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Recent Development of Catalysts for the Nitrate Reduction Reaction: Electrochemical Solution to Produce Ammonia 硝酸盐还原反应催化剂的最新发展:生产氨的电化学解决方案
IF 3.6 3区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-03-25 DOI: 10.1007/s11244-024-01933-9
Kyung-Won Jeon, Siming Huo, Briana I. Espinosa, Xianqin Wang

Ammonia, essential for agriculture fertilizers and as an energy carrier, is traditionally produced by the energy-intensive Haber–Bosch process, which is a significant energy consumer and a notable contributor to CO2 emissions. The electrochemical nitrate reduction reaction (NO3RR) to produce ammonia presents a promising and environmentally friendly solution, allowing to reduce NO3 contamination in waste water resources. This review covers recent trends in noble and non-noble metal-based catalysts, single-atomic metal catalysts, and metal-free catalysts for NO3RR. Specifically, it was found that transition metals were effective in enhancing electron transfer in the NO3RR due to their d-orbital energy levels. Furthermore, alloys or single atomic catalysts with transition metals have been studied to improve NO3RR performance by adjusting the crystal plane or generating oxygen vacancies. Metal-free catalysts have been investigated and have exhibited great potentials in the NO3RR. It was revealed that tuning the electronic properties can effectively suppress the side reactions and increase the ammonia yield and Faradaic efficiency. This review aims to provide guidance for catalyst design and performance improvement in future NO3RR research.

氨是农业肥料的重要原料,也是一种能源载体,传统的生产工艺是高能耗的哈伯-博施工艺,该工艺能耗高,二氧化碳排放量大。利用电化学硝酸盐还原反应(NO3RR)生产氨水是一种前景广阔的环保型解决方案,可减少废水资源中的 NO3-污染。本综述涵盖了用于 NO3RR 的贵金属和非贵金属基催化剂、单原子金属催化剂和无金属催化剂的最新发展趋势。具体而言,研究发现过渡金属由于其 d 轨道能级,可有效增强 NO3RR 中的电子转移。此外,还研究了带有过渡金属的合金或单原子催化剂,通过调整晶面或产生氧空位来改善 NO3RR 的性能。无金属催化剂也得到了研究,并在 NO3RR 中表现出巨大的潜力。研究表明,调整电子特性可有效抑制副反应,提高氨产量和法拉第效率。本综述旨在为未来 NO3RR 研究中的催化剂设计和性能改进提供指导。
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引用次数: 0
Application of Cobalt Hydroxide Nano-Sheets as Electrocatalyst Material for Measuring of Glucose in Blood Samples from Athletes 氢氧化钴纳米片作为电催化剂材料在运动员血样葡萄糖测量中的应用
IF 3.6 3区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-03-23 DOI: 10.1007/s11244-024-01928-6

Abstract

In this work, a convenient, low cost and fast detection of glucose (GO) in human blood has been investigated. For this purpose, a non-enzymatic sensor based on the hydrothermally prepared cobalt hydroxide nano-catalyst was fabricated and used for analysis of GO level in biological fluids. The electrochemical ability of the modified glassy carbon electrode (GCE) for GO measuring was studied by cyclic voltammetry and chronoamperometry assays. The chronoamperometric data indicate that the proposed sensing platform is capable of measuring changes in GO levels within a linear range of 1.5–460 µM and low detection limit of 0.8 µM. The cobalt hydroxide modified GCE depicts a significant resistant versus common interfering species such as fructose, cholesterol, ascorbic acid, l-cysteine and uric acid. In addition, the suggested GO sensor was employed for determination of analyte concentration in blood samples from athletes. This novel platform is characterized by its low price, simple operation, high anti-interference property and high sensitivity. The experimental results proved that the cobalt hydroxide modified GCE is an effective strategy for non-enzymatic GO detection in clinical applications.

