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A Transformer-based fault detection method built on real-time data from microreactors 基于微电抗器实时数据的变压器故障检测方法
IF 4.1 2区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-04-21 DOI: 10.1016/j.ces.2025.121712
Feiyang Chen , Zhichao Zhu , Fakun Qu , Lei Ni , Juncheng Jiang , Zhiquan Chen
Microreactor technology has garnered significant attention for its efficiency and precision in chemical production. However, research on data analysis within microreactors remains limited. Fault detection and diagnosis is crucial for ensuring safety in the chemical industry. Although many fault detection algorithms based on reconstruction deep learning methods have been proposed and tested using simulated data, these simulations often fail to account for disturbances that may occur in real chemical production processes. To address this gap, this paper presents a microreactor system capable of real-time data monitoring and proposes a Transformer-based hybrid model that incorporates cross-time and cross-variable attention mechanisms. The performance of this model is evaluated using both normal and abnormal data from water test and an oxidation process in the microreactor. Compared to traditional reconstruction-based methods, our model demonstrates a higher fault detection rate when applied to real-world data containing disturbances, highlighting its significant potential for improving process safety.
微反应器技术以其高效、精确的特点在化工生产中受到广泛关注。然而,对微反应器内部数据分析的研究仍然有限。故障检测与诊断对于确保化工安全至关重要。虽然已经提出了许多基于重构深度学习方法的故障检测算法,并使用模拟数据进行了测试,但这些模拟通常无法解释真实化学生产过程中可能发生的干扰。为了解决这一问题,本文提出了一种能够实时监测数据的微反应器系统,并提出了一种基于变压器的混合模型,该模型结合了跨时间和跨变量的注意力机制。利用水试验和微反应器氧化过程的正常和异常数据对该模型的性能进行了评价。与传统的基于重建的方法相比,我们的模型在应用于包含干扰的真实世界数据时显示出更高的故障检测率,突出了其提高过程安全性的巨大潜力。
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引用次数: 0
A simultaneous multi-mode identification and outlier filtering method for imbalanced nonlinear process monitoring 非平衡非线性过程监测的多模辨识与离群值滤波方法
IF 4.1 2区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-04-21 DOI: 10.1016/j.ces.2025.121714
Wei Chen, Wenjie Guo, Weijie Mao
Process monitoring is essential for ensuring the safety, reliability, and efficiency of industrial production processes. However, traditional process monitoring methods struggle with multi-mode processes simultaneously containing outliers, especially when the data are nonlinear and imbalanced. To address these challenges, this paper proposes a novel nonlinear process monitoring method that combines improved Connectivity Kernel based Density Peak Clustering with Outlier Filter (CKDPOF) technique and Cost-sensitive Support Vector Data Description (CSVDD). The core contributions of this study are twofold. First, we develop a CKDPOF method that integrates a connectivity kernel technique for identifying data manifolds with a local center extraction strategy aimed at clustering modes and filtering outliers. Second, we propose a CSVDD model that enhances SVDD by incorporating semi-supervised learning concepts, effectively leveraging available anomaly information to create a highly discriminative model capable of mitigating the negative impact caused by imbalanced data. It is particularly noteworthy that the collaborative relationship between CKDPOF and CSVDD can enhance the robustness of fault detection and improve the accuracy of modal identification. Extensive experimental conducted on a simulated wastewater treatment plant platform conclusively demonstrate the superiority of the proposed method in terms of various evaluation indices.
