Yongchao Miao, Yanyu Tang, Panjin Hu, Wenping Chen, Qicheng Feng, Qinghuang Bao, Qian Zhang, Ye Wang, Wenhang Yang
{"title":"Selective depression of calcite through aluminum-assisted phosphonate interfacial regulation for enhanced cassiterite flotation","authors":"Yongchao Miao, Yanyu Tang, Panjin Hu, Wenping Chen, Qicheng Feng, Qinghuang Bao, Qian Zhang, Ye Wang, Wenhang Yang","doi":"10.1016/j.ces.2026.125384","DOIUrl":"10.1016/j.ces.2026.125384","url":null,"abstract":"<div><div>Selective flotation separation of cassiterite from calcite remains challenging because both minerals exhibit similar flotation responses toward conventional fatty acid collectors. In this study, a novel Al<sup>3+</sup>/ATMP combined depressant system was developed for the selective flotation separation of cassiterite from calcite using sodium oleate (NaOL) as the collector. Under the selected optimum conditions within the investigated range (pH 9.0, NaOL concentration of 1.75 × 10<sup>−4</sup> mol/L, total Al<sup>3+</sup>/ATMP dosage of 10 mg/L, and Al<sup>3+</sup>:ATMP mass ratio of 1:3), the recovery of calcite decreased to approximately 8%, whereas cassiterite recovery remained around 90%. Surface characterization revealed distinct interfacial responses of calcite and cassiterite to the combined Al<sup>3+</sup>/ATMP treatment. Calcite exhibited a pronounced increase in hydrophilicity, whereas the NaOL-induced hydrophobicity of cassiterite was largely preserved. Residual TOC measurements showed differences in the organic carbon remaining in the supernatants after reagent treatment, providing complementary information on the overall behavior of the reagent systems without distinguishing the individual contributions of NaOL and ATMP. Solution chemistry analysis indicated that the Al<sup>3+</sup> introduced through aluminum sulfate underwent extensive hydrolysis at pH 9.0, with Al(OH)<sub>3</sub> representing a predominant Al-containing species under the investigated conditions. XPS results revealed the presence of Al- and P-containing species on the treated calcite surface, supporting their involvement in the interfacial modification of calcite and the association of ATMP with the modified surface. Furthermore, under identical simulation conditions, molecular dynamics simulations suggested a greater tendency for the modeled Al(OH)<sub>3</sub> and neutral ATMP species to accumulate near the calcite interface than near cassiterite, accompanied by differences in the relative distribution and mobility of interfacial water molecules. Together with the experimental observations, these qualitative and comparative simulation results support the proposed preferential interfacial association of hydrolyzed Al-containing species and ATMP with calcite, contributing to its selective depression. This work provides an effective strategy for the selective flotation separation of cassiterite from calcite and offers insights into the design of metal ion–organic phosphonate depressant systems for complex oxide mineral flotation.</div></div>","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"339 ","pages":"Article 125384"},"PeriodicalIF":5.1,"publicationDate":"2026-10-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149201439","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}
{"title":"Synergistic hydrocarbon surfactant system for enhancing CO2-oil miscibility: Insights from vanishing interfacial tension experiments","authors":"Jiawei Zhao, Shaopeng Li, Songyan Li","doi":"10.1016/j.ces.2026.125371","DOIUrl":"10.1016/j.ces.2026.125371","url":null,"abstract":"<div><div>As carbon capture, utilization, and storage (CCUS) technologies advance, CO<sub>2</sub> flooding has gained significant attention due to its dual benefits of enhanced oil recovery (EOR) and geological CO<sub>2</sub> sequestration. However, for high-temperature reservoirs and crude oils enriched in heavy components, the MMP of the CO<sub>2</sub>-crude oil system is often high, which makes miscible flooding difficult to achieve under reservoir conditions. In this study, tri-isobutyl citrate (TIBC) was synthesized via acid-catalyzed esterification and characterized by FTIR and <sup>1</sup>H NMR to confirm its structure. TIBC was then blended with Span 80 to construct a miscibility-enhancing system dominated by hydrocarbon chains and oxygen-containing functional groups, referred to as the system (TS), aimed at reducing the MMP of the CO<sub>2</sub>-crude oil system. The results indicate that when the mass ratio of TIBC to Span 80 is 3:7 and the total