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Understanding errors in gas adsorption at low pressures: the case of direct air capture 了解在低压下气体吸附的错误:直接空气捕获的情况
IF 3.1 4区 工程技术 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-08-07 DOI: 10.1007/s10450-025-00644-1
Abdullah Fouad Al Rammah, Ashwin Kumar Rajagopalan, Lev Sarkisov, Flor R. Siperstein

Accurate experimental adsorption equilibrium measurements are necessary for benchmarking adsorbents, validating molecular simulations and setting up process simulations. Although many sources of errors in these measurements have been reported in the literature, the purity of the gas used is generally not considered a major problem as long as research grade gases are used. In this work, we propose that significant deviations in the measured isotherms can potentially arise due to the accumulation of impurities in the measurement cell, especially in the low-pressure region, which is important for systems dealing with low partial pressure, such as (hbox {CO}_2) direct air capture (DAC). We conduct numerical studies to highlight this issue. The first part of our analysis uses the Langmuir isotherm equation to generate baseline isotherms representative of adsorbents with varying affinities for (hbox {CO}_2), enabling a parametric assessment of impurity effects. This is followed by a material-specific study examining the influence of impurities on isotherms for several zeolites and metal-organic frameworks (MOFs).

准确的实验吸附平衡测量对于对标吸附剂、验证分子模拟和建立过程模拟是必要的。虽然这些测量中的许多误差来源已在文献中报道,但只要使用研究级气体,所用气体的纯度通常不被认为是一个主要问题。在这项工作中,我们提出测量等温线的显著偏差可能是由于测量单元中杂质的积累,特别是在低压区域,这对于处理低分压的系统很重要,例如(hbox {CO}_2)直接空气捕获(DAC)。我们进行数值研究以突出这个问题。我们分析的第一部分使用Langmuir等温线方程来生成代表(hbox {CO}_2)具有不同亲和力的吸附剂的基线等温线,从而能够对杂质效应进行参数化评估。接下来是一项材料特异性研究,检查杂质对几种沸石和金属有机框架(MOFs)等温线的影响。
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引用次数: 0
Two-step evolutionary multi-objective optimisation of pressure swing adsorption processes with monolith columns 整体柱变压吸附过程的两步进化多目标优化
IF 3.1 4区 工程技术 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-07-18 DOI: 10.1007/s10450-025-00643-2
Ishan Sharma, Daniel Friedrich, Stefano Brandani

Monolithic adsorbents offer an opportunity to intensity cyclic adsorption processes, but uniformity of channel size and flow distribution have a detrimental effect on separation performance. Mathematical modelling and optimisation techniques require repeated process simulations up to cyclic steady state but the real monolith model representing the response of a distribution of channels is computationally expensive. This study explores the possibility of employing the ideal single channel monolith model to do an initial search, followed by a secondary search with the computationally more complex and more accurate real monolith model. Two case studies have been considered here to cover the different nature of the product of interest (i.e., heavy or light), and whether the optimisation is constrained or unconstrained. For unconstrained optimisation, the optimum decision variable values found with the ideal monolith model are similar to those obtained when only the real monolith model is used for all the functional evaluations (i.e., the real optimum). However, the corresponding objective function values were not the same due to the ideal and real monolith model predictions differing for certain combinations of decision variables. In this case, a quick secondary refinement search with the real monolith model yielded the real optimum objectives. In the case of constrained optimisation, the optimum objective and decision variable values predicted from the initial search differed substantially from the real optimum. Optimum values close to the real optimum could still be obtained with the two-step search strategy. The two-step search strategy required approximately half the computational effort, compared to the approach where only the real monolith model was used for all the evaluations.

整体吸附剂为强化循环吸附过程提供了机会,但通道尺寸和流动分布的均匀性对分离性能有不利影响。数学建模和优化技术需要重复过程模拟直到循环稳态,但代表通道分布响应的真实整体模型在计算上是昂贵的。本研究探讨了采用理想的单通道整体模型进行初始搜索,然后使用计算更复杂、更精确的真实整体模型进行二次搜索的可能性。这里考虑了两个案例研究,以涵盖感兴趣产品的不同性质(即,重或轻),以及优化是受约束的还是不受约束的。对于无约束优化,使用理想单体模型找到的最优决策变量值与仅使用真实单体模型进行所有功能评估(即真实最优)时获得的最优决策变量值相似。然而,由于某些决策变量的组合,理想和实际的整体模型预测不同,相应的目标函数值并不相同。在这种情况下,使用真实的整体模型进行快速的二次优化搜索,得到真正的最优目标。在约束优化的情况下,从初始搜索预测的最优目标和决策变量值与实际最优值存在很大差异。采用两步搜索策略仍然可以得到接近真实最优的最优值。与只使用真正的单体模型进行所有评估的方法相比,两步搜索策略大约需要一半的计算量。
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引用次数: 0
Analyzing the gas storage capacities of NU-2100 MOF via GCMC simulations: a material with remarkable hydrogen volumetric storage attributes 通过GCMC模拟分析NU-2100 MOF的储气能力:一种具有显著储氢特性的材料
IF 3.1 4区 工程技术 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-07-14 DOI: 10.1007/s10450-025-00641-4
A. Granja-DelRío, I. Cabria