过程监控对于确保工业生产过程的安全性、可靠性和效率至关重要。然而,传统的过程监测方法很难同时处理包含异常值的多模过程,特别是当数据是非线性和不平衡的时候。为了解决这些挑战,本文提出了一种新的非线性过程监测方法,该方法结合了改进的基于连接核的密度峰值聚类与离群值滤波(CKDPOF)技术和代价敏感支持向量数据描述(CSVDD)技术。本研究的核心贡献有两个方面。首先,我们开发了一种CKDPOF方法,该方法集成了用于识别数据流形的连接核技术和旨在聚类模式和过滤异常值的局部中心提取策略。其次,我们提出了一个CSVDD模型,该模型通过结合半监督学习概念来增强SVDD,有效地利用可用的异常信息来创建一个高度判别的模型,能够减轻不平衡数据带来的负面影响。特别值得注意的是,CKDPOF和CSVDD之间的协同关系可以增强故障检测的鲁棒性,提高模态识别的准确性。在模拟污水处理厂平台上进行的大量实验最终证明了该方法在各项评价指标方面的优越性。
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引用次数: 0
Enhanced adhesion and corrosion resistance of steel under hygrothermal conditions through an interfacial catechol-epoxy primer containing aniline trimer 通过含有苯胺三聚体的界面邻苯二酚-环氧底漆增强钢材在湿热条件下的附着力和耐腐蚀性能
IF 4.1 2区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-04-21 DOI: 10.1016/j.ces.2025.121715
Yu Xie , Yeping Wu , Xiuli Zhao , Hanbing Ma , Ping Zhang , Yinyu Zhang

Abstract

As the non-covalent interfacial interactions of adhesive-metal bonds are inherently susceptible to disruption by water molecules, bonding structures often culminate in failure under hydrothermal conditions. Herein, we designed a novel primer composed of catechol-based epoxy adhesive containing the aniline trimer, which enhances both the adhesion properties and anti-corrosive performance for ordinary epoxy adhesive. The lap shear strength of Q235 steel coated with EP-AT-CMB increased from 8.36 MPa to 22.07 MPa compared to untreated substrates. Notably, the adhesion strength of Q235 steel coated with EP-AT-CMB remained robust at 14.16 MPa after being immersed in water for 4 days, whereas the untreated samples experienced a near-total loss of adhesion strength. The superior anti-corrosion capability of EP-AT-CMB specimens is attributed to two factors: (1) the high density of hydrogen bonds of the primer/metal interface exhibit a barrier property for water molecules; (2) the electroactivity aniline trimer, which facilitates the formation of a passive film composed of Fe2O3 and Fe3O4. The synergism between the catechol structure of the primer and the electrochemical behavior of the aniline trimer enhances the durability of the adhesive structure, offering a practical and durable primer material for a wide range of applications.
摘要由于胶粘剂-金属键的非共价界面相互作用本身就容易受到水分子的破坏,因此在水热条件下,键合结构往往以破坏告终。本文设计了一种新型的儿茶酚基环氧胶粘剂,它含有苯胺三聚体,可以提高普通环氧胶粘剂的粘接性能和防腐性能。涂覆EP-AT-CMB后,Q235钢的搭接抗剪强度由8.36 MPa提高到22.07 MPa。值得注意的是,在水中浸泡4 天后,涂有EP-AT-CMB的Q235钢的附着强度仍然保持在14.16 MPa,而未经处理的样品几乎完全失去了附着强度。EP-AT-CMB试样具有优异的抗腐蚀性能,主要归因于两个因素:(1)底漆/金属界面的高密度氢键对水分子具有阻隔性;(2)电活性苯胺三聚体,有利于形成由Fe2O3和Fe3O4组成的钝化膜。底漆的儿茶酚结构与苯胺三聚体的电化学行为之间的协同作用增强了粘合剂结构的耐久性,为广泛的应用提供了一种实用耐用的底漆材料
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引用次数: 0
Continuous long-distance liquid transport along fibers arising from Plateau-Rayleigh instability 由高原-瑞利不稳定性引起的连续长距离液体沿纤维输送
IF 4.1 2区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-04-21 DOI: 10.1016/j.ces.2025.121711
Yunqiao Huang , Xianguo Li , Zhongchao Tan
Liquid transport on fibers is crucial for various applications but often faces disruptions due to drop formation from Plateau-Rayleigh instability. This study reports the continuous liquid transport on ribbon-like fibers leveraging the instability. Liquid deposited on the fiber aggregates on the broad side with low curvature, triggering Plateau-Rayleigh instability with long wavelengths. The formed drops are connected by a flowing film, enabling liquid transport over centimeter-scale distances without external forces. Particle-image velocimetry analysis reveals opposing flows in the film and organized vortices in the shear layer, driven by capillary effects. Leveraging the long-wave characteristics of Plateau-Rayleigh instability, we introduce a rivulets-on-web structure that uses liquid bridges as artificial drops to enable continuous transport over a 10 cm2 fiber web. The unique transport characteristics of ribbon-like fibers and fiber webs are promising for practical applications.
