cu-CQDs@TiO2) facilitating an efficient electron transfer for the OER . Visible light activity (λ ≥ 400 nm) was demonstrated by photodegradation of the indigo carmine (IC) solution used as a model pollutant. Irradiation in the presence of the Cu-CQDs@TiO2 photocatalyst resulted in complete degradation of the dye in less than 3 hours. The results presented here provide a promising methodology for designing high-performance photocatalysts based on environmentally friendly CQD syntheses. Crucial applications, from renewable energy production to environmental remediation, will benefit from strategies using the carbon abundance on Earth.

碳量子点(CQDs)因其小尺寸、高导电性、荧光发射、低毒性等理想特性,近年来在各个领域备受关注。本研究使用标准商用微波炉和甘油作为溶剂,通过微波辐照制备了平均直径为 3.7 纳米的高荧光 CQDs。研究人员考察了几种用于合成 CQD 的阳离子促进剂,最终选择铜离子进行综合表征和应用。CQDs 被浸渍在市售和微波合成的 TiO2 纳米粒子上。评估了氢气和氧气生成方面的光催化活性。在所采用的条件下,氧进化反应(OER)的效率是氢进化反应(HER)的 12 倍以上。OER 活性的增强归因于掺杂了少量铜的 CQDs@TiO2 (Cu-CQDs@TiO2)的高电子传导性促进了 OER 的高效电子转移。通过光降解作为示范污染物的靛蓝胭脂红(IC)溶液,证明了可见光活性(λ ≥ 400 nm)。在 Cu-CQDs@TiO2 光催化剂存在的情况下进行辐照,可在不到 3 小时的时间内完全降解染料。本文介绍的结果为设计基于环保型 CQD 合成的高性能光催化剂提供了一种很有前景的方法。从可再生能源生产到环境修复等关键应用,都将受益于利用地球上丰富碳资源的策略。
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引用次数: 0
Influence of the La/Ce ratio on La-Ce oxides promoted by Sr in the methane oxidative coupling reaction 在甲烷氧化偶联反应中,La/Ce 比对由 Sr 促进的 La-Ce 氧化物的影响
IF 5.2 2区 化学 Q1 CHEMISTRY, APPLIED Pub Date : 2024-08-15 DOI: 10.1016/j.cattod.2024.114994

The high methane availability and its significant role as a greenhouse gas have led the scientific community to pursue methods for its use. This paper proposes the usage of the oxidative coupling of methane (OCM) as a promising path to transform methane directly into value-added hydrocarbons, mostly ethylene, which serves as a crucial compound in the petrochemical sector. An efficient OCM catalyst should contain substantial basicity and oxygen vacancies for providing surface electrophilic oxygen species, such as superoxides and peroxides, instrumental for boosting selectivity towards C2 products. Mixed lanthanum-cerium oxide (La-Ce) catalysts have emerged as strong candidates in OCM due to their high thermal stability, oxygen mobility, and high alkalinity. In this study, they were prepared through a surfactant-assisted hydrothermal method with different La/Ce ratios for fine-tuning their basic properties and promoting oxygen mobility on the surface of the catalysts. Samples followed a volcano-shaped relationship between C2 yield and La content, with optimal performance at a La/Ce molar ratio of 2.1, attributed to the interplay between the high amount of basic sites and oxygen vacancies, increasing the presence of superoxide species over lattice oxygen. Moreover, the Sr-promoted catalyst showed high density of strong basic sites while preserving the reactive oxygen species, achieving 20 % CH4 conversion, with 57 % C2 compounds selectivity at 750 °C and GHSV of 18.000 mL.gcat−1.h−1.

