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Minute-level interfacial polymerization of covalent organic framework membranes for high-flux nanofiltration 用于高通量纳滤的共价有机框架膜的分钟级界面聚合
IF 4.5 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2026-01-26 DOI: 10.1007/s11705-026-2654-6
Junjie Liu, Bingqian Kang, Xinyi Zhao, Yingzhou Lu, Hongwei Fan

Covalent organic framework (COF) membranes are promising for water treatment applications owing to their uniform pores and outstanding chemical stability. However, the harsh conditions and low synthetic efficiency of conventional solvothermal synthesis of COF membranes have severely hindered their practical development. Herein, we developed a dynamic interfacial polymerization strategy to rapidly construct a TpPa-1 selective layer on a polyacrylonitrile substrate within only 3 min. This method enabled the rapid and efficient fabrication of COF membranes by confining the reaction region to shorten the diffusion path of the monomers while exploiting the intrinsic high reactivity of TpPa-1 monomers. The rapid fabrication resulted in a thinner selective layer and enhanced permeance performance. In the methyl blue/Na2SO4 nanofiltration test, the separation factor reached 212, with a permeance of 865 L·m−2·h−1·MPa−1, outperforming most previously reported COF membranes.

共价有机框架膜(COF)由于其均匀的孔隙和优异的化学稳定性,在水处理领域具有广阔的应用前景。然而,传统溶剂热合成COF膜的条件苛刻,合成效率低,严重阻碍了COF膜的实用化发展。在此,我们开发了一种动态界面聚合策略,仅需3分钟即可在聚丙烯腈衬底上快速构建TpPa-1选择层。该方法利用TpPa-1单体固有的高反应活性,通过限制反应区域缩短单体的扩散路径,实现了COF膜的快速高效制备。快速的制造导致了更薄的选择层和增强的渗透性能。在甲基蓝/Na2SO4纳滤试验中,分离系数达到212,渗透率为865 L·m−2·h−1·MPa−1,优于以往报道的大多数COF膜。
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引用次数: 0
Catalytic mechanism of inherent alkali and alkaline earth metals on energy crop char during the CO2 gasification process 天然碱和碱土金属对能源作物炭在CO2气化过程中的催化机理
IF 4.5 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2026-01-26 DOI: 10.1007/s11705-026-2650-x
Yun Liu, Zhen Bao, Yuan Zhang, Peng Zhang

The catalytic mechanism of inherent alkali and alkaline earth metals is crucial for enhancing the gasification efficiency of energy crop char with CO2. In this study, the gasification reactivity and surface structural characteristics were investigated using a combination of thermogravimetric analysis, Raman spectroscopy, X-ray diffraction, scanning electron microscopy, and X-ray photoelectron spectroscopy. Herein, the char samples were prepared from Arundo donax in a fixed-bed reactor. The results revealed that gasification reactivity of char-samples increased progressively as the temperature rose from 800 to 950 °C. Importantly, despite acid washing inducing a more disordered carbon structure with a higher defect density, the reactivity of the treated char was significantly reduced at the same temperature. Kinetic analysis further quantified that the average activation energy of biochar increased from 164.30 to 210.85 kJ·mol−1 after the removal of alkali and alkaline earth metals by acid washing. These results together indicated that the catalysis effects of alkali and alkaline earth metals played the key role on the gasification reactivity. Temperature-programmed desorption demonstrated that alkali and alkaline earth metals acted as catalytic active centers to optimize gasification reaction pathways by promoting carbon-oxygen surface active complex formation.

天然碱和碱土金属的催化机理是提高能源作物炭与CO2气化效率的关键。本研究采用热重分析、拉曼光谱、x射线衍射、扫描电镜和x射线光电子能谱相结合的方法研究了气化反应性和表面结构特征。在固定床反应器中,以芦竹为原料制备炭样。结果表明,随着温度从800℃升高到950℃,炭样的气化反应性逐渐提高。重要的是,尽管酸洗导致碳结构更无序,缺陷密度更高,但在相同温度下,处理后的炭的反应性显著降低。动力学分析进一步量化了酸洗去除碱金属和碱土金属后,生物炭的平均活化能从164.30增加到210.85 kJ·mol−1。这些结果表明,碱金属和碱土金属的催化作用对气化反应性起关键作用。程序升温解吸实验表明,碱金属和碱土金属作为催化活性中心,通过促进碳氧表面活性络合物的形成来优化气化反应途径。
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引用次数: 0
Coalescence dynamics of sessile and pendant droplets on fibers and mechanisms of secondary droplet formation 固滴和垂滴在纤维上的聚结动力学及二次液滴形成机制
IF 4.5 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2026-01-12 DOI: 10.1007/s11705-026-2647-5
Yan Zhang, Qinghai Huang, Xinyan Yan, Yuejia Song, Zhiwen Wang, Zhaojin Lu, Lian Zhang, Hang Yang, Likun Ma, Zhishan Bai