液体在纤维上的传输在各种应用中都是至关重要的,但由于高原-瑞利不稳定性的液滴形成,经常面临中断。本研究报道了利用不稳定性在带状纤维上的连续液体传输。液体沉积在低曲率宽侧的光纤聚集体上,引发长波长的高原-瑞利不稳定性。形成的液滴由流动的膜连接,使液体在没有外力的情况下在厘米尺度的距离上运输。粒子图像测速分析显示,在毛细效应的驱动下,膜内的流动方向相反,剪切层中有组织的涡。利用高原-瑞利不稳定性的长波特性,我们引入了一种网络上的溪流结构,该结构使用液体桥作为人工液滴,使其能够在10 cm2的光纤网络上连续传输。带状纤维和纤维网具有独特的传输特性,具有广阔的应用前景。
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引用次数: 0
Featuring of in-situ carbon capturing and functional performance study of hydrogen from aquaculture wastewater algae biomass via supercritical steam gasification route 水产养殖废水藻类生物质通过超临界蒸汽气化路线原位碳捕获和氢气功能性能研究的影响
IF 4.7 2区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-04-21 DOI: 10.1016/j.ces.2025.121704
Manzoore Elahi M. Soudagar, Ravindra Pratap Singh, Nagabhooshanam Nagarajan, Vinayagam Mohanavel, K Karthik, Manikandan Ayyar, Manickam Ravichandran, R. Venkatesh, A.H. Seikh
Hydrogen energy is the trend and beneficial over fossil fuels, specifically in terms of zero carbon emission, eco-friendliness, and better energy efficiency. Algae are a potential source for hydrogen production, and the concentration of biomass leads to better hydrogen yield. This research aims to enhance hydrogen production from algae (using aquaculture wastewater) through a supercritical steam gasification process. The study will investigate different steam-to-biomass ratios (0.1, 0.3, 0.5, and 0.7) at a high gasification temperature of 1050 °C, under a gasification pressure of 23 MPa, and with a residence time of 30 min. During the gasification process, the potassium hydroxide (KOH) catalyst and sorbent injection are utilized to enhance the hydrogen yield. The titanium dioxide (TiO2) nanoparticles are utilized for different percentages (0, 1, 3, and 5 %), and 5 % of TiO2 favours optimum growth (0.95µ/day) microalgae, which is the feedstock for hydrogen production. The effect of steam to steam-to-biomass ratio on the functional behaviour of steam gasification for hydrogen production is evaluated. A higher steam-to-biomass ratio of 0.7 % is found to improve gasification efficiency (GE), hydrogen selectivity, and lower heating value (LHV), with KOH catalysis achieving a 54.7 % H2 gas yield and increasing GE and LHV by 12.7 % and 23.4 %, respectively. Sorbent injection further increased GE to 54.3 %, hydrogen selectivity to 81.7 %, and LHV to 14.2 MJ/Nm3. The findings demonstrate the potential of TiO2 nanoparticles and catalytic enhancements for improving biomass growth and hydrogen production efficiency.
