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Enabling data-driven process dynamic modeling for extractive leaching and chemical precipitation 为萃取浸出和化学沉淀建立数据驱动的工艺动态模型
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-10-09 DOI: 10.1016/j.cherd.2024.10.004
Wei Song , Fabian Diaz , Andrey Yasinskiy , Tobias Kleinert , Bernd Friedrich
To address the limitations of static models and gain insight into the processes of extractive leaching and chemical precipitation, a data-driven dynamic modeling strategy is proposed using a Lithium-ion battery recycling case study. The data correlations among pH, temperature, redox potential, conductivity and system state are investigated. Predictive models are then developed to describe the system state online and are employed as surrogate models for time-intensive offline chemical analyses. This enables further process optimization, such as time-saving measures and improved process efficiency through dynamic parameter studies. The proposed strategy serves as a guideline for dynamic modeling and integrates big data methodologies into chemical engineering.
为了解决静态模型的局限性并深入了解萃取浸出和化学沉淀过程,我们利用锂离子电池回收案例研究提出了一种数据驱动的动态建模策略。研究了 pH 值、温度、氧化还原电位、电导率和系统状态之间的数据相关性。然后开发出在线描述系统状态的预测模型,并将其用作时间密集型离线化学分析的替代模型。这样就能进一步优化工艺,例如通过动态参数研究来节省时间和提高工艺效率。所提出的策略可作为动态建模的指南,并将大数据方法整合到化学工程中。
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引用次数: 0
Transient behavior of the DYNASWIRL® phase separator during cryogenics tank-to-tank transfer operations DYNASWIRL® 相分离器在低温储罐到储罐传输操作过程中的瞬态行为
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-10-05 DOI: 10.1016/j.cherd.2024.10.003
G.L. Chahine , Q. Liu , C.-T. Hsiao , G. Loraine
In order to separate gas and liquid from a two-phase mixture in space or earth applications, one can generate a strong artificial acceleration field instead of relying on gravity. This can be achieved by generating a swirl flow in a separator. The DYNASWIRL® phase separator is such a passive device, which had been demonstrated in air/water mixtures in the laboratory and on five reduced gravity NASA parabolic flights. In this work, extensive laboratory testing and numerical simulations are conducted to demonstrate the validity of the DYNASWIRL for phase separation with cryogenics. Liquid nitrogen (LN2) is used for extensive testing involving unsteady tank-to-tank transfer with quenching of separator and piping, liquid boil-off and vaporization, phase separation and recovery. This paper describes the separator and testing setups used. It examines the effects of the liquid (water and LN2), geometric parameters, and their effects on the separation and on the pressure loss across the separator, and analyzes the flow dynamics of the gas removal process. Validated numerical simulations support the experimental results and help explain the effects of the design parameters on the results.
在太空或地球应用中,为了从两相混合物中分离出气体和液体,可以产生一个强大的人工加速场,而不是依靠重力。这可以通过在分离器中产生漩涡流来实现。DYNASWIRL® 相分离器就是这样一种被动装置,它已在实验室的空气/水混合物中和美国宇航局的五次减重力抛物线飞行中得到验证。在这项工作中,进行了广泛的实验室测试和数值模拟,以证明 DYNASWIRL 用于低温相分离的有效性。液氮(LN2)被用于广泛的测试,包括分离器和管道淬火、液体沸腾和汽化、相分离和回收的非稳态槽到槽传输。本文介绍了所使用的分离器和测试装置。它研究了液体(水和 LN2)、几何参数及其对分离和分离器压力损失的影响,并分析了气体去除过程的流动动力学。经过验证的数值模拟支持实验结果,并有助于解释设计参数对结果的影响。
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引用次数: 0
Experimental and ANN modeling of kerosene fuel desulfurization using a manganese oxide-tin oxide catalyst 使用氧化锰-氧化锡催化剂进行煤油燃料脱硫的实验和 ANN 模拟
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-10-05 DOI: 10.1016/j.cherd.2024.10.001
Jasim I. Humadi , Muayed A. Shihab , Ahmed A. Hasan , A.M. Mohammed
