Chemical Engineering Science最新文献

筛选
英文 中文
Industrial-scale radial flow moving bed reactors: A multiscale modeling perspective
IF 4.7 2区 工程技术
Chemical Engineering Science Pub Date : 2025-04-17 DOI: 10.1016/j.ces.2025.121684
Zhiyong Jia, Xiankun Shen, Xiaocheng Lan, Tiefeng Wang
{"title":"Industrial-scale radial flow moving bed reactors: A multiscale modeling perspective","authors":"Zhiyong Jia, Xiankun Shen, Xiaocheng Lan, Tiefeng Wang","doi":"10.1016/j.ces.2025.121684","DOIUrl":"https://doi.org/10.1016/j.ces.2025.121684","url":null,"abstract":"A multiscale method was developed to model 3D industrial-scale radial flow moving bed reactors (RFMBRs) with computational fluid dynamics (CFD). The simulations were validated using experimental data, demonstrating an error of less than 5%. The hydrodynamics of industrial RFMBRs were studied for four configurations in terms of the pressure drop profile, gas flow distribution, and effects of porosity and bed voidage. It was found that two π-configurations exhibited a better distribution uniformity, while the centrifugal-z showed the worst. The end effect was attributed to the non-perforated zone of the center pipe, with the non-uniformity index (<em>NI</em>) reduced by 70% when decreasing the non-perforated height to zero for centripetal-π configuration. Increasing the porosity of the perforated plate or decreasing the bed voidage significantly improves gas flow uniformity. Additionally, porosity optimization can greatly improve the flow uniformity, achieving a <em>NI</em> below 0.04 for centrifugal-z configuration and meeting the requirements for industrial reactors.","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"37 1","pages":""},"PeriodicalIF":4.7,"publicationDate":"2025-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143846747","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Enhancing low-temperature CO2 methanation over Ni-based catalysts with Mn modifying: Catalytic activity and mechanistic elucidation
IF 4.7 2区 工程技术
Chemical Engineering Science Pub Date : 2025-04-16 DOI: 10.1016/j.ces.2025.121686
Ziyang Xu, Liang Chen, Yaohui Zhang, Jiaying Xing, Chunbo Wang
{"title":"Enhancing low-temperature CO2 methanation over Ni-based catalysts with Mn modifying: Catalytic activity and mechanistic elucidation","authors":"Ziyang Xu, Liang Chen, Yaohui Zhang, Jiaying Xing, Chunbo Wang","doi":"10.1016/j.ces.2025.121686","DOIUrl":"https://doi.org/10.1016/j.ces.2025.121686","url":null,"abstract":"Nickel-based catalysts are widely employed in CO<sub>2</sub> methanation, but their effectiveness at low temperatures remains challenging. Herein, a series of Mn-promoted Ni/γ-Al<sub>2</sub>O<sub>3</sub> catalyst (<em>x</em>Mn-NA) for CO<sub>2</sub> methanation at low-temperature was developed, and the promoting mechanisms were clarified. The optimal 1Mn-NA catalyst exhibited 88.9 % CO<sub>2</sub> conversion and nearly 100 % CH<sub>4</sub> selectivity at a temperature as low as 220 °C. A series of characterization experiments suggested that incorporation of Mn into Ni-based catalyst modified the surface properties, promoting CO<sub>2</sub> adsorption at medium basic sites, improving the catalyst’s reducibility, and enhancing H<sub>2</sub> adsorption/spillover, thereby improving the low-temperature activity. Furthermore, in situ DRIFTS experiments and theoretical calculations revealed that the formate route was the dominant reaction pathway, with Mn facilitating the formation of key intermediate HCOO* species, consequently enhancing the CO<sub>2</sub> methanation activity. With its excellent low-temperature performance, the 1Mn-NA catalyst showcases great potential for scale-up applications in CO<sub>2</sub> utilization.","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"40 1","pages":""},"PeriodicalIF":4.7,"publicationDate":"2025-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143841722","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Design and development of an onsite fluoride sensor: Time dependent-density functional theory approach and implementation
IF 4.1 2区 工程技术
Chemical Engineering Science Pub Date : 2025-04-16 DOI: 10.1016/j.ces.2025.121675
Shrikant Kashyap , Sibnath Kayal , Tapas K Mandal