concentration is 1.0 wt%, the system exhibits the optimal performance, reducing the MMP by 18.91%. Analysis of oil droplet interfacial behavior reveals synergistically improved CO<sub>2</sub> dissolution and extraction in crude oil, leading to continuous IFT reduction. The system ultimately reaches near-miscible or miscible conditions. The findings provide important guidance for EOR through CO<sub>2</sub> miscible flooding and for promoting CO<sub>2</sub> utilization and geological sequestration</div></div>","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"339 ","pages":"Article 125371"},"PeriodicalIF":5.1,"publicationDate":"2026-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149201494","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}
Haicheng Qu, Yanyi Su, Ning Wang, Shangqian Chen, Zhifeng Gao, Jun Cheng, Qi Ou
{"title":"3D molecular representation learning for organic mixtures: Viscosity and density prediction","authors":"Haicheng Qu, Yanyi Su, Ning Wang, Shangqian Chen, Zhifeng Gao, Jun Cheng, Qi Ou","doi":"10.1016/j.ces.2026.125375","DOIUrl":"https://doi.org/10.1016/j.ces.2026.125375","url":null,"abstract":"The viscosity and density of organic mixtures are essential properties for designing lubricants, solvents, and heat transfer fluids. In engineering practice, formulating a functional fluid requires understanding how these properties change with composition and temperature. However, exhaustive experimental characterization across the full parameter space is impractical due to the vast number of possible species and combinations. Here we introduce a mixture-aware 3D molecular representation learning strategy, built upon a pre-trained molecular encoder, that jointly encodes component structures, mole fractions, and temperature to achieve accurate predictions for organic mixtures. Fine-tuning on publicly available datasets covering a wide range of binary organic mixtures yields test-set R<ce:sup loc=\"post\">2</ce:sup> values of 0.973 for dynamic viscosity and 0.996 for density, significantly outperforming traditional machine learning baselines. Beyond overall accuracy, the model reproduces non-monotonic viscosity changes upon mixing that are not represented by simple linear or logarithmic mixing rules. The model is further used to examine how branching and cyclic or aromatic structures affect predicted viscosity–temperature behavior in the evaluated hydrocarbon systems. These results establish a practical framework for predicting viscosity and density within the represented chemical domain and illustrate its potential for screening organic-mixture formulations.","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"16 1","pages":"125375"},"PeriodicalIF":4.7,"publicationDate":"2026-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149221469","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}
{"title":"Asymptotic models for photochemical reactions in a simple integrating cylinder","authors":"AbdelAziz Hamza, Necip B. Üner","doi":"10.1016/j.ces.2026.125344","DOIUrl":"https://doi.org/10.1016/j.ces.2026.125344","url":null,"abstract":"Photochemical reactions and reactors are often difficult to characterize due to a rich interplay of chemical kinetics with radiation and species transport. Because of this complexity, extracting intrinsic kinetic information, especially with non-collimated lamps, is notoriously difficult, and it is very common to rely on methods of comparative calibration, e.g., actinometry, local measurements of the emissive power of the lamps used, or rigorous computational ray tracing methods. Here, we describe the construction and use of a simple and low-cost cylindrical photochemical chamber that can accommodate various, industrially relevant light sources and spatially integrates radiant flux thanks to a reflective coating applied on its interior walls. By modelling radiation transport at two asymptotic limits, specifically for strongly- and weakly absorbing reaction media, we show that the proposed integrating cylinder can be used with absolute calibration with the help of a macroscopic photon balance. For stagnant reagents and products, one asymptotic case reduces into shrinking core-like reaction when the solutions are opaque, while the other represents a gradientless reaction for dilute solutions. Models reduce to simple mathematical expressions at both limits, whose practical uses are illustrated by two example reactions with different irradiation windows, pyridine photolysis and methylene blue photobleaching. We show that when lamps are well-characterized in terms of their total emissive power, the integrating nature of the chamber allows quantum yield and/or kinetic parameters to be deduced without any additional fitting parameters. The approach presented here provides a flexible platform for studying photochemical conversion in homogeneous liquid-phase reactions","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"41 1","pages":"125344"},"PeriodicalIF":4.7,"publicationDate":"2026-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149221543","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}