Graphical Abstract

摘要 在这项工作中,研究了一种方便、低成本和快速检测人体血液中葡萄糖(GO)的方法。为此,制备了一种基于水热法制备的氢氧化钴纳米催化剂的非酶传感器,并将其用于分析生物液体中的 GO 含量。通过循环伏安法和时变测定法研究了改性玻璃碳电极(GCE)测量 GO 的电化学能力。时变数据表明,拟议的传感平台能够在 1.5-460 µM 的线性范围内测量 GO 含量的变化,检测限低至 0.8 µM。氢氧化钴修饰的 GCE 对果糖、胆固醇、抗坏血酸、L-半胱氨酸和尿酸等常见干扰物具有明显的抗性。此外,所建议的 GO 传感器还被用于测定运动员血液样本中的分析物浓度。这种新型平台具有价格低廉、操作简单、抗干扰性强和灵敏度高等特点。实验结果证明,氢氧化钴修饰的 GCE 是临床应用中非酶促 GO 检测的有效策略。 图表摘要
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引用次数: 0
Synthesis and Characterization of NiMoS/TiMg and NiWS/TiMg Nanocatalysts and Their Application in the Hydrodesulfurization of Dibenzothiophene NiMoS/TiMg 和 NiWS/TiMg 纳米催化剂的合成与表征及其在二苯并噻吩氢化脱硫中的应用
IF 3.6 3区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-03-12 DOI: 10.1007/s11244-024-01916-w
P. Peña-Obeso, M. E. Cervantes-Gaxiola, J. L. Rico, J. N. Díaz de León, S. Guevara-Martinez, J. A. Lumbreras-Pacheco, R. Huirache-Acuña

NiMoS/TiMg and NiWS/TiMg nanocatalysts were synthesized, characterized by various techniques and tested in the hydrodesulphurization (HDS) of dibenzothiophene (DBT). TiMg mixed oxides containing 5, 10 or 15 wt% of MgO were prepared by sol–gel and then used as catalyst supports. A constant atomic ratio of Ni/(Ni + M) = 0.5 was kept for all the catalysts (M = Mo or W). The catalysts were first prepared by sequential-wet impregnation. Then, after an ex-situ sulfidation process, they were characterized by high resolution transmission electron microscopy (HR-TEM), X-ray diffraction (XRD), and physisorption of N2 following the BET method. The presence of MgO in the NiMoS/TiMg and NiWS/TiMg catalysts resulted in an enhancement in the HDS activity of DBT. In addition, their HDS activities were higher than those observed in the NiMoS/Ti and NiWS/Ti catalysts. Furthermore, higher HDS activity was found for the NiMoS/TiMg compared with their NiWS/TiMg catalysts counterpart.

Graphical Abstract

通过各种技术合成了 NiMoS/TiMg 和 NiWS/TiMg 纳米催化剂,并对其进行了二苯并噻吩(DBT)加氢脱硫(HDS)试验。采用溶胶-凝胶法制备了含 5、10 或 15 wt% 氧化镁的钛镁混合氧化物,并将其用作催化剂载体。所有催化剂(M = Mo 或 W)的原子比恒定为 Ni/(Ni + M) = 0.5。催化剂首先通过顺序湿浸渍法制备。然后,在原位硫化过程之后,用高分辨率透射电子显微镜(HR-TEM)、X 射线衍射(XRD)和 BET 法对 N2 进行物理吸附。NiMoS/TiMg 和 NiWS/TiMg 催化剂中氧化镁的存在提高了 DBT 的加氢脱硫活性。此外,与 NiMoS/Ti 和 NiWS/Ti 催化剂相比,它们的加氢脱硫活性更高。此外,与 NiWS/TiMg 催化剂相比,NiMoS/TiMg 催化剂的加氢脱硫活性更高。
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引用次数: 0
Catalysts for Clean Energy: A Review on Current Progress for the Catalyzed Recycling of CO2 into Dimethyl Ether 清洁能源催化剂:二氧化碳催化回收二甲醚研究进展综述
IF 3.6 3区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-03-11 DOI: 10.1007/s11244-024-01913-z

Abstract

Dimethyl ether (DME), one of the proposed targets for CO2 recycling, is a very attractive renewable energy source due to its non-toxic nature, low environmental impact, and hydrogen (H2)-carrying abilities. The thermal catalyzed reaction of CO2 to DME requires two steps with different catalysts, and the combination and optimization of these catalysts are of great importance for achieving viable DME yield that would make future industrial implementation possible. The thermodynamics and reaction mechanisms of the CO2 conversion to DME were discussed. The metallic and acidic catalyst functions utilized for this reaction are analyzed in this review, and the different methods of combination are presented with a focus on hybrid catalysts to achieve successful and efficient catalyzed reactions with optimized DME yield. Additionally, an outlook for future directions in catalyst development and mechanistic understanding in this largely overlooked area are provided.