As a cost-effective oil-water separation technology, fiber coalescers rely on a thorough understanding of the droplet coalescence mechanism. However, current research has primarily focused on the single process of sessile-sessile droplet coalescence. Using high-speed imaging and the mask region-based convolutional neural network, this study provided the first quantitative characterization of the complete dynamics of asymmetric pendant-sessile droplet coalescence, a phenomenon more prevalent in industrial settings. It was discovered that this process comprises three stages. In the liquid bridge formation stage (Stage I), the lateral expansion of the liquid bridge was dominated by the capillary pressure difference, and the influence of sessile-to-pendant droplet radius ratios on this process was negligible. The oscillation decay stage (Stage II) exhibited the uniqueness of the asymmetric system, where fiber adhesion accelerated energy dissipation, leading to rapid oscillation decay, while the amplitude of the capillary wave on the pendant droplet side was significantly enhanced with an increasing the size ratio. Ultimately, in the stable morphology formation stage (Stage III), increasing the size ratio to 1.5 could significantly reduce the size of the secondary droplets. These findings provided direct strategies for reducing polydisperse secondary droplets in industrial coalescers and enhancing separation efficiency.

纤维聚结剂作为一种经济高效的油水分离技术,其基础是对液滴聚结机理的深入了解。然而,目前的研究主要集中在无基-无基液滴合并的单一过程上。利用高速成像和基于掩模区域的卷积神经网络,本研究首次定量表征了不对称垂坠-无基液滴聚结的完整动力学,这是一种在工业环境中更为普遍的现象。人们发现,这一过程包括三个阶段。在液桥形成阶段(第一阶段),液桥的横向扩张主要受毛细压差的影响,固滴与垂滴半径比对这一过程的影响可以忽略不计。振荡衰减阶段(第二阶段)表现出非对称体系的独特性,纤维黏附加速了能量耗散,导致振荡衰减迅速,而垂滴侧毛细波的振幅随着尺寸比的增加而显著增强。最终,在稳定的形态形成阶段(第三阶段),将尺寸比提高到1.5可以显著减小二次液滴的尺寸。这些研究结果为减少工业聚结剂中多分散的二次液滴和提高分离效率提供了直接的策略。
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引用次数: 0
Numerical simulation study on the reaction mechanism of atmospheric pressure non-equilibrium CO2/H2O plasma discharge 常压非平衡CO2/H2O等离子体放电反应机理的数值模拟研究
IF 4.5 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2026-01-09 DOI: 10.1007/s11705-026-2641-y
Hancheng Xu, Kaiyue Gao, Chunjing Wang, Jing Li, KeXin Zhen, Chuanjie Chen, Muyang Qian, BingYan Dong, Dezhen Wang

This study develops a two-dimensional fluid model for atmospheric pressure non-equilibrium CO2-H2O plasma needle-plate configuration, incorporating a comprehensive set of plasma chemical reactions and photoionization effects. It focuses on investigating the influence of the CO2/H2O concentration ratio and quenching pressure on plasma streamer initiation and propagation dynamics. Numerical simulations show that increasing initial water vapor content significantly reduces electron energy and density, causing the discharge channel to contract when the reduced electric field is below 200 Td, due to strong dissociative adsorption reactions between electrons and water molecules. At higher reduced electric fields (above 200 Td), variations in water vapor content have minimal impact on primary electron transport parameters, likely because dissociative and ionizing collisions between electrons and CO2/H2O molecules become dominant. Increasing the quenching pressure enhances photoionization, but plasma discharge remains primarily sustained by direct electron-impact ionization. Low initial water vapor content and elevated quenching pressure both accelerate streamer propagation, with the concentration ratio exerting a more significant effect. Finally, the primary reaction pathways for key products (CO, OH, and electrons) are analyzed. These findings contribute to a better understanding of how the reactant concentration ratio and quenching pressure regulate the discharge reaction mechanism in atmospheric pressure non-equilibrium CO2-H2O plasma.