This research pioneered the use of a nanocatalyst composed of manganese oxide (MnO2) and stannic oxide (SnO2) to effectively remove dibenzothiophene (DBT) from kerosene fuel through the catalytic oxidative desulfurization (ODS) process, using hydrogen peroxide (H2O2) as the oxidant. Impregnating SnO2 with varying amounts of MnO2 was used to manufacture the catalyst. The oxidation experiment ran in a batch reactor with varying reaction times and temperatures to determine optimal conditions. High MnO2 dispersion over SnO2 was shown by catalyst characterization data. Under optimal operating parameters (catalyst type: 5 % MnO2/SnO2, reaction temperature: 75 °C, and reaction duration: 100 min), the results demonstrated a maximum DBT removal efficiency of 82.84 % from kerosene fuel. This research also provides the construction of Artificial Neural Network (ANN) model to simulate the upgrading of kerosene fuel via desulfurization process. There has been a growing trend toward the diversified use of ANN to represent steady state systems in chemical engineering. MATLAB's code was employed for matching the experimental data to the artificial neural network (ANN) model. The resulted data showed significant agreement between the experimental and predicted outcomes, with regression coefficients (R2) of 0.99902, 0.99986, and 0.99961 and mean square errors (MSE) of 0.266, 0.272, and 0.104 for 0 % MnO2/SnO2, 1 % MnO2/SnO2, and 5 % MnO2/SnO2 respectively. This interactive model provided a solid foundation for understanding the novel behavior of the oxidation process.
这项研究率先使用由氧化锰(MnO2)和氧化锡(SnO2)组成的纳米催化剂,以过氧化氢(H2O2)为氧化剂,通过催化氧化脱硫(ODS)工艺有效去除煤油燃料中的二苯并噻吩(DBT)。制造催化剂的方法是在二氧化锡中浸渍不同量的二氧化锰。氧化实验在间歇式反应器中进行,反应时间和温度各不相同,以确定最佳条件。催化剂表征数据显示,二氧化锰在二氧化锡上的分散度很高。在最佳操作参数下(催化剂类型:5 % MnO2/SnO2,反应温度:75 °C,反应时间:100 分钟)下,结果表明,二氧化锰在二氧化锡上的分散度很高:结果表明,煤油燃料中 DBT 的最大去除率为 82.84%。这项研究还构建了人工神经网络(ANN)模型,用于模拟煤油燃料的脱硫升级过程。在化学工程中,越来越多地使用人工神经网络来表示稳态系统。使用 MATLAB 代码将实验数据与人工神经网络(ANN)模型相匹配。结果表明,实验结果和预测结果之间存在明显的一致性,0 % MnO2/SnO2、1 % MnO2/SnO2 和 5 % MnO2/SnO2 的回归系数 (R2) 分别为 0.99902、0.99986 和 0.99961,均方误差 (MSE) 分别为 0.266、0.272 和 0.104。这一交互模型为理解氧化过程的新行为提供了坚实的基础。
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引用次数: 0
Experimental demonstration of the production of poly(oxymethylene) dimethyl ethers from methanolic formaldehyde solutions in a closed-loop mini-plant 在闭环微型工厂中利用甲醇甲醛溶液生产聚氧化亚甲基二甲醚的实验演示
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-10-05 DOI: 10.1016/j.cherd.2024.09.041
Alvaro Ferre , Johannes Voggenreiter , Christian F. Breitkreuz , Denis Worch , Udo Lubenau , Hans Hasse , Jakob Burger
Poly(oxymethylene) dimethyl ethers of chain length 3–5 (
) are discussed as synthetic diesel fuels due to their potential to significantly reduce soot emissions while presenting physicochemical properties similar to conventional diesel fuels. A recently developed process to produce
directly from methanol and aqueous formaldehyde is a promising way to avoid expensive intermediates such as trioxane, methylal, or dimethyl ether. The process consists of a reactor, a distillation sequence, and a membrane unit. The first distillation column is particularly challenging due to the reactive character of the separation, the high number of components present, and the limited solubility of formaldehyde. Up to now, the feasibility of this separation has yet to be demonstrated. This work presents closed-loop experiments in a demonstration plant erected at the Campus Straubing of the Technical University of Munich with closing recycle. In the distillation step,
with very small impurities of around 800 ppm of formaldehyde was obtained. The experimental results were compared with simulations based on a reactive equilibrium stage model. The simulations of the temperature and composition profiles for the majority of the components are in line with the experiments. Although the membrane separation exhibited weaker water selectivity than in previous tests, it was sufficient to overcome distillation boundaries. Additionally, this study assesses the potential for solid precipitation, explores trade-offs in product quality, and discusses overall mass balances of the process, demonstrating the overall feasibility of the process.