摘要 二甲醚(DME)是二氧化碳回收利用的拟议目标之一,由于其无毒、对环境影响小以及具有携带氢气(H2)的能力,它是一种非常有吸引力的可再生能源。热催化反应将二氧化碳转化为二甲醚需要两个步骤,并使用不同的催化剂,而这些催化剂的组合和优化对于获得可行的二甲醚产量至关重要,这将使未来的工业化实施成为可能。本文讨论了二氧化碳转化为二甲醚的热力学和反应机理。本综述分析了用于该反应的金属催化剂和酸性催化剂的功能,并介绍了不同的组合方法,重点是混合催化剂,以实现成功、高效的催化反应,优化二甲醚产量。此外,还展望了催化剂开发的未来方向,以及对这一在很大程度上被忽视的领域的机理认识。
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引用次数: 0
Simultaneous Nutrient Removal from Urban Runoff Using Bi-layer Bioretention Cells with Novel Media Additives 使用新型介质添加剂的双层生物滞留池同时去除城市径流中的营养物质
IF 3.6 3区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-03-04 DOI: 10.1007/s11244-023-01894-5
Sanjena Narayanasamydamodaran, Jian’e Zuo, Nawnit Kumar

Nitrogen and phosphorous compounds are significant pollutants in urban stormwater runoff. In this study, three lab-scale bioretention cells, namely a control reactor CM, and reactors M1 and M2 containing Scrap Iron Filings (SIF) with granulated brick (M1) and pumice pellets (M2), respectively, were used to evaluate the simultaneous removal of nitrate, nitrite, ammonia, total nitrogen, phosphorous, and COD using simulated runoff. Under unsaturated conditions, M1 with the ZVI-brick combination removed 91.37% TP, while M2 with the ZVI-pumice combination removed 89.76% TP. Under saturated conditions, M2 removed 72.02% TN, and M1 removed 66.1% TN. It was found that the presence of saturation zones benefitted TN removal which can be attributed to the creation of anoxic conditions within saturation zones, which favoured denitrification, as well as the prolongation of influent retention and reaction time, while it hindered TP removal. TP removal percentages for CM, M1, and M2 declined from 86.77%, 91.37%, and 89.76% in unsaturated conditions to 63.99%, 83.67%, and 71.74% in saturated conditions due to the propensity of soil-bound P to leach in anoxic environments. The media amendments were further characterized using Scanning Electron Microscopy (SEM) and X Ray Diffraction analysis (XRD), as well as adsorption and leaching tests. Significantly, the highest pollutant leaching was observed in the assessed conditions for CM, underscoring the usefulness of including media like ZVI, brick powder, and pumice pellets. This incorporation not only heightened the effectiveness of pollutant removal but also fortified their retention in potential future stormwater events. In consideration of this, M1 emerged as the preferred design option, as its non-leaching characteristics were verified through flushing with distilled water after post-stormwater influent loading cycles when compared to traditional designs.

氮和磷化合物是城市雨水径流中的重要污染物。本研究使用了三个实验室规模的生物滞留池,即对照反应器 CM,以及分别含有废铁屑(SIF)与粒状砖(M1)和浮石颗粒(M2)的反应器 M1 和 M2,利用模拟径流对硝酸盐、亚硝酸盐、氨氮、总氮、磷和化学需氧量的同时去除效果进行了评估。在非饱和条件下,采用 ZVI 砖组合的 M1 可去除 91.37% 的 TP,而采用 ZVI 浮石组合的 M2 可去除 89.76% 的 TP。在饱和条件下,M2 对 TN 的去除率为 72.02%,M1 对 TN 的去除率为 66.1%。研究发现,饱和区的存在有利于 TN 的去除,这可归因于饱和区内缺氧条件的形成,有利于反硝化以及进水停留时间和反应时间的延长,但却阻碍了 TP 的去除。CM、M1 和 M2 对 TP 的去除率从非饱和条件下的 86.77%、91.37% 和 89.76% 下降到饱和条件下的 63.99%、83.67% 和 71.74%,这是因为土壤结合的 P 在缺氧环境中容易浸出。使用扫描电子显微镜(SEM)和 X 射线衍射分析(XRD)以及吸附和浸出测试对介质改良剂进行了进一步表征。值得注意的是,在 CM 的评估条件下观察到的污染物浸出率最高,这凸显了加入 ZVI、砖粉和浮石颗粒等介质的有用性。这些介质的加入不仅提高了污染物的去除效果,还加强了污染物在未来可能发生的暴雨事件中的滞留能力。考虑到这一点,M1 成为首选设计方案,因为与传统设计相比,M1 的非沥滤特性在暴雨后的进水负荷循环后通过蒸馏水冲洗得到了验证。
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引用次数: 0
Role of Extremophiles in Biodegradation of Emerging Pollutants 嗜极微生物在新兴污染物生物降解中的作用
IF 3.6 3区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-02-27 DOI: 10.1007/s11244-024-01919-7