{"title":"Analytical and numerical study of mean porosity variations in annular packed beds of spherical pellets","authors":"Pablo Díaz-Ulloa, Rodrigo Unzueta, Iván Cornejo","doi":"10.1016/j.ces.2026.125334","DOIUrl":"10.1016/j.ces.2026.125334","url":null,"abstract":"<div><div>Annular packed beds are used in pebble-bed nuclear reactors, annular membrane reactors for hydrogen production and annular chromatography columns, yet, unlike the cylindrical geometry, no validated model predicts their mean porosity across a wide range of confinement ratios, and the only available correlation was calibrated from a single experimental point. This study uses rigid-body simulation (RBS) to generate annular packed beds of spherical pellets at 52 confinement ratios between 2.25 and 15, with three independent realizations each and a fixed inner radius-to-particle diameter ratio of 2. The generation procedure is validated against annular experimental data comprising an unadjusted radial porosity profile and an independent mean porosity measurement. The mean porosity oscillates non-monotonically with a decaying amplitude, and the first extremum interval is markedly shorter than the subsequent ones. A layer-stacking analytical framework, previously developed for cylindrical beds, is extended to the annular geometry through circular monolayer, zig-zag monolayer and two-coupled-rows regimes, with the first transition located analytically at a confinement ratio of approximately 2.74. The model reproduces the simulated mean porosity within its domain and explains its largest deviation through a nesting threshold at <span><math><mrow><mn>2</mn><mo>+</mo><msqrt><mn>3</mn></msqrt><mo>≈</mo><mn>3.73</mn></mrow></math></span>, the annular counterpart of the cylindrical threshold. Beyond this domain, an empirical correlation combining a damped oscillation with a quadratic decay envelope describes the full range with a coefficient of determination of 0.970, against 0.690 for the existing annular correlation. These models provide the mean porosity required by pressure drop and transport models for annular reactors and columns.</div></div>","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"339 ","pages":"Article 125334"},"PeriodicalIF":5.1,"publicationDate":"2026-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149201441","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}
{"title":"Shear-driven dynamics of surfactant-laden droplets on rough substrates","authors":"Ninad V. Mhatre, Satish Kumar","doi":"10.1016/j.ces.2026.125229","DOIUrl":"https://doi.org/10.1016/j.ces.2026.125229","url":null,"abstract":"The depinning of liquid droplets due to flow of a surrounding immiscible fluid plays a crucial role in applications such as enhanced oil recovery, surface cleaning, and crossflow emulsification. Although surfactants are often present in these systems, the role of Marangoni stresses on droplet depinning by an external flow remains unclear. To address this, we develop a lubrication-theory-based model for a thin Newtonian droplet laden with insoluble surfactant on a substrate with Gaussian-shaped defects which are used to account for the effects of surface roughness. The droplet is surrounded by a surfactant-free immiscible Newtonian fluid in a long, narrow rectangular channel, with flow driven by an applied pressure gradient. Using a precursor-film/disjoining-pressure approach for contact-line motion, we derive nonlinear evolution equations for the droplet thickness and interfacial surfactant concentration, which are solved numerically. The pressure gradient transports surfactant from the receding to the advancing contact line, generating a Marangoni flow opposing the pressure-driven flow. This reduces the net shear force on the droplet, leading to depinning at a higher critical pressure gradient. These findings reveal a previously unexamined regime in which interfacial Marangoni stresses, rather than uniform interfacial-tension reduction, govern the critical flow rate. The results provide a mechanistic basis for using surfactant-concentration gradients as a tunable handle to control droplet motion on rough substrates.","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"13 1","pages":"125229"},"PeriodicalIF":4.7,"publicationDate":"2026-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149084840","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}