{"title":"Design and development of an onsite fluoride sensor: Time dependent-density functional theory approach and implementation","authors":"Shrikant Kashyap ,&nbsp;Sibnath Kayal ,&nbsp;Tapas K Mandal","doi":"10.1016/j.ces.2025.121675","DOIUrl":"10.1016/j.ces.2025.121675","url":null,"abstract":"<div><div>This study presents a novel colorimetric fluoride (F<sup>-</sup>) sensor using the iron thiocyanate route, forming a <em>hexafluoroferrate</em> (FeF<sub>6</sub>) complex. The sensing mechanism has been explored using Time-Dependent Density Functional Theory (TD-DFT) calculations, with computationally generated electronic spectra validated experimentally by UV–vis spectroscopy in the visible range at a wavelength (λ<sub>max</sub>) of 455 nm. Computational studies provided more profound insights into molecular structure, electronic transitions, solvent effects, and the role of frontier molecular orbitals in the observed colorimetric changes. The optical sensor employs a photoresistor to quantify F<sup>-</sup> via color intensity, achieving 0.46 mgL<sup>-1</sup> LOD and a 0.5–47.5 mgL<sup>-1</sup> detection range. Validation across 76 real-life samples yielded absolute % errors of 4.68–15.65 % and recoveries of 93.16–105.39 %. To the best of our knowledge, this is the first successful translation of FeSCN and FeF<sub>6</sub> computational studies into a portable fluoride sensor with the most cost-effective, rapid, and broad-range solution for onsite fluoride detection.</div></div>","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"312 ","pages":"Article 121675"},"PeriodicalIF":4.1,"publicationDate":"2025-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143837364","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
An FPM-DM hybrid model for yield prediction of gas–liquid micro-sulfonation
IF 4.7 2区 工程技术
Chemical Engineering Science Pub Date : 2025-04-15 DOI: 10.1016/j.ces.2025.121670
Xin Xu, Qingyuan Kang, Wei Zhang, Junwen Wang
{"title":"An FPM-DM hybrid model for yield prediction of gas–liquid micro-sulfonation","authors":"Xin Xu, Qingyuan Kang, Wei Zhang, Junwen Wang","doi":"10.1016/j.ces.2025.121670","DOIUrl":"https://doi.org/10.1016/j.ces.2025.121670","url":null,"abstract":"The industrial application of gas–liquid micro-sulfonation is hindered by the lack of prediction models for product yield that balance mechanistic interpretability with accuracy. This work proposed a novel hybrid model for predicting the yield of Linear Alkylbenzene (LAB) sulfonation products in microreactors, achieving both accuracy and interpretability. Recognizing the direct relationship between the theoretical molar ratio of reactants and product yield, we first developed a mass transfer empirical equation tailored for the annular flow pattern in microreactors. This equation, derived from surface renewal theory and validated through numerical simulations and SO<sub>3</sub> absorption experiments, exhibited an average error of 11.48 %. To account for reaction kinetics not captured by the mass transfer model, an ensemble model consisting of 3D-CNN and 3D-DenseNet-SE was established. This ensemble model learned the spatiotemporal characteristics of the reaction process, effectively bridging the gap between mass transfer efficiency and product yield. The resulting parallel hybrid model, termed FPM-DM, demonstrated high accuracy in predicting product yield (test set: average MSE = 0.206, average R<sup>2</sup> = 0.983), paving the way for its application in industrial gas–liquid micro-sulfonation processes.","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"108 1","pages":""},"PeriodicalIF":4.7,"publicationDate":"2025-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143837592","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Cloud point extraction of Sr(II) from simulated high-level liquid waste: Minimizing radioactive organic liquid volume
IF 4.1 2区 工程技术
Chemical Engineering Science Pub Date : 2025-04-15 DOI: 10.1016/j.ces.2025.121673
Qi Zhao , Lei Wen , Mohammad Moniruzzaman , Fei Wu , Pengyuan Gao , Kaimin Shih
{"title":"Cloud point extraction of Sr(II) from simulated high-level liquid waste: Minimizing radioactive organic liquid volume","authors":"Qi Zhao ,&nbsp;Lei Wen ,&nbsp;Mohammad Moniruzzaman ,&nbsp;Fei Wu ,&nbsp;Pengyuan Gao ,&nbsp;Kaimin Shih","doi":"10.1016/j.ces.2025.121673","DOIUrl":"10.1016/j.ces.2025.121673","url":null,"abstract":"<div><div>Conventional solvent extraction for treating high-level liquid waste results in organic phases contaminated with radioactivity, posing challenges in disposing large volumes of radioactive organic liquid after their lifespan, it is thus critical to minimize organic liquid volume. This study presents the concept of separating Sr(II) from high-level liquid waste using cloud point extraction (CPE), where 18-crown-6 and its derivatives serve as complexing agents, while the surfactant Triton X-114 acts as both a temperature-driven phase-splitting agent and a cosolvent for the poorly water-soluble 18-crown-6 derivatives. After optimizing experimental conditions, &gt;50 % of Sr(II) was partitioned into the surfactant-rich phase, constituting only 5 % of the total volume. A total Sr recovery yield of 87 % was achieved through four cross-flow extractions, with its purity exceeding 94 %. Furthermore, the CPE demonstrated extremely high concentration factors, satisfactory extraction efficiencies, short equilibrium times, and low chemical costs—which are difficult to achieve simultaneously with conventional solvent extraction.