链长为 3-5( )的聚氧亚甲基二甲醚被讨论用作合成柴油燃料,因为它们具有显著减少烟尘排放的潜力,同时具有与传统柴油燃料相似的物理化学特性。最近开发的一种直接从甲醇和甲醛水溶液中生产合成柴油的工艺,是一种避免使用昂贵的中间体(如三氧六环、甲缩醛或二甲醚)的可行方法。该工艺由一个反应器、一个蒸馏序列和一个膜装置组成。第一个蒸馏塔特别具有挑战性,因为分离过程具有反应性,存在大量成分,而且甲醛的溶解度有限。迄今为止,这种分离方法的可行性仍有待论证。这项研究介绍了在慕尼黑工业大学施特劳宾校区建立的示范工厂中进行的闭环实验。在蒸馏步骤中,得到的甲醛杂质非常少,约为 800 ppm。实验结果与基于反应平衡阶段模型的模拟结果进行了比较。大多数成分的温度和成分曲线的模拟结果与实验结果一致。虽然膜分离对水的选择性比以前的试验要弱,但足以克服蒸馏界限。此外,本研究还评估了固体沉淀的可能性,探讨了产品质量的权衡,并讨论了工艺的总体质量平衡,证明了工艺的整体可行性。
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引用次数: 0
Influence of computational parcel resolution on hydrodynamics and performance of reacting fluidized bed reactors 计算包裹分辨率对流化床反应器流体力学和性能的影响
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-10-04 DOI: 10.1016/j.cherd.2024.09.033
Adefarati Oloruntoba , Hongliang Xiao , Linlin Duan , Joule Bergerson , Yongmin Zhang
The Eulerian-Lagrangian computational models are critical for understanding gas-phase processes and addressing engineering challenges, yet their numerical accuracy in reactive gas-solid fluidized beds remains a concern. This work utilizes the multiphase particle-in-cell (MP-PIC) scheme to assess the impact of parcel number on the hydrodynamics and reaction predictions in the fluid catalytic cracking (FCC) catalyst regeneration process. By employing the energy-minimization multi-scale model for bubbling and turbulent flow regimes, the MP-PIC simulations closely match experimental solids concentration profiles. We developed and analyzed different parcel resolutions: 9.5×10³, 2.0×10⁴, 1.0×10⁵, 2.2×10⁵, 1.1×10⁶ in bubbling fluidized beds (BFB), and 6.5×10³, 1.3×10⁴, 7.1×10⁴, 1.4×10⁵, 6.8×10⁵ in turbulent fluidized beds (TFB). The findings reveal a significant sensitivity of coke combustion efficiency, flue gas evolution, and temperature to parcel resolution in BFB, attributable to mesoscale activities, with less impact observed in TFB. The study highlights the essential balance between the accuracy of Lagrangian particle configuration and computational costs.