{"title":"Silica-based amphiphilic nanofluid for enhanced heavy oil recovery: performance and mechanistic insights","authors":"Yu He, Wanfen Pu, Rui Liu, Qingyuan Chen, Hongli Liu, Shitong Jiang, Jingjing Zhong","doi":"10.1016/j.ces.2026.124549","DOIUrl":"https://doi.org/10.1016/j.ces.2026.124549","url":null,"abstract":"In the process of chemical viscosity reduction for EOR in heavy oil reservoirs, nanoparticles have demonstrated significant potential due to their unique physicochemical properties. In this study, an amphiphilic nanofluid was synthesized, and its performance was systematically evaluated through interfacial tension (IFT), wettability alteration, emulsification, oil-film detachment, and core flooding experiments. Furthermore, molecular dynamics simulations were conducted to elucidate the microscopic mechanisms responsible for viscosity reduction. The results demonstrated that the nanofluid exhibited outstanding interfacial activity, reducing the IFT from approximately 30 mN/m to 0.5 mN/m and effectively transforming oil-wet rock surfaces to a water-wet state. A stable O/W emulsion was formed, resulting in a viscosity reduction of up to 98% at 80% water cut. Oil-film detachment tests confirmed that the nanofluid completely removed adhered oil films from rock surfaces within 12 h. Core flooding experiments demonstrated that the nanofluid enhanced recovery by 24.75%, representing an additional recovery of 10.83% compared with the surfactant alone. MD simulations revealed strong interactions between the nanofluid and asphaltene molecules, which disrupted asphaltene aggregation and inhibited the formation of large aggregates. Furthermore, the strong confinement effect of the nanofluid on asphaltenes facilitated the formation of stable O/W emulsions, elucidating the molecular mechanism underlying viscosity reduction.","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"36 1","pages":""},"PeriodicalIF":4.7,"publicationDate":"2026-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148356311","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}
{"title":"Discharge of packed particles through side orifice driven by gas pressure above","authors":"Donghui Liu, Yongdou Wang, Quanhong Zhu","doi":"10.1016/j.ces.2026.123563","DOIUrl":"10.1016/j.ces.2026.123563","url":null,"abstract":"<div><div>This work aimed to explore the pressure-driven discharging behavior of packed particles through the side orifice. The gas pressure (<em>P</em>) above inventory surface in the hopper was raised by introducing air at a constant rate. A column was assigned above to continuously replenish the discharged particles so that the inventory level in the hopper, <em>P</em>, and <em>q</em><sub>p</sub> (mass discharge rate) could maintain for a long time. Eventually, the influence of <em>P</em> on <em>q</em><sub>p</sub> could be rigorously explored and analyzed. <em>q</em><sub>p</sub> was measured to increase with increasing <em>P</em> or <em>d</em><sub>o</sub> (orifice diameter), both being concave functions. When the distance from the orifice center toward inventory surface in the hopper was fixed, <em>q</em><sub>p</sub> could be well correlated to <em>Q</em><sub>leak</sub> (gas leakage through the orifice) in quadratic form. Thus, the aforementioned increase of <em>q</em><sub>p</sub> with <em>P</em> or <em>d</em><sub>o</sub> could be ascribed to that <em>Q</em><sub>leak</sub> was raised and the particle discharge driven by the gas pressure above differed significantly from the pneumatic conveying. The Beverloo model was proved to be adequate for correlating <em>q</em><sub>p</sub> and <em>d</em><sub>o</sub> at all levels of <em>P</em> (<1.5 kPa). <em>C</em> embedded therein was fitted to be ∼ 0.007 (independent of <em>P</em>). The huge difference from that (∼0.20) drawn for the gravity-driven particle discharge resulted probably from distinct mechanisms for the arch above the orifice to decompose. <em>k</em> decreased from –49 to –159 with <em>P</em><sub>d</sub> increasing from 0.3 kPa to 1.5 kPa, agreeing with the experimental observation that the actual cross-section for the particle discharge was gradually enlarged.</div></div>","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"326 ","pages":"Article 123563"},"PeriodicalIF":4.3,"publicationDate":"2026-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146172413","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}