本研究建立了一个包含等离子体化学反应和光电离效应的二维大气压非平衡CO2-H2O等离子体针状板构型流体模型。重点研究了CO2/H2O浓度比和淬火压力对等离子体流起始和传播动力学的影响。数值模拟表明,随着初始水蒸气含量的增加,电子能量和密度显著降低,当电场减小到200 Td以下时,由于电子与水分子之间发生强烈的解离吸附反应,导致放电通道收缩。在较高的还原电场(超过200 Td)下,水蒸气含量的变化对主要电子传递参数的影响最小,这可能是因为电子与CO2/H2O分子之间的解离和电离碰撞占主导地位。增加淬火压力可以增强光电离,但等离子体放电仍然主要由直接电子冲击电离维持。较低的初始水蒸气含量和较高的淬火压力都加速了流光的传播,其中浓度比的影响更为显著。最后,分析了主要产物(CO, OH和电子)的主要反应途径。这些发现有助于更好地理解常压非平衡CO2-H2O等离子体中反应物浓度比和淬火压力如何调节放电反应机理。
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引用次数: 0
State of health estimation for bipolar lead-acid batteries based on gray wolf optimized hybrid regression technique 基于灰狼优化混合回归技术的双极铅酸电池健康状态估计
IF 4.5 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2026-01-09 DOI: 10.1007/s11705-025-2613-7
Sunil K. Pradhan, Basab Chakraborty

The safe and reliable usage of compact bipolar lead-acid batteries requires accurate estimation of their state of health. Designing state of health estimation frameworks based on the initial charging segments of a battery presents a significant challenge. In this study, an integrated gray wolf optimization algorithm-based hybrid estimation framework in combination with sample entropy, localized voltage area, and fuzzy entropy is developed to accurately estimate the state of health of bipolar lead-acid batteries. Partial charging profiles of bipolar lead-acid battery are utilized to extract and validate the useful battery health feature attributes based on gray relational grades to study battery health deterioration. The study also validates the better performance of the suggested hybrid model. The proposed hybrid models are developed utilizing two pairs of battery health attributes, such as localized voltage area paired with either fuzzy entropy or sample entropy. The average means absolute error and average root mean squared error values are below 1.02% and 1.5%, respectively, for the localized voltage area and fuzzy entropy health attribute pair. This confirms the effectiveness of the hybrid model as a health status estimation framework for the bipolar lead-acid batteries.

为了安全可靠地使用紧凑型双极铅酸电池,需要对其健康状况进行准确的估计。设计基于电池初始充电段的健康状态估计框架是一个重大挑战。针对双极铅酸电池的健康状态,提出了一种结合样本熵、局部电压面积和模糊熵的基于灰狼优化算法的混合估计框架。利用双极铅酸电池的局部充电曲线,基于灰色关联等级提取并验证有用的电池健康特征属性,研究电池健康劣化问题。研究还验证了所提出的混合模型具有较好的性能。利用两对电池健康属性,如局部电压面积与模糊熵或样本熵配对,建立了混合模型。局部电压区域和模糊熵健康属性对的平均平均绝对误差和平均均方根误差值分别小于1.02%和1.5%。这证实了混合模型作为双极铅酸电池健康状态估计框架的有效性。
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引用次数: 0
Synthesis of triblock patchy particles with two different patches 具有两个不同斑块的三块斑块粒子的合成
IF 4.5 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2026-01-09 DOI: 10.1007/s11705-026-2631-0
Zirui Fan, Sharvina Shanmugathasan, Isabelle Ly, Etienne Duguet, Etienne Ducrot, Serge Ravaine

Due to their molecular-like ability to form directional bonds and self-assemble into complex architectures, patchy particles represent a promising frontier in the design of novel functional colloids. However, developing efficient strategies for synthesizing such intricate structures remains a significant challenge. Most current research has focused on the spatial control of patch placement, which is already difficult. Yet far fewer studies have addressed the more demanding goal of producing particles with chemically distinct patches. In this study, we present a new multistep approach to creating two distinct patches on silica particles using metallic layers of controlled thickness as sacrificial masks. Selective dissolution of these masks enables sequential functionalization of predefined surface areas, resulting in bi-patchy particles with two clearly differentiated functional patches, as confirmed by fluorescence microscopy. Overall, this work paves the way for fabricating colloidal building units that can form multiple directional bonds via orthogonal chemical functionalization.