Abstract

Emerging pollutants, also referred to as emerging contaminants, are substances that have recently been recognized or are gaining attention due to their potential adverse impacts on the environment, human health, or ecosystems. These pollutants present a significant threat to both environmental and human well-being and are challenging to eliminate using conventional remediation methods. Extremophiles, organisms adapted to extreme environmental conditions like high or low temperatures, high pressure, and elevated salt concentrations, play a crucial role in this context. They produce a diverse array of enzymes capable of breaking down complex organic compounds, some of which remain stable and functional even in harsh environmental conditions, making extremophiles well-suited for use in bioremediation applications. Numerous studies have demonstrated the capability of extremophiles to degrade various pollutants, including toxic solvents, heavy metals, and industrial chemicals. Halophilic archaea, a type of extremophile, have particularly shown promise in degrading emerging contaminants in salt marsh sediments. Despite their potential, there are challenges associated with using extremophiles in bioremediation, such as the limited availability of extremophilic microorganisms capable of degrading specific pollutants and a reduction in enzyme stability when operating outside their optimum range. Nevertheless, ongoing research in this field is anticipated to result in the development of new and innovative bioremediation strategies for effectively removing emerging pollutants from the environment.

摘要 新出现的污染物,也称为新兴污染物,是最近才被认识到或因其对环境、人类健康或生态系统的潜在不利影响而日益受到关注的物质。这些污染物对环境和人类福祉都构成重大威胁,采用传统的补救方法难以消除。嗜极生物,即适应高温或低温、高压和高浓度盐等极端环境条件的生物,在这方面发挥着至关重要的作用。它们产生的酶种类繁多,能够分解复杂的有机化合物,其中一些酶即使在恶劣的环境条件下也能保持稳定并发挥作用,因此嗜极生物非常适合用于生物修复应用。大量研究表明,嗜极生物有能力降解各种污染物,包括有毒溶剂、重金属和工业化学品。嗜卤古细菌是嗜极菌的一种,在降解盐沼沉积物中新出现的污染物方面表现尤为突出。尽管嗜极古细菌具有潜力,但在生物修复中使用嗜极古细菌也面临一些挑战,例如能够降解特定污染物的嗜极微生物数量有限,以及在超出其最佳工作范围时酶的稳定性会降低。尽管如此,该领域正在进行的研究有望开发出新的创新生物修复战略,有效清除环境中新出现的污染物。
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引用次数: 0
Catalyzing Transformation: Organo-Inorganic Materials Based Immobilized Lipases in the Ongoing Quest for Sustainable Biodiesel Production 催化转化:基于有机-无机材料的固定化脂肪酶在可持续生物柴油生产中的不断探索
IF 3.6 3区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-02-26 DOI: 10.1007/s11244-024-01915-x
Alvina Khalid, Muhammad Imran, Ayesha Javaid, Shoomaila Latif

The ever-increasing demand for sustainable diesel production, driven by depleting fossil fuel reserves, escalating prices, and environmental concerns has led to an intensive exploration of biodiesel as an alternative. Although chemical catalysis has been a dominant strategy for biodiesel synthesis due to its rapid reaction rates, its limitations in handling low-grade feedstock, susceptibility to product contamination, and high-temperature and pressure demands have prompted a paradigm shift toward lipase catalysis. Lipases, renowned for their ability to function under moderate conditions and prevent product contamination, present an appealing substitute. However, their extensive adoption is hindered by their inherent high cost. To address this challenge, investigators have turned their attention to immobilizing lipases on various support materials, aiming to enhance stability and recyclability and ultimately make lipase-catalyzed biodiesel economically viable on a commercial level. This review provides a comprehensive overview of the raw materials employed, the lipase action mechanism at the interfacial level, and a detailed discussion of the recent works carried out in both traditional and innovative immobilization techniques. The discussion encompasses diverse support materials and factors influencing biodiesel manufacturing, thereby illuminating the dynamic landscape of immobilized lipases in the synthesis of biodiesel. Throughout this paper, our objective is to furnish insights into the current state of the field, pinpoint key challenges, and articulate a roadmap for future research endeavors in the pursuit of sustainable and economically viable biodiesel production.