欧拉-拉格朗日计算模型对于理解气相过程和解决工程难题至关重要,但其在反应性气固流化床中的数值精度仍然令人担忧。本研究利用多相颗粒-单元(MP-PIC)方案来评估包裹数对流化催化裂化(FCC)催化剂再生过程中的流体力学和反应预测的影响。通过在气泡和湍流状态下采用能量最小化多尺度模型,MP-PIC 模拟与实验中的固体浓度曲线非常吻合。我们开发并分析了不同的包裹分辨率:在鼓泡流化床 (BFB) 中为 9.5×10³、2.0×10⁴、1.0×10⁵、2.2×10⁵、1.1×10⁶;在湍流流化床 (TFB) 中为 6.5×10³、1.3×10⁴、7.1×10⁴、1.4×10⁵、6.8×10⁵。研究结果表明,焦炭燃烧效率、烟气演变和温度对 BFB 中的包裹分辨率非常敏感,这归因于中尺度活动,而在 TFB 中观察到的影响较小。该研究强调了拉格朗日粒子配置精度与计算成本之间的重要平衡。
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引用次数: 0
Innovative fluidized bed flotation column for fine particle separation 用于细颗粒分离的创新型流化床浮选柱
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-10-02 DOI: 10.1016/j.cherd.2024.10.002
Peng Chen , Jikang Han , Zhiyuan Zhang , Longlong Jing , Yanfeng Li
Flotation columns are extensively utilized to separate fine mineral particles. In highly turbulent environments, the increased collision efficiency between bubbles and particles can lead to improved flotation efficiency of fine particles. The fluidized bed flotation column (FBFC), a new type of flotation equipment, improves the separation efficiency of fine particles by creating a highly turbulent environment in the fluidized zone through the addition of solid particles. This paper investigated the fluidization characteristics, bubble, and gas hold up of the FBFC, along with the flotation efficiency of fine quartz particles. Experimental results showed that introducing gas enhanced the fluidization process in the fluidized bed. The fluidized zone facilitated the fragmentation of bubbles into smaller ones. With increasing liquid velocity, the bubble diameter decreases before subsequently increasing, while the gas holdup initially rises and then declines. The flotation efficiency of fine quartz particles is superior in FBFC with added particles compared to those without added particles. The flotation efficiency of fine particles increases with the rise in both liquid velocity and gas velocity.
浮选柱被广泛用于分离细小矿物颗粒。在高湍流环境中,气泡与颗粒之间碰撞效率的提高可提高细颗粒的浮选效率。流化床浮选柱(FBFC)是一种新型浮选设备,通过在流化区加入固体颗粒创造高湍流环境来提高细颗粒的分离效率。本文研究了 FBFC 的流化特性、气泡和气体容纳量,以及细小石英颗粒的浮选效率。实验结果表明,气体的引入增强了流化床的流化过程。流化区有利于气泡破碎成更小的气泡。随着液体速度的增加,气泡直径先减小后增大,而气体截留率则先上升后下降。在添加颗粒的 FBFC 中,细小石英颗粒的浮选效率优于不添加颗粒的 FBFC。细颗粒的浮选效率随着液体速度和气体速度的增加而增加。
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引用次数: 0
Research progress in synthesis and application of polyionic-liquid heteropolyacid materials 聚阴离子液体杂多酸材料的合成与应用研究进展
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-10-01 DOI: 10.1016/j.cherd.2024.09.032
Xin Li , Lu-Lu Ma , Si-Wen Li , Rong-Xi Li , Jian-She Zhao
Heteropolyacids (HPA), as a new type of green catalyst, have been widely used in various fields and achieved good results. However, its development is limited by some disadvantages, such as low surface area, easy self-aggregation and difficult recycling. As a kind of polyelectrolyte with configurable structure, polyionic-liquid (PIL) have the advantages of easy processing, strong tunability of chemical structure and function, and easy-separation from reactants. In order to solve the problems of HPA, a new type of polyionic-liquid heteropolyacid (PILH) with catalytic ability was prepared by organically combining PIL and HPA. This paper summarizes different synthesis methods of PIL and different combination methods of PIL with HPA. The application of PILH, mainly in electrochemistry, catalysis and adsorption field, is also summarized. It is considered that PILH have good application performance as a new kind of composite material, which provides reference for further research on the application of PILH.