</div></div>","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"312 ","pages":"Article 121673"},"PeriodicalIF":4.1,"publicationDate":"2025-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143832040","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Selective adsorption mechanism of a novel hydroxamic acid containing a thioether group collector for flotation separation of bastnaesite from calcite 含有硫醚基团捕收剂的新型羟肟酸的选择性吸附机制,用于从方解石中浮选分离韧皮石
IF 4.1 2区 工程技术
Chemical Engineering Science Pub Date : 2025-04-14 DOI: 10.1016/j.ces.2025.121667
Min Liu , Xin Wu , Guohuan Li , Chang Liu , Zhimin Ma , Yao Guo , Jia Tian , Donghui Wang , Kaiqian Shu , Zhoujie Wang , Longhua Xu
{"title":"Selective adsorption mechanism of a novel hydroxamic acid containing a thioether group collector for flotation separation of bastnaesite from calcite","authors":"Min Liu ,&nbsp;Xin Wu ,&nbsp;Guohuan Li ,&nbsp;Chang Liu ,&nbsp;Zhimin Ma ,&nbsp;Yao Guo ,&nbsp;Jia Tian ,&nbsp;Donghui Wang ,&nbsp;Kaiqian Shu ,&nbsp;Zhoujie Wang ,&nbsp;Longhua Xu","doi":"10.1016/j.ces.2025.121667","DOIUrl":"10.1016/j.ces.2025.121667","url":null,"abstract":"<div><div>Multifunctional collectors have been widely used in mineral flotation processing to improve the recovery and grade. However, the synergistic effect of the functional groups in multifunctional collector adsorption on mineral surfaces during flotation separation remains elusive. In this study, a novel hydroxamic acid containing a thioether group collector, 2-(benzylthio)-acetohydroxamic acid (BTHA), was synthesized to separate bastnaesite and calcite. Compared to traditional hydroxamic acid collectors, BTHA exhibited superior selectivity and collecting ability for bastnaesite-calcite flotation separation systems. In the presence of BTHA, the flotation behavior of bastnaesite and calcite was significantly different at pH 8.0 (recovery gap Δ<em>R</em> ∼ 72 %). This indicated that BTHA could selectively separate bastnaesite from calcite. Moreover, BTHA exhibited faster adsorption kinetics on bastnaesite compared to conventional collectors, resulting in stronger adsorption on the bastnaesite surface. Based on spectroscopic analysis and Density Functional Theory (DFT) calculations, BTHA can form five-membered ring complexes on both bastnaesite and calcite surfaces, but BTHA exhibited a larger interaction energy and stronger electron transfer capacity with bastnaesite surface action sites (e.g., Ce(OH)<sup>2+</sup>) compared to calcite surface action sites (e.g., Ca<sup>2+</sup>). Moreover, the superior flotation separation performance of BTHA could have stemmed from the formation of additional Ce-S bonds between the thioether group in BTHA and the bastnaesite surface, which further stabilized the adsorption structure of BTHA on the bastnaesite surface. This work provides valuable insights for the development of new collectors and exploration of their interaction mechanisms with mineral surfaces.</div></div>","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"312 ","pages":"Article 121667"},"PeriodicalIF":4.1,"publicationDate":"2025-04-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143831962","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Carbon capture plant model identification through simultaneous state and parameter estimation with estimable variable selection
IF 4.1 2区 工程技术
Chemical Engineering Science Pub Date : 2025-04-14 DOI: 10.1016/j.ces.2025.121668
Song Bo , Sarupa Debnath , Benjamin Decardi-Nelson , Jinfeng Liu