Graphical Abstract

由于化石燃料储量日益枯竭、价格不断攀升以及对环境的担忧,人们对可持续柴油生产的需求不断增加,这促使人们开始深入探索生物柴油的替代品。虽然化学催化因其反应速度快而一直是生物柴油合成的主要策略,但其在处理低级原料、易受产品污染以及高温高压要求等方面的局限性,促使人们向脂肪酶催化转变。脂肪酶以能够在温和条件下发挥作用和防止产品污染而闻名,是一种极具吸引力的替代品。然而,其固有的高成本阻碍了它们的广泛应用。为了应对这一挑战,研究人员已将注意力转向将脂肪酶固定在各种支持材料上,旨在提高稳定性和可回收性,最终使脂肪酶催化的生物柴油在商业层面上具有经济可行性。本综述全面概述了所采用的原材料、脂肪酶在界面层面的作用机制,并详细讨论了最近在传统和创新固定化技术方面开展的工作。讨论涵盖了各种支持材料和影响生物柴油制造的因素,从而揭示了固定化脂肪酶在生物柴油合成中的动态发展。在本文中,我们将深入探讨该领域的现状,指出主要挑战,并为未来的研究工作绘制路线图,以实现可持续的、经济可行的生物柴油生产。
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引用次数: 0
Detection and Determination of Quercetin in Sour Cherry and Black Tea Samples by Fluorescent Probe Prepared by Green Hydrothermal Method Using Achillea Millefolium Extract 利用绿色水热法制备的荧光探针检测和测定酸樱桃和红茶样品中的槲皮素(Achillea Millefolium Extract
IF 3.6 3区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-02-21 DOI: 10.1007/s11244-024-01914-y
Haniye Iranmanesh, Elham Ashrafzadeh Afshar, Mohammad Ali Taher, Ceren Karaman, Hassan Karimi-Maleh

Quercetin (QCT), as an important flavonoid, has different properties including neuroprotective, anti-hyperlipidemia, decreasing blood pressure and neuroprotective effects. Hence precise determination of quercetin is noteworthy. Herein, a fast, simple, highly sensitive, and new fluorescent sensor was prepared based on Achillea Millefolium extract carbon dots stabilized on sodium alginate structure (CD/Na-Al). For confirm the reliability of synthesized sensor some characterization analysis were performed such as FT-IR and TEM. The CD/Na-Al was applied for the accurate recognition and measurement of QCT molecule. The operation mechanism for the analytical procedure was based on ‘‘turn-off’’ the fluorescence emission signal in 440 nm. The dynamic linear range was obtained in the range of 1–25 and 25–110 µM, with detection of limits equal to 0.32 and 3.9 µM respectively. The observations confirmed that the present method was able to detect trace amounts of quercetin in black tea and sur cherry with satisfy results.

槲皮素(QCT)作为一种重要的类黄酮,具有不同的特性,包括神经保护、抗高脂血症、降低血压和神经保护作用。因此,精确测定槲皮素值得关注。本文基于海藻酸钠结构(CD/Na-Al)上稳定的蓍草提取物碳点,制备了一种快速、简单、高灵敏度的新型荧光传感器。为了证实合成传感器的可靠性,对其进行了一些表征分析,如傅立叶变换红外光谱和 TEM。CD/Na-Al 被用于准确识别和测量 QCT 分子。分析程序的运行机制基于 440 纳米波长的荧光发射信号 "关闭"。该方法的动态线性范围分别为 1-25 µM 和 25-110 µM,检测限分别为 0.32 µM 和 3.9 µM。结果表明,该方法能够检测出红茶和樱桃中的槲皮素,且结果令人满意。
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引用次数: 0
Tuning Catalytic Attributes of Enzymes by Conjugation with Functionalized Carbon Dots 通过与功能化碳点共轭调谐酶的催化属性
IF 3.6 3区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-02-21 DOI: 10.1007/s11244-024-01911-1

Abstract

Enzymes are essential biological catalysts that can accelerate multiple reactions. Their outstanding catalytic properties make them highly valuable in different research fields and industries including pharmaceutical, sensing, food, and agriculture. However, the catalytic attributes of free enzymes are limited by their poor stability and resistance to harsh conditions. Recently, the conjugation of different enzymes with carbon dots (CDs) has been explored as a novel strategy for tuning their catalytic properties. CDs possess unique and tunable characteristics such as light stability, electron transfer properties, lower toxicity, cost-efficiency, and outstanding biocompatibility; thus, they represent excellent options for the conjugation of different enzymes to improve their stability, selectivity, and catalytic efficiency. Recently, various CDs-based nano-biocatalysts have been successfully prepared with superior performances compared to their free enzymes. Therefore, this review aims to discuss the most recent reported studies in the synthesis of CDs-based nano-biocatalysts providing an overview of current methodologies and recent research applications. Lastly, we delve into the prospects and the future possibilities of such innovative conjugates that entail an exploration of the faced challenges and their untapped potential for various applications.