杂多酸(HPA)作为一种新型绿色催化剂,已被广泛应用于各个领域,并取得了良好的效果。然而,其表面积低、易自聚集、难回收等缺点限制了其发展。聚阴离子液体(PIL)作为一种结构可配置的聚电解质,具有易加工、化学结构和功能可调性强、易与反应物分离等优点。为了解决 HPA 存在的问题,研究人员将 PIL 与 HPA 有机结合,制备了一种具有催化能力的新型聚阴离子液体杂多酸(PILH)。本文总结了 PIL 的不同合成方法以及 PIL 与 HPA 的不同结合方法。此外,还总结了 PILH 在电化学、催化和吸附领域的应用。认为 PILH 作为一种新型复合材料具有良好的应用性能,为进一步研究 PILH 的应用提供了参考。
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引用次数: 0
Experimental and theoretical modeling of droplet break-up of W/O emulsion flow in ESPs 静电除尘器中油包水乳化液流动液滴破裂的实验和理论建模
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-10-01 DOI: 10.1016/j.cherd.2024.09.025
Roberto Fernando Leuchtenberger , Jorge Luiz Biazussi , Antonio Carlos Bannwart
The behavior of water-in-oil emulsions flow within Electrical Submersible Pumps (ESPs) is of significant interest in the oil and gas industry due to its complex rheological characteristics, which are influenced by operational parameters and the chemical properties of both phases. Operational parameters such as dispersed phase fraction, temperature, flow rate, and pump design were investigated experimentally in this work. Improved semi-empirical models for mean and maximum droplet diameter estimation were also proposed. Through extensive experimentation and statistical analysis, this study reveals that smaller droplets form with increasing dispersed phase fraction and the flow geometry significantly affects droplet breakage intensity. The proposed models integrate the dispersed phase fraction, dimensionless flow rate, specific speed, and energy dissipation rate, exhibiting commendable alignment with experimental findings. This not only helps predict effective viscosity but offers valuable insights for further analyses, particularly regarding catastrophic phase inversion (CPI) prediction. These aspects have significant importance in the oil and gas industry and can enable the optimization of production systems and processing facilities.
油包水型乳化液在电潜泵(ESP)内的流动行为因其复杂的流变特性而备受油气行业关注,而流变特性又受到操作参数和两相化学特性的影响。在这项工作中,对分散相分数、温度、流速和泵设计等操作参数进行了实验研究。此外,还提出了用于估算平均和最大液滴直径的改进型半经验模型。通过大量的实验和统计分析,本研究发现,随着分散相分数的增加,形成的液滴会越来越小,而流动几何形状会显著影响液滴的破碎强度。所提出的模型综合了分散相分数、无量纲流速、比速度和能量耗散率,与实验结果一致,值得称赞。这不仅有助于预测有效粘度,还为进一步分析,尤其是灾难性相位反转(CPI)预测提供了宝贵的见解。这些方面对石油和天然气行业具有重要意义,可以优化生产系统和加工设施。
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引用次数: 0
Corrigendum to “Implications for control systems in highly volatile energy markets: Using a high purity distillation electrification case study” [Chem. Eng. Res. Des. 203 (2024) 431–440] 能源市场剧烈波动对控制系统的影响:使用高纯度蒸馏电气化案例研究" [Chem. Eng. Res. Des. 203 (2024) 431-440] 的更正
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-10-01 DOI: 10.1016/j.cherd.2024.08.016
Isuru A. Udugama , Michael A. Taube , Rob Kirkpatrick , Christoph Bayer , Brent R. Young
{"title":"Corrigendum to “Implications for control systems in highly volatile energy markets: Using a high purity distillation electrification case study” [Chem. Eng. Res. Des. 203 (2024) 431–440]","authors":"Isuru A. Udugama ,&nbsp;Michael A. Taube ,&nbsp;Rob Kirkpatrick ,&nbsp;Christoph Bayer ,&nbsp;Brent R. Young","doi":"10.1016/j.cherd.2024.08.016","DOIUrl":"10.1016/j.cherd.2024.08.016","url":null,"abstract":"","PeriodicalId":10019,"journal":{"name":"Chemical Engineering Research & Design","volume":"210 ","pages":"Page 750"},"PeriodicalIF":3.7,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142422442","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Influence of ultrasound treatment over CuZnAlCr mixed oxide catalysts in high-temperature water gas shift reaction 超声处理对高温水煤气变换反应中铜锌铝铬混合氧化物催化剂的影响