Materials capable of effectively storing (hbox {H}_{2}) and (hbox {CH}_{4}) are essential for the enhancement of hydrogen and methane-based transportation. Metal-Organic Frameworks (MOFs) are strong contenders for meeting the gas storage targets of the Department of Energy (DOE). Many Cu(I)-based MOFs degrade in air and moisture. NU-2100, a newly developed Cu(I)-based MOF, shows air stability. The total and usable (hbox {H}_{2}) and (hbox {CH}_{4}) storage capacities of NU-2100 at 298.15 K and 0.5–35 MPa are calculated and analyzed by means of Grand Canonical Monte Carlo (GCMC) studies. A comparative assessment is performed, including MOFs with similar metal compositions, pore size, density and porosity at 298.15 K and 25 MPa. The findings demonstrate that NU-2100 exhibits storage capacities that match or outperform the MOFs included in this investigation. The origin of these higher capacities is that the molecules interact with the atoms of NU-2100 in wider regions or pores than in the other MOFs. The autonomy range of a hydrogen and a methane vehicle containing NU-2100 are also calculated. A hydrogen or a methane vehicle storing the gas on this new material would reach the same autonomy as a vehicle storing the gas by compression, using a larger tank volume and lower pressures.

能够有效储存(hbox {H}_{2})和(hbox {CH}_{4})的材料对于加强以氢和甲烷为基础的运输至关重要。金属有机框架(mof)是满足美国能源部(DOE)气体储存目标的有力竞争者。许多Cu(I)基mof在空气和水分中降解。新型Cu(I)基MOF NU-2100具有良好的空气稳定性。利用大正则蒙特卡罗(GCMC)方法计算和分析了NU-2100在298.15 K和0.5 ~ 35 MPa下的总存储容量(hbox {H}_{2})和(hbox {CH}_{4})。在298.15 K和25 MPa条件下,对具有相似金属成分、孔径、密度和孔隙度的mof进行了比较评估。研究结果表明,NU-2100的存储容量与本研究中包含的MOFs相匹配或优于MOFs。这些高容量的来源是分子与NU-2100原子的相互作用比在其他mof中更宽的区域或孔。计算了含有NU-2100的氢燃料汽车和甲烷燃料汽车的自主范围。用这种新材料储存氢气或甲烷的车辆将达到与通过压缩储存气体的车辆相同的自主性,使用更大的油箱容积和更低的压力。
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引用次数: 0
Developments of composite adsorbents by incorporation of MOFs for separation of methane: by GCMC simulations and experiments mof复合吸附剂用于甲烷分离的研究进展:GCMC模拟与实验
IF 3.1 4区 工程技术 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-06-19 DOI: 10.1007/s10450-025-00642-3
Shanshan Li, Qingrong Zheng

Efficiently recovering the natural gas from the gas mixture is crucial to its application. Grand Canonical Monte Carlo (GCMC) molecular simulations were performed to screen MOFs from 100 samples covering four typical kinds of MOFs based on the selective performance of methane and carbon dioxide mixtures at 298 K and 0–0.1 MPa. Incorporation was introduced to ameliorate the performances of the selected MOFs, and the effect of mixing carbon molecular sieve (CMS), activated carbon and graphene oxide (GO) on the structure, the adsorption selectivity as well as the adsorbent performance score (APS) for carbon dioxide was also evaluated. Researches were conducted on the samples by performing the structural characterization, microscopic morphology observation and the measurements of the adsorption isotherms of methane and carbon dioxide. It shows that, at 298 K under pressure 0.1 MPa, the adsorption selectivity coefficient for the gas mixture contained the equal molar volume fraction of methane and carbon dioxide on Ni-MOF-74 is about 60 and the APS is larger than 500; within the range of incorporated amount 1–15 wt%, only the sample prepared by 5 wt% GO respectively obtained 15.4% and 47.9% increment in the adsorption selectivity coefficient and the adsorption capacity of CO2. Results also reveal that, during three adsorption and desorption cycles, the fluctuation amplitude of the adsorption capacity, adsorption selectivity coefficient, APS on the sample can all be kept within 0.03%, and the largest adsorption selectivity coefficient is about 25.65 with 4.1% increment in APS within the molar volume fraction range of methane 50–90%. It suggests that the composite of Ni-MOF-74 incorporated by 5 wt% GO is suitable for separating the natural gas from the mixture of methane and carbon dioxide.