由于它们具有分子般的形成定向键和自组装成复杂结构的能力,斑块颗粒代表了新型功能胶体设计的一个有前途的前沿。然而,开发有效的策略来合成如此复杂的结构仍然是一个重大的挑战。目前的研究大多集中在斑块放置的空间控制上,这已经很困难了。然而,很少有研究解决了生产具有不同化学斑块的粒子这一更艰巨的目标。在这项研究中,我们提出了一种新的多步骤方法,使用厚度可控的金属层作为牺牲掩膜,在二氧化硅颗粒上创建两个不同的斑块。这些掩模的选择性溶解可以使预定义的表面区域顺序功能化,从而产生具有两个明确区分的功能斑块的双斑块颗粒,如荧光显微镜所证实的那样。总的来说,这项工作为制造可以通过正交化学功能化形成多向键的胶体建筑单元铺平了道路。
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引用次数: 0
The influence of protic acid regulation of activated carbon on the performance of zinc catalysts in the acetylene acetoxylation 丙酮酸调节活性炭对乙炔乙酰氧化锌催化剂性能的影响
IF 4.5 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2026-01-09 DOI: 10.1007/s11705-026-2634-x
Qingle Wang, Yuli Hou, Qinqin Wang, Dekai Yuan, Qianran Sun, Bin Dai

Heteroatom-doped carbon-based materials are acknowledged as a promising approach to enhance catalytic activity through modifications to their electronic structure and chemical characteristics. In this study, phosphorus-doped activated carbon (PAC)-supported zinc catalysts, rich in Lewis acid sites for acetylene acetoxylation, were synthesized using a cost-effective and sustainable method. Characterization showed P-doping reduces electron density around zinc, facilitating electron transfer from acetic acid to zinc and enhancing its adsorption. The electronegativity difference between phosphorus and carbon generates weak and Lewis acid sites, significantly boosting catalytic performance. PAC doping enhanced resistance to carbon deposits and slowed zinc loss, thereby improving catalyst stability and activity. The optimized Zn/0.01PAC catalyst achieved 80% conversion of acetic acid, demonstrating the critical role of Lewis acid sites. This work provides an efficient solid acid catalyst and establishes a universal strategy for precisely tuning activated carbon surface acidity, advancing industrial application prospects.

杂原子掺杂碳基材料被认为是通过改变其电子结构和化学特性来提高催化活性的一种很有前途的方法。在这项研究中,磷掺杂活性炭(PAC)负载的锌催化剂,丰富的刘易斯酸位点用于乙炔乙酰氧基化,以经济有效和可持续的方法合成。表征表明,p掺杂降低了锌周围的电子密度,促进了电子从乙酸向锌的转移,增强了锌的吸附能力。磷和碳之间的电负性差异产生弱和路易斯酸位点,显著提高催化性能。PAC掺杂增强了对碳沉积的抵抗力,减缓了锌的损失,从而提高了催化剂的稳定性和活性。优化后的Zn/0.01PAC催化剂的乙酸转化率达到80%,证明了Lewis酸位点的关键作用。本研究提供了一种高效的固体酸催化剂,为活性炭表面酸度的精确调节建立了通用策略,推进了工业应用前景。
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引用次数: 0
Highly efficient visible-light-driven photoreduction of nitrate, carbon dioxide, and water by a CuBi2S4/Al2WO6/Ti3C2 MXene Schottky/Z-scheme ternary photocatalyst CuBi2S4/Al2WO6/Ti3C2 MXene Schottky/Z-scheme三元光催化剂对硝酸盐、二氧化碳和水的高效可见光光还原
IF 4.5 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2026-01-09 DOI: 10.1007/s11705-026-2642-x
Hossein Kadkhodayan, Taher Alizadeh