甲烷的高可用性及其作为温室气体的重要作用促使科学界寻求甲烷的使用方法。本文提出使用甲烷氧化偶联(OCM)作为将甲烷直接转化为高附加值碳氢化合物(主要是乙烯)的可行途径,乙烯是石化行业的重要化合物。高效的 OCM 催化剂应含有大量碱性和氧空位,以提供表面亲电氧物种,如过氧化物和过氧化物,这有助于提高对 C2 产物的选择性。混合氧化镧铈(La-Ce)催化剂具有高热稳定性、氧流动性和高碱性,是 OCM 的理想候选催化剂。本研究采用表面活性剂辅助水热法制备了不同比例的 La/Ce 催化剂,以微调其基本特性并提高催化剂表面的氧流动性。样品的 C2 产率和 La 含量之间呈火山状关系,La/Ce 摩尔比为 2.1 时性能最佳,这归因于大量碱性位点和氧空位之间的相互作用,增加了超氧物种的存在而不是晶格氧。此外,Sr 促进的催化剂在保留活性氧的同时还显示出高密度的强碱性位点,在 750 °C 时实现了 20% 的 CH4 转化率,C2 化合物选择性为 57%,GHSV 为 18.000 mL.gcat-1.h-1。
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引用次数: 0
Biodiesel photoelectrocatalytic synthesis employing α-Fe2O3 film decorated with Pt nanoparticles as photoanode 采用铂纳米颗粒装饰的 α-Fe2O3 薄膜作为光阳极的生物柴油光电催化合成技术
IF 5.2 2区 化学 Q1 CHEMISTRY, APPLIED Pub Date : 2024-08-15 DOI: 10.1016/j.cattod.2024.114997

In this work, photoelectrochemical route for biodiesel production using an electrochemical cell configured with platinum and α-Fe2O3 modified with Pt nanoparticles as electrodes was investigated. XRD patterns registered for film prepared by modified hydrothermal method revealed a trigonal structure of the hematite (α-Fe2O3) phase. The α-Fe2O3 film surface was decorated by metallic Pt nanoparticles (PtNP) in order to reduce the charge recombination and improve the photocatalytic efficiency. The band gap energy (EBG) of the α-Fe2O3 and PtNP/α-Fe2O3 films was estimated by UV-Vis spectroscopy at approximately 2.1 eV. Electrochemical measurements showed that the oxide is an n-type semiconductor adequate to be used as a photoanode in biodiesel synthesis. Under polarization conditions, the electrochemical cell changed the pH from 7 to 14 when the system was polarized at 5.0 V. In the synthesis of biodiesel by esterification reaction, oleic acid, 300 µL of 0.1 mol L−1 aqueous KCl solution and methanol were used as precursor reagents. The reaction was carried out free of strong base, such as KOH or NaOH, as a supporting electrolyte. In this route, the reduction of the water molecule occurred on the cathode, with the formation of hydroxyl (OH-) species, methoxy, and consequently fatty acid methyl esters (FAMEs). Thermogravimetric analysis (TGA) and Gas chromatography coupled to mass spectrometry (CG-MS) were performed to evaluate the catalysis products. GC-MS analyzes show that the reaction has a yield of about 7 % with the formation of FAMEs, such as methyl 9-octadecenoate, methyl hexadecanoate and methyl hexadecanoate.

在这项研究中,研究人员使用铂和用铂纳米颗粒修饰的 α-Fe2O3 作为电极配置的电化学电池,研究了生物柴油生产的光电化学途径。改良水热法制备的薄膜的 XRD 图显示赤铁矿(α-Fe2O3)相呈三叉结构。α-Fe2O3薄膜表面装饰有金属铂纳米颗粒(PtNP),以减少电荷重组,提高光催化效率。通过紫外可见光谱测定,α-Fe2O3 和 PtNP/α-Fe2O3 薄膜的带隙能 (EBG) 约为 2.1 eV。电化学测量结果表明,这种氧化物是一种 n 型半导体,足以用作生物柴油合成过程中的光阳极。在极化条件下,当系统的极化电压为 5.0 V 时,电化学电池的 pH 值从 7 变为 14。在通过酯化反应合成生物柴油的过程中,使用了油酸、300 µL 0.1 mol L-1 氯化钾水溶液和甲醇作为前驱试剂。反应不使用 KOH 或 NaOH 等强碱作为支撑电解质。在此过程中,水分子在阴极上发生还原,形成羟基(OH-)、甲氧基,进而形成脂肪酸甲酯(FAMEs)。对催化产物进行了热重分析(TGA)和气相色谱-质谱联用分析(CG-MS)。气相色谱-质谱分析表明,该反应的产率约为 7%,生成的脂肪酸甲酯有 9-十八烯酸甲酯、十六烷酸甲酯和十六烷酸甲酯。
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引用次数: 0
Anchoring nickel sites on ceria-coated silica to enhance the catalytic stability for the vapor phase levulinic acid hydrogenation 在铈涂层二氧化硅上锚定镍位点以提高左旋酮酸气相氢化的催化稳定性
IF 5.2 2区 化学 Q1 CHEMISTRY, APPLIED Pub Date : 2024-08-14 DOI: 10.1016/j.cattod.2024.114989