有效地从天然气混合物中回收天然气是其应用的关键。基于甲烷和二氧化碳混合物在298 K和0-0.1 MPa下的选择性,采用大规范蒙特卡罗(GCMC)分子模拟方法从100个样品中筛选了4种典型mof。通过掺入改善所选mof的性能,并评价了碳分子筛(CMS)、活性炭和氧化石墨烯(GO)混合对mof结构、吸附选择性和对二氧化碳吸附剂性能评分(APS)的影响。对样品进行了结构表征、微观形貌观察以及甲烷和二氧化碳吸附等温线的测量。结果表明,在298 K、0.1 MPa压力下,甲烷和二氧化碳摩尔体积分数相等的气体混合物在Ni-MOF-74上的吸附选择性系数约为60,APS大于500;在掺入量为1 ~ 15 wt%的范围内,只有5 wt%的氧化石墨烯制备的样品的吸附选择性系数和CO2吸附量分别提高了15.4%和47.9%。结果还表明,在3个吸附和解吸循环过程中,样品上的吸附容量、吸附选择性系数、APS的波动幅度均可保持在0.03%以内,在甲烷摩尔体积分数50 ~ 90%范围内,吸附选择性系数最大约为25.65,APS增加4.1%。结果表明,添加5 wt%氧化石墨烯的Ni-MOF-74复合材料适用于从甲烷和二氧化碳混合物中分离天然气。
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引用次数: 0
Comparative analysis of nanomaterial adsorbents for nutrient recovery: unveiling the potential of silica-assisted nano hemicellulose in wastewater management 纳米材料吸附剂对养分回收的比较分析:揭示二氧化硅辅助纳米半纤维素在废水管理中的潜力
IF 3.1 4区 工程技术 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-06-19 DOI: 10.1007/s10450-025-00637-0
Renju, Rajesh Singh

Nutrient recovery from sewage wastewater through nanomaterial adsorbents is a promising method for reducing environmental pollution and recycling essential nutrients. In this study, various adsorbents, specifically Chitosan (CHI), Ceramic-based Zeolite nanomaterial (N-Zs), and Silica-assisted Nano hemicellulose (Si-NHC), were prepared to analyze their capacity to adsorb NH4+ and PO43− from synthetic and real wastewater sources. The study revealed a notable adsorption capacity of 84.734 ± 10.165 mg/g and 0.192 ± 0.024 mg/g for NH4+ and PO43−, respectively, by Si-NHC. The hydrothermally synthesized N-Zs show poor efficiency compared to other adsorbents. Optimal conditions for NH4+ adsorption were identified at a pH of 5.5, utilizing 0.1 g of Si-NHC per 50 ml of solution, with a contact time of 2.5 h. An economic analysis of NH4+ recovery from treated wastewater indicated advantages due to its lower cost and higher adsorption capacity. The higher adsorption capacity and degradable nature position Si-NHC as a viable candidate for use as a fertilizer. The detailed adsorption and desorption cycle durability and efficiency of the Si-NHC were also evaluated.