与化石燃料相比,氢能是一种趋势和优势,特别是在零碳排放、生态友好和更好的能源效率方面。藻类是制氢的潜在来源,生物质的浓度越高,制氢率越高。本研究旨在通过超临界蒸汽气化工艺,提高藻类(利用水产养殖废水)的氢气产量。研究将探讨在 1050 °C 的高气化温度、23 兆帕的气化压力和 30 分钟的停留时间下,不同的蒸汽与生物质比率(0.1、0.3、0.5 和 0.7)。在气化过程中,利用氢氧化钾(KOH)催化剂和吸附剂注入来提高氢气产量。二氧化钛(TiO2)纳米颗粒的使用比例各不相同(0%、1%、3% 和 5%),其中 5%的二氧化钛有利于制氢原料微藻的最佳生长(0.95µ/天)。评估了蒸汽与蒸汽-生物质比率对蒸汽气化制氢功能特性的影响。研究发现,蒸汽与生物质的比例提高到 0.7%,可提高气化效率(GE)、氢气选择性和较低的热值(LHV),其中 KOH 催化可获得 54.7% 的 H2 气体产量,GE 和 LHV 分别提高了 12.7% 和 23.4%。吸附剂的注入进一步将 GE 提高到 54.3%,将氢气选择性提高到 81.7%,将 LHV 提高到 14.2 MJ/Nm3。研究结果证明了 TiO2 纳米粒子和催化增强技术在改善生物质生长和制氢效率方面的潜力。
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引用次数: 0
A new operating mode of NETmix for active mixing under batch operation 一种用于批量操作下主动混合的NETmix新操作模式
IF 4.7 2区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-04-20 DOI: 10.1016/j.ces.2025.121707
Isabel S. Fernandes, Joana Matos, Madalena M. Dias, José Carlos B. Lopes, Ricardo J. Santos
NETmix is a mesoscale static mixer comprising cylindrical chambers interconnected by prismatic channels. Efficient chaotic mixing is typically achieved above a critical Reynolds number. However, reaching this threshold requires increased flow rates, which reduce residence time, a limitation often addressed by fluid recirculation in multiple passages. This study introduces O-NETmix technology, enabling active mixing under batch operation with high mixing intensities without fluid recirculation. Using CFD models, the influence of injected volume per oscillation was analysed for four oscillatory Reynolds numbers. Tracer distribution simulations demonstrated that chaotic mixing is achievable even below the critical Reynolds, identifying optimal oscillatory parameters for each Reynolds number, where mixing occurs more rapidly. A key factor is the ratio of injected volume per oscillation to chamber volume, with an optimal value of approximately 38% for this geometry. The O-NETmix technology offers significant potential for applications requiring long residence times, such as emulsification processes and crystallisation.
NETmix是一种中尺度静态混合器,由圆柱腔组成,通过棱柱形通道相互连接。有效的混沌混合通常在临界雷诺数以上实现。然而,达到这个阈值需要增加流速,从而减少停留时间,这一限制通常通过在多个通道中进行流体再循环来解决。本研究引入O-NETmix技术,实现了批量操作下的主动混合,混合强度高,无需流体再循环。利用CFD模型,分析了四个振荡雷诺数下每次振荡注入体积的影响。示踪剂分布模拟表明,即使低于临界雷诺数,混沌混合也是可以实现的,确定了每个雷诺数的最佳振荡参数,其中混合发生得更快。一个关键因素是每次振荡注入体积与腔室体积的比值,对于这种几何形状,最佳值约为38%。O-NETmix技术为需要长停留时间的应用提供了巨大的潜力,例如乳化过程和结晶。
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引用次数: 0
Analysis of integrated calcium looping alternatives in a cement plant 某水泥厂综合钙环替代方案分析
IF 4.7 2区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-04-20 DOI: 10.1016/j.ces.2025.121709
Ana Amorim, Rui M. Filipe, Henrique A. Matos
Calcium looping is a promising post-combustion CO2 capturing technology, highly compatible with the cement industry, one of the major industrial sources of CO2 emissions. Limestone, a raw material for clinker, forms lime, a calcium looping adsorbent. Thus, it is possible to maximize the synergies between a cement plant and a calcium looping unit by establishing an integrated configuration. Nevertheless, the integration of calcium looping in cement plants has not yet been thoroughly studied. This study examines different integration alternatives, developing models for the preheater and calciner using Aspen Plus, validated with operational data, alongside an entrained-flow carbonator model considering adsorbent deactivation. By combining these models, six integrated configurations are proposed and compared with the tail–end calcium looping configuration. The integrated configurations show a reduction in fuel consumption and net energy consumption for the same CO2 avoided emissions. The most promising configuration was identified and a comparative techno-economic analysis was conducted.