{"title":"Carbon capture plant model identification through simultaneous state and parameter estimation with estimable variable selection","authors":"Song Bo ,&nbsp;Sarupa Debnath ,&nbsp;Benjamin Decardi-Nelson ,&nbsp;Jinfeng Liu","doi":"10.1016/j.ces.2025.121668","DOIUrl":"10.1016/j.ces.2025.121668","url":null,"abstract":"<div><div>This paper addresses the challenge of estimating both states and parameters for post-combustion carbon capture plants (CCPs), with the goal of predicting <span><math><msub><mrow><mi>CO</mi></mrow><mn>2</mn></msub></math></span> capture using temperature measurements. We develop a first-principle model of the CCP, modified to align with the actual industrial process, and employ simultaneous state and parameter estimation within a moving horizon estimation (MHE) framework. Sensitivity analysis and orthogonalization are used in variable selection step to select estimable states and parameters, enhancing estimation accuracy and computational efficiency. Real industrial data is used to validate the model, and comparisons with alternative estimation methods highlight the effectiveness of our approach. This work contributes practical insights into state and parameter selection, estimation method modifications for differential algebraic equation (DAE) systems, and data pre-processing in real-world settings.</div></div>","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"312 ","pages":"Article 121668"},"PeriodicalIF":4.1,"publicationDate":"2025-04-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143831966","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Breakup dynamics of viscous bubbles in heart-shaped microchannel: Mechanisms and predictive models
IF 4.7 2区 工程技术
Chemical Engineering Science Pub Date : 2025-04-14 DOI: 10.1016/j.ces.2025.121666
Jiahua Hu, Wei Zhang, Xin Xu, Feiyu Gao, Yaqi Hou
{"title":"Breakup dynamics of viscous bubbles in heart-shaped microchannel: Mechanisms and predictive models","authors":"Jiahua Hu, Wei Zhang, Xin Xu, Feiyu Gao, Yaqi Hou","doi":"10.1016/j.ces.2025.121666","DOIUrl":"https://doi.org/10.1016/j.ces.2025.121666","url":null,"abstract":"To enhance the gas–liquid mass transfer efficiency in high-viscosity fluids within heart-shaped microchannels, this study systematically investigated the bubble breakup dynamics at the arc-shaped junction of heart-shaped microchannel under different viscosities of glycerol solution. High-speed camera observed that bubble breakup at the arc-shaped junction could be divided into three cases: breakup with obstruction, breakup with tunnel, and squeezing breakup. The occurrence of bubble breakup is related to the bubble equivalent length (<em>l</em><sub>0</sub>/<em>w</em><sub>0</sub>) and the capillary number (<em>Ca</em>), and the bubble breakup pattern transition rule under different liquid phase viscosities was obtained through data analysis. Furthermore, the effects of the bubble equivalent length, total capillary number, liquid phase viscosity (<em>μ</em><sub>L</sub>), and velocity of the rear-bubble (<em>U</em><sub>g</sub>) on bubble squeezing breakup were investigated. The data analysis showed that <em>U</em><sub>g</sub> significantly affected the power-law indices <em>α</em> and <em>β</em>, increasing <em>α</em> by 23.8 % and <em>β</em> by 43.9 %, respectively. In addition, this study proposed a three-dimensional surface model <em>l</em><sub>0</sub>/<em>w</em><sub>0</sub> = <em>a</em>(<em>U</em><sub>g</sub>/<em>U</em><sub>in</sub>)<em><sup>b</sup>Ca<sup>c</sup></em> for the first time to predict whether bubble squeezing breakup occurs, offering a robust theoretical framework for controlling bubble breakup in high-viscosity systems. This study deepens the understanding of bubble breakup dynamics in high-viscosity systems and provides a theoretical foundation for structural optimization of heart-shaped microchannels.","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"90 1","pages":""},"PeriodicalIF":4.7,"publicationDate":"2025-04-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143832293","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Exploring the impact of short-chain alcohols and NaCl concentration on the interfacial properties of the water/SDBS surfactant/n-octane system: A molecular insight into the preparation of emulsified systems using MD simulations
IF 4.7 2区 工程技术
Chemical Engineering Science Pub Date : 2025-04-14 DOI: 10.1016/j.ces.2025.121658
José G. Parra, Peter Iza, Héctor Dominguez, Geraldine Rodriguez, José A. Alcalá, Eduardo Schott, Ximena Zarate