The preparation of the binary metal NiCe-based catalysts involved a 2-step protocol, the ceria was first coated on SiO2 which was then utilized to disperse Ni nanoparticles. Various techniques including N2 adsorption/desorption, ICP-OES, XRD, HRTEM, XPS, H2-chemisorption, H2-TPR, NH3-TPD, and TG etc. were performed to study the microstructure, redox, acid property and deactivation. The results revealed that CeO2 and metallic Ni were well dispersed on the support surface, the synergistic effect between the two metal species was conserved well. The content of CeO2 had considerable effects on redox and metallic properties rather than the acidic property. The dispersion of metallic Ni played a dominant role in promoting the catalytic activity. The levulinic acid conversion attained 84.0 % with a γ-valerolactone selectivity of 98.8 % on Ni/SiO2@2CeO2 sample with the highest dispersion of 9.8 %. The amorphous CeO2 suppressed the sintering of metallic Ni nanoparticles and improved the coke resistance, leading to better catalytic activity within 20 h time on stream.

二元金属镍铈基催化剂的制备分为两个步骤:首先在二氧化硅上涂覆铈,然后利用二氧化硅分散镍纳米颗粒。为了研究催化剂的微观结构、氧化还原、酸性和失活情况,研究人员采用了多种技术,包括 N2 吸附/解吸、ICP-OES、XRD、HRTEM、XPS、H2-化学吸附、H2-TPR、NH3-TPD 和 TG 等。结果表明,CeO2 和金属镍很好地分散在支撑表面,两种金属之间的协同效应保持良好。CeO2 的含量对氧化还原性和金属性有很大影响,而不是酸性。金属镍的分散在促进催化活性方面发挥了主导作用。在分散度最高(9.8%)的 Ni/SiO2@2CeO2 样品上,乙酰丙酸的转化率达到 84.0%,γ-戊内酯的选择性为 98.8%。无定形 CeO2 可抑制金属镍纳米颗粒的烧结,提高抗焦性,从而在 20 h 的在线时间内获得更好的催化活性。
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引用次数: 0
Study of machine learning on the photocatalytic activity of a novel nanozeolite for the application in the Rhodamine B dye degradation 新型纳米沸石光催化活性的机器学习研究--在罗丹明 B 染料降解中的应用
IF 5.2 2区 化学 Q1 CHEMISTRY, APPLIED Pub Date : 2024-08-13 DOI: 10.1016/j.cattod.2024.114986

Contamination of wastewater with organic dyes has caused a serious threat to humans and aquatic life due to the hazardous effect of these contaminants. In this context, the present work aims to carry out a Machine Learning (ML) study to evaluate the photocatalytic activity of a nanozeolite (nANA) in the degradation of Rhodamine B (RhB) dye. Three machine learning algorithms (Random Forest, Artificial Neural Network and Xtreme Gradient Boosting) were used in the regression model development. The dataset used in the machine learning and data correlation was generated by Central Composite Rotational Design (CCRD 2²). Regarding the machine learning study, the ANN with structure 3:6:1 showed the best performance as a predictive model (R² = 0.98 and 0.9 for training and testing, RMSE < 5.0), resulting in the 50.37 ± 1.01 % RhB removal at pH 5.7, [RhB] = 200 mg L−1 and [nANA] = 2.75 g L−1 after 180 min under visible light. Feature importance revealed that all parameters (pH, [RhB], [nANA]) were relevant to the response. Therefore, this work confirms the potentiality of machine learning algorithms to develop predictive models as well as a good starting point for the scale-up of advanced oxidation processes.