钙环是一种很有前途的燃烧后二氧化碳捕集技术,与水泥工业高度兼容,而水泥工业是二氧化碳排放的主要工业来源之一。石灰石是熟料的原料,形成石灰,一种钙环吸附剂。因此,通过建立一个集成的配置,可以最大限度地发挥水泥厂和钙环单元之间的协同作用。然而,钙环在水泥厂的整合尚未得到深入的研究。本研究考察了不同的集成方案,使用Aspen Plus开发了预热器和分解炉的模型,并通过运行数据进行了验证,同时考虑了吸附剂失活的夹带流碳化器模型。结合这些模型,提出了六种集成构型,并与尾端钙环构型进行了比较。综合配置表明,在避免相同的二氧化碳排放的情况下,燃料消耗和净能源消耗有所减少。确定了最有希望的配置,并进行了比较技术经济分析。
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引用次数: 0
Bioconversion of coal to Biogas: Insights into the microbial degradation mechanisms and molecular structure transformations 煤到沼气的生物转化:微生物降解机制和分子结构转化的见解
IF 4.1 2区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-04-19 DOI: 10.1016/j.ces.2025.121706
Daping Xia , Hang Lv , Zhenhong Chen , Hao Chen , Pengfei Su
This study explores the microbial degradation mechanisms and molecular structural transitions of coal during the bioconversion process. We built macromolecular structure models of coal samples at various stages of anaerobic fermentation by analyzing its elemental makeup, carbon framework, surface groups, and pore changes, and using molecular simulation. Experimental results indicate that: the pore size of the coal sample increased from 3.04 nm to 5.0 nm, accompanied by a slight increase in the interlayer spacing d002 of the aromatic layers, with a decrease in both the microcrystalline extension La and the stacking height Lc, suggesting the disruption of the coal sample’s microcrystalline structure. During the biogas production process, the molecular structural transformations are primarily focused on the side chains, specifically characterized by a reduction in − CH2 − groups within the aliphatic chains, consumption of − OH groups, and the formation of − COOH groups. Notably, the cleavage of benzene rings occurs at the initial stage of biogas production, while the degradation of naphthalene rings takes place during the biogas production peak, indicating that the aromatic structures significantly influence the biogas production process in lignite. GC–MS analysis of the fermentation liquid revealed that benzene compounds are the main constituents, suggesting that the degradation of naphthalene rings occurs through an open-ring mechanism rather than a direct degradation pathway. During microbial fermentation, the model’s total potential energy drops significantly, making it more stable. This change increases non-six-membered rings and lattice defects, affecting the coal’s pore structure and reducing its surface fractal dimension.
本研究探讨了煤在生物转化过程中的微生物降解机制和分子结构转变。通过分析厌氧发酵不同阶段煤样品的元素组成、碳骨架、表面基团和孔隙变化,并采用分子模拟的方法建立了煤样品的大分子结构模型。实验结果表明:煤样孔径由3.04 nm增大到5.0 nm,芳香层层间间距d002略有增大,微晶延伸量La和堆积高度Lc均有所下降,表明煤样微晶结构被破坏。在沼气生产过程中,分子结构的转变主要集中在侧链上,具体表现为脂肪链中 − CH2 − 基团的减少, − OH基团的消耗,以及 − COOH基团的形成。值得注意的是,苯环的解理发生在产气初期,而萘环的降解发生在产气高峰期,说明芳香结构对褐煤产气过程影响显著。发酵液的GC-MS分析显示,苯类化合物是主要成分,表明萘环的降解是通过开环机制而不是直接降解途径进行的。在微生物发酵过程中,模型的总势能显著下降,使模型更加稳定。这种变化增加了非六元环和晶格缺陷,影响了煤的孔隙结构,降低了煤的表面分形维数。
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引用次数: 0
One-pot gas-phase upgrading of low-carbon alcohols and acetone to C2-C8 olefins on Zn-Zr oxides 低碳醇和丙酮在Zn-Zr氧化物上一锅气相提质制C2-C8烯烃
IF 4.1 2区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-04-19 DOI: 10.1016/j.ces.2025.121705
Cristhian A. Fonseca Benítez, Pablo J. Luggren
ABE (acetone-butanol-ethanol) and IBE (isopropanol-butanol-ethanol) fermentation are well-established processes for producing ketones and alcohols from biomass. Using these low-carbon alcohols and acetone might improve the production of olefins.