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-10-01 DOI: 10.1016/j.cherd.2024.09.043
Talaat Moeini , Fereshteh Meshkani
An ultrasonic pretreatment was applied to prepare ZnO-CuO-Al2O3-Cr2O3 mixed oxide catalysts for high-temperature water-gas shift reactions. XRD, BET, SEM, EDX, TPR, TGA, and FT-IR characterization tests were administered. Sonication time (1, 1.5, 2.5 h) and power (70, 140, 210 W) studied. Characterization results indicated that ultrasonic waves significantly accelerated the chemical reaction, effectively decreasing particle agglomeration and increasing particle distribution uniformity. In SEM images, the particle size of the prepared sample with 30 % ultrasonic intensity is reduced with a uniform size distribution that increases surface area and creates excellent performance. The significant impact of ultrasound irradiation has been demonstrated in the development and growth of particles under various experimental synthesis conditions. The sample synthesized under 1.5 hour of ultrasound irradiation and 400℃ calcination obtained the best results because of morphology, surface area, and crystallinity contributing factors.
通过超声波预处理制备了用于高温水-气变换反应的 ZnO-CuO-Al2O3-Cr2O3 混合氧化物催化剂。进行了 XRD、BET、SEM、EDX、TPR、TGA 和 FT-IR 表征测试。研究了超声时间(1、1.5、2.5 小时)和功率(70、140、210 瓦)。表征结果表明,超声波明显加速了化学反应,有效减少了颗粒团聚,提高了颗粒分布的均匀性。在 SEM 图像中,超声波强度为 30% 的制备样品的粒度减小,粒度分布均匀,增加了比表面积,性能优异。在不同的实验合成条件下,超声辐照对颗粒的发育和生长产生了重大影响。由于形态、比表面积和结晶度等因素的影响,在 1.5 小时超声辐照和 400℃ 煅烧条件下合成的样品获得了最佳结果。
{"title":"Influence of ultrasound treatment over CuZnAlCr mixed oxide catalysts in high-temperature water gas shift reaction","authors":"Talaat Moeini ,&nbsp;Fereshteh Meshkani","doi":"10.1016/j.cherd.2024.09.043","DOIUrl":"10.1016/j.cherd.2024.09.043","url":null,"abstract":"<div><div>An ultrasonic pretreatment was applied to prepare ZnO-CuO-Al<sub>2</sub>O<sub>3</sub>-Cr<sub>2</sub>O<sub>3</sub> mixed oxide catalysts for high-temperature water-gas shift reactions. XRD, BET, SEM, EDX, TPR, TGA, and FT-IR characterization tests were administered. Sonication time (1, 1.5, 2.5 h) and power (70, 140, 210 W) studied. Characterization results indicated that ultrasonic waves significantly accelerated the chemical reaction, effectively decreasing particle agglomeration and increasing particle distribution uniformity. In SEM images, the particle size of the prepared sample with 30 % ultrasonic intensity is reduced with a uniform size distribution that increases surface area and creates excellent performance. The significant impact of ultrasound irradiation has been demonstrated in the development and growth of particles under various experimental synthesis conditions. The sample synthesized under 1.5 hour of ultrasound irradiation and 400℃ calcination obtained the best results because of morphology, surface area, and crystallinity contributing factors.</div></div>","PeriodicalId":10019,"journal":{"name":"Chemical Engineering Research & Design","volume":"211 ","pages":"Pages 95-104"},"PeriodicalIF":3.7,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142428836","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Chemical Engineering Research & Design
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