有机染料对废水的污染已对人类和水生生物造成严重威胁,因为这些污染物会产生有害影响。在此背景下,本研究旨在开展一项机器学习(ML)研究,以评估纳米沸石(nANA)在降解罗丹明 B(RhB)染料方面的光催化活性。在建立回归模型时使用了三种机器学习算法(随机森林、人工神经网络和Xtreme Gradient Boosting)。用于机器学习和数据关联的数据集是通过中央复合旋转设计(CCRD 2²)生成的。在机器学习研究中,结构为 3:6:1 的 ANN 作为预测模型表现最佳(训练和测试的 R² = 0.98 和 0.9,RMSE < 5.0),在可见光下运行 180 分钟后,当 pH 值为 5.7、[RhB] = 200 mg L-1 和 [nANA] = 2.75 g L-1 时,RhB 去除率为 50.37 ± 1.01%。特征重要性表明,所有参数(pH 值、[RhB]、[nANA])都与反应有关。因此,这项工作证实了机器学习算法在开发预测模型方面的潜力,同时也为扩大高级氧化过程的规模提供了一个良好的起点。
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引用次数: 0
Pt nanoparticles in cooperation with Mn-P composite drive base-free selective oxidation of 5-hydroxymethylfurfural 铂纳米颗粒与锰-铂复合材料共同驱动 5-羟甲基糠醛的无碱选择性氧化作用
IF 5.2 2区 化学 Q1 CHEMISTRY, APPLIED Pub Date : 2024-08-12 DOI: 10.1016/j.cattod.2024.114990

Selective oxidation of 5-hydroxymethylfurfural (HMF) to 2,5-furandicarboxylic acid (FDCA) is a key approach to sustainable upgrading of furfural based biomass resources. In this work, small Pt nanoparticles (about 2.1 nm) loaded on MnPnOx composite were shown to effectively drive the base-free aerobic oxidation of HMF to FDCA in water. Regulating the P content in carrier enabled to tune HMF conversion and product distribution. The optimal Pt/MnP0.5Ox catalyst can reach 98% yield of FDCA at 110 °C under 10 bar of O2 after 24 h. It also showed the highest initial conversion rate of HMF (13 mmol molPt−1 s−1) and productivity of FDCA (4.1 mmol molPt−1 h−1) among all the Pt/MnPnOx catalysts. The carrier effect of P addition on promoting Pt oxidation catalysis was elucidated by using rigorous kinetic investigations and comprehensive characterizations. The initial conversion rate, rate constant and apparent activation energy were independently measured on oxidation of HMF and its derived intermediates. ICP-MS, XRD, TEM, H2-TPR, O2-TPD and XPS were used to acquire catalytic properties. It was demonstrated that P addition led to changes in carrier structure and metal-support interaction, which eventually promoted the formation of highly active electron-rich Pt0 sites and mobile reactive defect oxygen species. These features allowed improving the selective oxidation catalysis of supported-Pt nanoparticles for the base-free conversion of HMF to FDCA.

将 5-hydroxymethylfurfural (HMF) 选择性氧化为 2,5-呋喃二甲酸 (FDCA) 是糠醛基生物质资源可持续升级的关键方法。在这项研究中,MnPnOx 复合材料上负载的小型铂纳米颗粒(约 2.1 nm)被证明能有效地驱动 HMF 在水中无碱有氧氧化成 FDCA。调节载体中的 P 含量可以调整 HMF 的转化率和产物分布。最佳的 Pt/MnP0.5Ox 催化剂在 10 bar 的氧气条件下,于 110 °C 的温度下,经过 24 小时后,FDCA 的产率可达 98%。在所有 Pt/MnPnOx 催化剂中,它还显示出最高的 HMF 初始转化率(13 mmol molPt-1 s-1)和 FDCA 产率(4.1 mmol molPt-1 h-1)。通过严格的动力学研究和综合表征,阐明了添加 P 对促进铂氧化催化的载体效应。对 HMF 及其衍生中间产物氧化的初始转化率、速率常数和表观活化能进行了独立测量。利用 ICP-MS、XRD、TEM、H2-TPR、O2-TPD 和 XPS 获得催化特性。结果表明,P 的添加导致载体结构和金属-支撑相互作用发生变化,最终促进了高活性富电子 Pt0 位点和移动活性缺陷氧物种的形成。这些特征改善了支撑铂纳米粒子的选择性氧化催化作用,可用于将 HMF 无碱转化为 FDCA。
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