The gas-phase synthesis of light olefins from 1-butanol, ABE and IBE was investigated on Zn-Zr mixed oxides and reference ZnO and ZrO2. Zn-Zr catalysts with different Zn/Zr molar ratios (0.11–0.43) were prepared by incipient wetness impregnation of Zn on Zr(OH)4. The 1-butanol to olefin reaction pathways operating under different reaction conditions were elucidated. This tandem process comprises dehydrogenation, ketonization, aldol condensation, C–C bond cleavage, and deoxygenation reactions. ABE and IBE mixtures conversion was also evaluated, achieving total olefin yields of ∼65 %. Isobutene and ethylene (∼91 %) were the main components of the olefin fraction, while pentenes, isohexenes, heptenes, and octenes were the remaining components. These results highlight the potential of Zn-Zr oxides to develop a sustainable production of olefins.
ABE(丙酮-丁醇-乙醇)和IBE(异丙醇-丁醇-乙醇)发酵是从生物质中生产酮和醇的成熟工艺。使用这些低碳醇和丙酮可以提高烯烃的产量。以Zn-Zr混合氧化物和参比ZnO和ZrO2为原料,研究了1-丁醇、ABE和IBE气相合成轻烯烃的工艺。采用Zn在Zr(OH)4上的初湿浸渍法制备了不同Zn/Zr摩尔比(0.11 ~ 0.43)的Zn-Zr催化剂。阐明了不同反应条件下1-丁醇制烯烃的反应途径。该串联过程包括脱氢、酮化、醛缩、C-C键裂解和脱氧反应。还对ABE和IBE混合物的转化率进行了评估,总烯烃收率为~ 65 %。异丁烯和乙烯(~ 91 %)是烯烃组分的主要成分,其余组分为戊烯、异己烯、庚烯和辛烯。这些结果突出了Zn-Zr氧化物在烯烃可持续生产方面的潜力。
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引用次数: 0
Modulation of framework Al distribution and acidity via the combination of hydrothermal treatment and La & P doping for catalytic cracking of n-heptane and diesel 水热处理和掺杂La & P对正庚烷和柴油催化裂化中骨架Al分布和酸度的调控
IF 4.1 2区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-04-19 DOI: 10.1016/j.ces.2025.121693
Xiaodan Zhang , Yongjun Zhang , Hongjing Han , Yanan Zhang , Haiying Wang , Jiayu Zhang , Huiying Chen , Xinyu Liu , Yanguang Chen
Catalytic cracking of light oil to produce the ethylene and propylene has become more attractive. However, the yields of ethylene and propylene remain challenging. Herein, the bifunctional La/P/HT-ZSM-35 zeolite was prepared by the combination of hydrothermal treatment and La & P doping. Compared to La/P/H-ZSM-35 zeolite obtained by direct impregnation method, La/P/HT-ZSM-35 catalysts have higher specific surface area and higher oxide dispersion due to the introduction of La & P interacting with non-framework Al produced by hydrothermal treatment of H-ZSM-35 zeolite. The total yields of ethylene and propylene increased to 57.05%, compared to H-ZSM-35 (31.0%) and La/P/H-ZSM-35 (45.44%), in which the free radical and monomolecular cleavage reactions were promoted in the catalytic cracking process of n-heptane. For real light diesel oil, the overall selectivity of ethylene and propylene was 64.73%, which exhibited excellent generalizability.
轻质油催化裂化生产乙烯和丙烯已成为人们关注的焦点。然而,乙烯和丙烯的产量仍然具有挑战性。本文采用水热和La &相结合的方法制备了双功能La/P/HT-ZSM-35分子筛;P兴奋剂。与直接浸渍法制备的La/P/H-ZSM-35分子筛相比,La/P/HT-ZSM-35催化剂由于La &的引入,具有更高的比表面积和更高的氧化物分散性;水热处理H-ZSM-35分子筛制备的P与非框架Al相互作用。与H-ZSM-35(31.0%)和La/P/H-ZSM-35(45.44%)相比,乙烯和丙烯的总收率提高了57.05%,其中自由基和单分子裂解反应在正庚烷催化裂化过程中得到促进。对实际轻柴油,乙烯和丙烯的总选择性为64.73%,具有良好的通用性。
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引用次数: 0
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