Yin Zhu, Liming Che, Haiqiang Lin, Bin Wei, Hua Zhou
{"title":"A Semi-Resolved LBM-DEM Coupling Approach: Methodology, Modeling, and Validation","authors":"Yin Zhu, Liming Che, Haiqiang Lin, Bin Wei, Hua Zhou","doi":"10.1016/j.ces.2026.123562","DOIUrl":"10.1016/j.ces.2026.123562","url":null,"abstract":"<div><div>A semi-resolved Lattice Boltzmann Method − Discrete Element Method (LBM-DEM) coupling approach is proposed to overcome the unphysical velocity oscillations in the transitional regime, where the particle-to-grid size ratio approaches unity. Kernel function approximation is employed to smooth the particle-to-grid mapping, while various drag force models are adopted to describe the particle–fluid interactions. Correspondingly, the governing equations of the modified Immersed Moving Boundary-LBM (IMB-LBM) are adapted to accurately describe the fluid–solid coupling effects. The proposed method was systematically validated through a series of benchmark simulations, including sedimentation of a nylon ball and a steel ball, a fluidized bed, and a spouted bed. Results demonstrate that the proposed semi-resolved framework effectively bridges resolved and unresolved LBM-DEM regimes. Parameter analysis identifies the Energy Minimization Multi-Scale (EMMS) model as the most suitable drag correlation for fluidized beds. Furthermore, background expansion factors of 3–4 optimally balance computational accuracy and efficiency. This work extends the applicability of the LBM-DEM method, providing a robust and unified framework for modeling particle–fluid systems.</div></div>","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"326 ","pages":"Article 123562"},"PeriodicalIF":4.3,"publicationDate":"2026-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146146181","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}
{"title":"Experimental study on intermittent nitrogen injection to eliminate hydrate blockage","authors":"Yiwei Wu, Xiaohui Wang, Zhenbin Xu, Liyong Bao, Jiaxuan Du, Zehao Liu, Hongyi Yu, Changyu Sun, Guangjin Chen","doi":"10.1016/j.ces.2026.123587","DOIUrl":"10.1016/j.ces.2026.123587","url":null,"abstract":"<div><div>Hydrate blockage is a major challenge to the safe and efficient transportation of oil and gas in the pipelines, and preparing hydrate blockage samples in limited-size experimental equipment is a key research difficulty. To address this issue, this study developed a high-pressure filtration method for producing methane hydrate blockage samples. By discharging unreacted gas–liquid and compressing hydrate particles into chunks under constant pressure yields hydrate blockage samples, enabling laboratory simulation of hydrate blockage removal performance. Nitrogen injection experiments were conducted to examine the effect of injection pressure, injection volume of nitrogen, hydrate blockage temperature, and hydrate decomposition water on the decomposition quantity of hydrate blockage. The experimental results show that when the initial injection volume of N<sub>2</sub> maintain constant, for every 1 MPa increase in nitrogen injection pressure, the amount of methane released from hydrate would decrease by 3.93 × 10<sup>-5</sup> mol/cm<sup>3</sup>. When the injection pressure of N<sub>2</sub> was maintained around 4.20 MPa, for every 1 cm<sup>3</sup> increase in nitrogen injection volume, 0.0011 mol of methane will decompose from the hydrate phase. When the ambient temperature increases from 274.15 to 277.05 K, the amount of methane decomposed from hydrate blockage induced by per unit volume of N<sub>2</sub> rises to 0.00206 mol/cm<sup>3</sup>. The accumulation of hydrate decomposed water would increase mass transfer resistance for methane migration, significantly lowering hydrate decomposition efficiency. When hydrate was fully submerged into the water phase, the dissociation rate of gas hydrate approached to zero, and the hydrate decomposition was completely inhibited.</div></div>","PeriodicalId":271,"journal":{"name":"Chemical Engineering Science","volume":"326 ","pages":"Article 123587"},"PeriodicalIF":4.3,"publicationDate":"2026-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146153198","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}