利用纳米吸附剂回收污水中的营养物质是一种很有前途的减少环境污染和循环利用必需营养素的方法。在本研究中,制备了不同的吸附剂,特别是壳聚糖(CHI),陶瓷基沸石纳米材料(N-Zs)和二氧化硅辅助纳米半纤维素(Si-NHC),分析了它们对合成和实际废水中NH4+和PO43−的吸附能力。研究表明,Si-NHC对NH4+和PO43−的吸附量分别为84.734±10.165 mg/g和0.192±0.024 mg/g。与其他吸附剂相比,水热合成的N-Zs效率较低。确定了NH4+吸附的最佳条件为pH为5.5,每50 ml溶液中使用0.1 g Si-NHC,接触时间为2.5 h。从处理过的废水中回收NH4+的经济分析表明,其成本较低,吸附容量较大。硅- nhc具有较高的吸附能力和可降解性,是一种可行的肥料候选材料。详细评价了硅- nhc的吸附和解吸循环耐久性和效率。
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引用次数: 0
Correction: experimental demonstration of humid post-combustion CO2 capture by vacuum swing adsorption using CALF-20 更正:利用CALF-20真空摇摆吸附捕获燃烧后潮湿二氧化碳的实验演示
IF 3.1 4区 工程技术 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-06-14 DOI: 10.1007/s10450-025-00628-1
Tai T. T. Nguyen, George K. H. Shimizu, Arvind Rajendran
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引用次数: 0
Molecular insights into preferential N₂ adsorption on zeolite 13X via total neutron scattering 通过总中子散射研究沸石13X对N₂的优先吸附
IF 3.1 4区 工程技术 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-06-14 DOI: 10.1007/s10450-025-00638-z
Marta Falkowska, Luke Roebuck, Daniel Bowron

Total neutron scattering (TNS) has emerged as a powerful experimental method for characterising structural properties of liquids confined at nanoscale in porous materials, yet its application to studying room-temperature gas adsorption remains relatively unexplored. This work investigates the feasibility and sensitivity of TNS in detecting subtle structural responses for adsorption of gases including N₂, O₂, simulated Air, and CO₂ in zeolite 13X, under conditions typical of pressure swing adsorption (1 and 5 bar) utilised in medical oxygen concentrators (MOCs). Experimental results illustrate the capability of TNS to detect minor structural alterations induced by gas adsorption, thereby validating its potential as an insightful analytical method. Although the observed changes confirm known molecular interactions and adsorption behaviours, the precise molecular-level interpretation and mechanistic insights will predominantly derive from subsequent advanced molecular simulations. Future research will prioritise the development of quantitative TNS approaches through refined modelling protocols, aiming to accurately describe the spatial distribution of adsorbed gas molecules within zeolite frameworks. Thus, this work positions TNS not merely as a supportive technique but as a critical approach for deepening our fundamental understanding of molecular interactions of fluids confined in porous systems.

全中子散射(TNS)已成为表征纳米尺度多孔材料中液体结构特性的有力实验方法,但其在室温气体吸附研究中的应用仍相对未被探索。本研究探讨了TNS在医用氧浓缩器(moc)中典型的变压吸附(1和5 bar)条件下,检测沸石13X中吸附气体(包括N₂,O₂,模拟空气和CO₂)的细微结构响应的可行性和灵敏度。实验结果表明,TNS能够检测由气体吸附引起的微小结构变化,从而验证了其作为一种有洞察力的分析方法的潜力。虽然观察到的变化证实了已知的分子相互作用和吸附行为,但精确的分子水平解释和机制见解将主要来自随后的高级分子模拟。未来的研究将通过完善的建模协议优先考虑定量TNS方法的发展,旨在准确描述沸石框架内吸附气体分子的空间分布。因此,这项工作不仅将TNS定位为一种支持性技术,而且是深化我们对多孔系统中流体分子相互作用的基本理解的关键方法。
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引用次数: 0
Corrosion inhibition of mild steel by expired clindamycin in optimised HCl concentrations via central composite design-response surface methodology 通过中心复合设计-响应面法研究过期克林霉素在优化盐酸浓度下对低碳钢的缓蚀作用
IF 3.1 4区 工程技术 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-06-10 DOI: 10.1007/s10450-025-00640-5
Abuchi Elebo, Sani Uba, Patricia Adamma Ekwumemgbo, Victor Olatunji Ajibola

Findings tailored towards adsorption and corrosion inhibition of metal addressed limitations in describing the interaction between the inhibitor and metal surface, utilising kinetics, thermodynamics, and isotherm models through a central composite design-response surface methodology (CCD-RSM). Expired clindamycin (ECLI) was employed as an anti-corrosion agent to stampede the corrosion of mild steel in the oil and gas industries in optimised HCl concentration using the weight loss method. From the analysis of variance (ANOVA), the significance of process parameters was ascertained. The regression coefficients (R2) of the developed models and validation experiment conducted at optimum conditions insinuate that the predicted values are in excellent agreement with the experimental values. The change in enthalpy was positive and less than the 100 kJ/mol threshold, which indicates an endothermic reaction. The experimental data fit the Langmuir, Freundlich, Temkin, El-Awady, Frumkin, and Flory-Huggins isotherms, but the Langmuir isotherm best expresses the adsorption mechanism. The corrosion rate constant was evaluated using zero-order, first-order, and second-order kinetics; hence, the corrosion process followed zero-order kinetics. The adsorption of ECLI on mild steel in varying HCl media is plausible, spontaneous, and exhibits both physisorption and chemisorption according to Gibbs’ free energy threshold.