The photoreduction of environmental contaminants such as nitrate (NO3−) and carbon dioxide (CO2) into clean and renewable fuels has emerged as a key strategy for mitigating global environmental challenges, in which perovskite photocatalysts offer a promising, cost-effective, and sustainable solution. In the current research, a novel CuBi2S4/Al2WO6/Ti3C2 MXene Schottky/Z-scheme ternary heterojunction photocatalyst was synthesized and developed for the efficient photoreduction of nitrate and carbon dioxide, as well as photocatalytic water splitting under visible-light irradiation. The nanocomposite integrates three distinct components: (i) zero-dimensional (0D) CuBi2S4 quantum dot (QDs) nanoparticles (acting as a metal-assisted sulfide perovskite photocatalyst), (ii) three-dimensional (3D) aluminum tungstate (Al2WO6) double perovskite (serving as the central oxide perovskite photocatalyst), and (iii) two-dimensional (2D) Ti3C2 MXene (functioning as a non-metallic co-catalyst facilitating interfacial charge transfer). A comprehensive assessment of operating factors revealed their significant influence on the photocatalytic behavior of the CuBi2S4/Al2WO6/Ti3C2 ternary photocatalyst. The CuBi2S4/Al2WO6/Ti3C2 photocatalyst achieved a nitrate reduction efficiency of 80%, with nitrogen gas (N2) identified as the predominant reduction product (55% selectivity). The same catalyst also exhibited a CO2 photoreduction efficiency of 70%, in which methane (CH4) displayed the highest generation rate (13.87 mL·g−1·h−1; 619 µmol·g−1·h−1) corresponding to a 50% selectivity. Moreover, the composite demonstrated an impressive hydrogen evolution rate of 16 mL·g−1·h−1 (714 µmol·g−1·h−1) during photocatalytic water splitting with an efficiency of 60%. Furthermore, the ternary heterojunction photocatalyst exhibited excellent reusability and structural stability, retaining its photocatalytic performance over five consecutive cycles.

光还原环境污染物(如硝酸盐(NO3−)和二氧化碳(CO2))为清洁和可再生燃料已成为缓解全球环境挑战的关键策略,其中钙钛矿光催化剂提供了一个有前途的,具有成本效益和可持续的解决方案。本研究合成并开发了一种新型CuBi2S4/Al2WO6/Ti3C2 MXene Schottky/Z-scheme三元异质结光催化剂,用于在可见光照射下进行硝酸盐和二氧化碳的高效光还原以及光催化水裂解。纳米复合材料集成了三个不同的组成部分:(i)零维(0D) CuBi2S4量子点(QDs)纳米颗粒(作为金属辅助硫化物钙钛矿光催化剂),(ii)三维(3D)钨酸铝(Al2WO6)双钙钛矿(作为中心氧化物钙钛矿光催化剂),(iii)二维(2D) Ti3C2 MXene(作为促进界面电荷转移的非金属助催化剂)。综合评价了操作因素对CuBi2S4/Al2WO6/Ti3C2三元光催化剂光催化性能的影响。CuBi2S4/Al2WO6/Ti3C2光催化剂的硝酸还原效率为80%,主要还原产物为氮气(N2),选择性为55%。该催化剂的CO2光还原效率为70%,其中甲烷(CH4)的生成率最高(13.87 mL·g−1·h−1;619µmol·g−1·h−1),选择性为50%。此外,该复合材料在光催化水分解过程中表现出令人印象深刻的析氢速率为16 mL·g−1·h−1(714µmol·g−1·h−1),效率为60%。此外,三元异质结光催化剂表现出优异的可重复使用性和结构稳定性,在连续五个循环中保持其光催化性能。
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引用次数: 0
Tailoring the stable Li2O-rich solid electrolyte interphase by lithium crosslinking strategy for polymer-based all-solidstate lithium batteries 通过锂交联策略为聚合物基全固态锂电池定制稳定的富li20固体电解质界面
IF 4.5 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2026-01-09 DOI: 10.1007/s11705-026-2633-y
Hong Zhang, Zixin Xiao, Libin Diao, Zhenjun Song, Haoran Xu, Yu Cheng, Lin Xu, Liqiang Mai

Polymer-based solid-state electrolytes with high flexibility and excellent processability present great prospects in all-solid-state lithium batteries. However, when encountering interface stability problems, the application of polymer-based solid-state electrolytes in allsolid-state lithium batteries is puzzling. In this work, we proposed a lithium crosslinking strategy to regulate the interfacial chemistry by tailoring an effective Li2O-rich solid electrolyte interphase layer attributed to introducing 15-crown-5 into the polymer matrix. Specifically, crosslinking the 15-crown-5 with Li+ in polymer-based solid-state electrolytes boosts the Li+ transport by weakening the coordination between Li+ and polymer chains. The crosslinked 15-crown-5 moves along with the Li+ to the anode and decomposes to form the Li2O-rich solid electrolyte interphase with faster Li+ diffusion kinetics, resulting in uniform lithium deposition and suppressing the dendrite penetration. Therefore, the symmetric Li-Li cell could stably maintain cycling over 1100 h without shortcircuiting. The LiFePO4∥Li full battery presents high retention of capacity (92.75%) over 500 cycles at 1 C. Also, the NCM811∥Li full battery can be well-operated in 300 cycles with the capacity retention of 81.44% at 1 C. This study inspires the development of high-performance all-solid-state lithium batteries by rationally tailoring interface chemistry components by regulating the coordinated structure of Li+ at the molecular level.