{"title":"Exploring the impact of short-chain alcohols and NaCl concentration on the interfacial properties of the water/SDBS surfactant/n-octane system: A molecular insight into the preparation of emulsified systems using MD simulations","authors":"José G. Parra, Peter Iza, Héctor Dominguez, Geraldine Rodriguez, José A. Alcalá, Eduardo Schott, Ximena Zarate","doi":"10.1016/j.ces.2025.121658","DOIUrl":"https://doi.org/10.1016/j.ces.2025.121658","url":null,"abstract":"MD simulations were carried out to explore the effect of short-chain alcohols and NaCl concentration on the interfacial properties of the water/SDBS surfactant/n-octane system. The optimal formulation conditions for emulsified systems were evaluated at molecular level. The simulations revealed a reduction in the IFT of the systems prepared with the SDBS/n-propanol and SDBS/n-butanol monolayers. These results indicate a strong synergism between these species at the interface. At low NaCl concentrations, the results suggest that the alcohol molecules have a low migration to the n-octane phase remaining in the mixed monolayers stabilizing the emulsified system. At higher NaCl concentrations, the migration of alcohols to the n-octane phase is considerable, producing a rupture of mixed monolayers located at the interface. Energetic analyses suggest that an appropriate lipophilic-hydrophilic balance associated with the molecular interaction between SDBS surfactant and short-chain alcohol is fundamental for the stability of the mixed monolayers at the interface.","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"42 1","pages":""},"PeriodicalIF":4.7,"publicationDate":"2025-04-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143827512","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
A Novel hybrid Multi-Objective optimization framework based on ELM-NSGA-II-TOPSIS: Case study of rare earth electrolytic cell
IF 4.1 2区 工程技术
Chemical Engineering Science Pub Date : 2025-04-14 DOI: 10.1016/j.ces.2025.121669
Jinming Liang , Qing lv , Zijia Wang , Yuyang Hu , Haoyuan Xue , Bo Wang , Yi Wei , Yumeng Zhang
{"title":"A Novel hybrid Multi-Objective optimization framework based on ELM-NSGA-II-TOPSIS: Case study of rare earth electrolytic cell","authors":"Jinming Liang ,&nbsp;Qing lv ,&nbsp;Zijia Wang ,&nbsp;Yuyang Hu ,&nbsp;Haoyuan Xue ,&nbsp;Bo Wang ,&nbsp;Yi Wei ,&nbsp;Yumeng Zhang","doi":"10.1016/j.ces.2025.121669","DOIUrl":"10.1016/j.ces.2025.121669","url":null,"abstract":"<div><div>Chemical equipment involves complex reaction mechanisms and multi-physical field coupling, posing monitoring challenges and limiting data-driven optimization. Integrating CFD-generated data with machine learning offers a promising approach for multi-objective optimization. However, practical implementation still faces significant challenges. In this study, an optimization strategy for chemical equipment was proposed, integrating machine learning, multi-objective optimization, and multi-criteria decision-making. Rare earth electrolytic cell was selected as a representative case. This system exemplifies a complex multi-physics system involving high temperatures, electric fields, and chemical reactions. Firstly, an electrothermal coupling numerical model was established and validated based on the physical property parameters collected on-site. The distributions of the electric field and temperature field were obtained. Moreover, the response surface method (RSM) model and the extreme learning machine (ELM) model were employed to model the electrolytic cell structure. After comparisons with the ELM and backpropagation (BP) neural network models, The R<sup>2</sup> of RSM, ELM and other BP neural network models are RSM (97.55%), BP (81.56%), BP-GA (93.20%), and BP-PSO (96.30%), ELM (98.32%), among which the ELM model has the highest accuracy. On the basis of adopting ELM model, the NSGA-II algorithm is combined with TOPSIS method to solve the multi-objective optimization problem of rare earth electrolytic cell. Different from the traditional NSGA-II method, this method uses objective weights to select the optimal solution, and effectively balances the conflicting optimization objectives. For the electrolytic cell studied, the optimized structure reduces the voltage drop by 90%, the current density inhomogeneity by 93%, and the error is less than 7.21%.</div><div>This study innovatively combined ELM model, NSGA-II algorithm and TOPSIS method to provide a new method for the optimization of complex chemical equipment with multi-physics coupling and data-model collaborative optimization under extreme working conditions taking rare earth electrolytic cell as an example.</div></div>","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"312 ","pages":"Article 121669"},"PeriodicalIF":4.1,"publicationDate":"2025-04-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143827513","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信