Graphical Abstract

摘要 酶是一种重要的生物催化剂,可以加速多种反应。酶的卓越催化特性使其在制药、传感、食品和农业等不同研究领域和行业中具有极高的价值。然而,游离酶的催化特性因其稳定性差和对恶劣条件的耐受性而受到限制。最近,人们探索了将不同的酶与碳点(CD)共轭,作为调整其催化特性的一种新策略。碳点具有独特的可调特性,如光稳定性、电子传递特性、低毒性、成本效益和出色的生物相容性;因此,它们是缀合不同酶以提高其稳定性、选择性和催化效率的绝佳选择。最近,人们成功制备了各种基于 CD 的纳米生物催化剂,其性能优于游离酶。因此,本综述旨在讨论有关合成 CD 基纳米生物催化剂的最新研究报告,概述当前的方法和最新的研究应用。最后,我们将深入探讨此类创新型共轭物的前景和未来可能性,包括所面临的挑战及其在各种应用中尚未开发的潜力。 图表摘要
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引用次数: 0
Hydrogen Generation by Methanolysis of NaBH4 via Efficient CuFe2O4 Nanoparticle Catalyst: A Kinetic Study and DNN Model 通过高效 CuFe2O4 纳米粒子催化剂甲烷分解 NaBH4 产生氢气:动力学研究和 DNN 模型
IF 3.6 3区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-02-20 DOI: 10.1007/s11244-024-01904-0
Muhammad Ali Yousif Al Janabi, Rima Nour El Houda Tiri, Ali Cherif, Elif Esra Altuner, Chul-Jin Lee, Fatih Sen, Elena Niculina Dragoi, Fatemeh Karimi, Shankramma Kalikeri

In this work, CuFe2O4 nanoparticles (NPs) were created using a hydrothermal process. The form and size of the obtained CuFe2O4 NPs were characterized using XRD and TEM techniques. The Scherrer equation and XRD measurements revealed that the crystal size of nanoparticles was 10.79 nm. The TEM study of nanoparticles with an average size of 7.673.75 nm revealed a distinctive core–shell structure. The methanolysis on NaBH4 at various parameters was used to assess the catalytic activity of NPs. The results showed that CuFe2O4 NPs are an effective catalyst for the methanolysis of NaBH4 in alkaline solutions, as demonstrated by the activation energy of 33.31 kJ/mol and turnover frequency (TOF), which was estimated as 2774.61 min−1 under ambient circumstances. These obtained NPs also showed an excellent (92%) reusability. A deep neural network architecture was determined using a neuro-evolutive approach based on a genetic algorithm to model the process and predict the catalyst performance in changing operating conditions. The determined models had a correlation > 0.9 and a mean squared error in the testing phase < 7.5%, indicating their capacity to capture the process dynamic effectively.

本研究采用水热法制备了 CuFe2O4 纳米粒子(NPs)。利用 XRD 和 TEM 技术对获得的 CuFe2O4 NPs 的形态和尺寸进行了表征。舍勒方程和 XRD 测量显示,纳米粒子的晶体尺寸为 10.79 nm。对平均尺寸为 7.673.75 nm 的纳米颗粒进行的 TEM 研究表明,它们具有独特的核壳结构。在不同参数下对 NaBH4 进行甲醇分解,以评估纳米粒子的催化活性。结果表明,CuFe2O4 NPs 是碱性溶液中 NaBH4 甲醇分解的有效催化剂,其活化能为 33.31 kJ/mol,周转频率(TOF)为 2774.61 min-1。这些获得的 NPs 还显示出极佳的重复利用率(92%)。利用基于遗传算法的神经进化方法确定了深度神经网络架构,以建立工艺模型并预测催化剂在不断变化的操作条件下的性能。确定的模型在测试阶段的相关性为 0.9,平均平方误差为 7.5%,这表明它们能够有效捕捉工艺动态。
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引用次数: 0
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