聚合物基固态电解质具有高柔韧性和良好的加工性能,在全固态锂电池中具有广阔的应用前景。然而,当遇到界面稳定性问题时,聚合物基固态电解质在全固态锂电池中的应用令人困惑。在这项工作中,我们提出了一种锂交联策略来调节界面化学,通过将15-crown-5引入聚合物基质中来定制有效的富含li20的固体电解质界面层。具体来说,在基于聚合物的固态电解质中,15-冠-5与Li+的交联通过削弱Li+与聚合物链之间的配位来促进Li+的运输。交联的15-crown-5随着Li+向阳极移动并分解形成富li2o的固体电解质界面,具有较快的Li+扩散动力学,使锂沉积均匀,抑制枝晶渗透。因此,对称锂离子电池可以稳定地保持超过1100 h的循环而不短路。LiFePO4∥锂电池在1℃下500次循环的容量保持率高达92.75%,NCM811∥锂电池在300次循环的情况下,在1℃下的容量保持率为81.44%。通过在分子水平上调节Li+的协同结构,合理调整界面化学成分,为高性能全固态锂电池的发展提供了理论依据。
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引用次数: 0
Real-time yield prediction in microchannel gas-liquid sulfonation via augmented convolutional long short-term memory-based soft measurement 基于增强卷积长短期记忆的软测量方法实时预测微通道气液磺化产率
IF 4.5 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2026-01-09 DOI: 10.1007/s11705-026-2636-8
Yingjin Wang, Yingxin Mu, Shaokui Fu, Muxuan Qin, Wenjin Zhou, Wei Zhang

Real-time monitoring of gas-liquid sulfonation in microchannel reactors is challenging due to complex internal spatiotemporal dynamics and limited data availability, despite the reactors’ excellent heat and mass transfer properties. Therefore, this study proposes a deep learning-based measurement method that directly extracts key spatiotemporal information from reaction image sequences within microchannels, enabling accurate prediction of the yield level of sodium α-olefin sulfonate products. The core of the framework is a convolutional long short-term memory network and combines a TimeDistributed module to efficiently capture and analyze dynamic visual features. To address the issue of data sparsity in experimental studies, we developed a novel frame sampling temporal image augmentation strategy that significantly improves the temporal learning efficiency of the model by mining microscopic dynamic changes under macroscopic stable conditions. On the experimental data set, the augmented convolutional long short-term memory network model achieved an average accuracy of up to 97.44%, outperforming the model without augmentation by 19.66% and a traditional convolutional neural network by 9.94%. These results demonstrate that the proposed method is a robust and effective tool for monitoring microchannel gas-liquid sulfonation, paving the way for intelligent, data-driven control of complex micro-chemical processes.

尽管微通道反应器具有优异的传热传质性能,但由于其内部时空动态复杂且数据可用性有限,因此对微通道反应器中气液磺化的实时监测具有挑战性。因此,本研究提出了一种基于深度学习的测量方法,直接从微通道内的反应图像序列中提取关键时空信息,从而准确预测α-烯烃磺酸钠产物的产率水平。该框架的核心是一个卷积长短期记忆网络,并结合了一个TimeDistributed模块来有效地捕获和分析动态视觉特征。为了解决实验研究中的数据稀疏问题,我们开发了一种新的帧采样时间图像增强策略,通过挖掘宏观稳定条件下的微观动态变化,显著提高了模型的时间学习效率。在实验数据集上,增强的卷积长短期记忆网络模型的平均准确率高达97.44%,比未增强的模型高19.66%,比传统卷积神经网络高9.94%。这些结果表明,所提出的方法是监测微通道气液磺化的强大而有效的工具,为复杂微化学过程的智能,数据驱动控制铺平了道路。
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引用次数: 0
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Frontiers of Chemical Science and Engineering
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