针对金属的吸附和腐蚀抑制的研究结果解决了描述缓蚀剂与金属表面相互作用的局限性,通过中心复合设计-响应面方法(CCD-RSM)利用动力学、热力学和等温线模型。以过期克林霉素(ECLI)为防腐蚀剂,采用减重法在优化的HCl浓度下对石油天然气行业的低碳钢进行了防腐蚀。通过方差分析(ANOVA)确定了工艺参数的显著性。建立的模型的回归系数(R2)和在最佳条件下进行的验证实验表明,预测值与实验值吻合良好。焓变为正,且小于100 kJ/mol的阈值,为吸热反应。实验数据符合Langmuir、Freundlich、Temkin、El-Awady、Frumkin和Flory-Huggins等温线,但Langmuir等温线最能表达吸附机理。采用零阶、一阶和二阶动力学计算腐蚀速率常数;因此,腐蚀过程遵循零级动力学。根据吉布斯自由能阈值,ECLI在不同HCl介质中对低碳钢的吸附是合理的、自发的,表现为物理吸附和化学吸附。
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引用次数: 0
Evaluation of adsorption properties and structural characterization of the husk and mesocarp of Caryocar brasiliense for application as an adsorbent 巴西核桃树壳和中果皮作为吸附剂的吸附性能评价及结构表征
IF 3.1 4区 工程技术 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-05-29 DOI: 10.1007/s10450-025-00639-y
Renata N. Vilas-Bôas, Vitor C. Brito, Luiz G. dos S. Salazar, Gabrielle W. Luz, Francisco E. A. Catunda-Junior, Marisa F. Mendes

The pequi (Caryocar brasiliense) stands out for having significant economic value through its fruits in cooking. However, despite the numerous applications of the pequi, few studies are available on the socioeconomic importance of using the peel, fruit, and almond. Therefore, finding applications for its residues is essential; to this end, developing research that uses bioadsorbents– adsorbent materials of natural origin– becomes relevant for the scientific community. In this perspective, this study aimed to evaluate the adsorption properties and characterize the peel and mesocarp of the pequi as a potential application for the treatment of effluents from the textile industry. The fruit was separated into peel and fruit, placed in an oven, and ground in a mill after drying. After the grinding process, the material obtained had its particles classified into different particle sizes. The particle size of the peel chosen for the study was 45 mesh. After selecting the particle size, part of the material was calcined in a muffle furnace at 400 °C for 4 h. Subsequently, the bioadsorbents were characterized by X-ray diffraction (XRD), Fourier transform infrared spectroscopy (FTIR), thermogravimetric analysis (TGA), surface area by the BET method, and scanning electron microscopy (SEM). The XRD analysis showed that the bioadsorbents presented predominantly amorphous structures. In the textural properties, the bioadsorbents were presented as a porous material, and it was also possible to observe that in the thermally calcined mesocarp material, this offered a larger surface area. Meanwhile, the morphological analysis showed that a more significant and deeper number of cracks and pores appeared in the thermally calcined bioadsorbents compared to the in natura bioadsorbents. Thermally calcined bioadsorbents achieved excellent adsorption capacity, which provided 90% dye removal efficiency in just 5 min, for both the bark bioadsorbent and the mesocarp bioadsorbent, proving to be a good system for dye removal in aqueous media. Therefore, replacing biomass as an adsorbent is feasible, since, compared to other synthetic materials, they have a reduced cost and are abundant.

Graphical abstract

pequi (Caryocar brasiliense)因其果实在烹饪中具有重要的经济价值而脱颖而出。然而,尽管pequi有许多应用,但很少有关于使用果皮、果实和杏仁的社会经济重要性的研究。因此,寻找其残留物的应用是必不可少的;为此目的,发展使用生物吸附剂(天然来源的吸附剂材料)的研究对科学界来说是有意义的。从这个角度来看,本研究旨在评估pequi的吸附特性,并表征其果皮和中果皮作为处理纺织工业废水的潜在应用。把水果分成果皮和果实,放在烤箱里,晾干后在磨粉机里磨碎。得到的物料经过研磨处理后,其颗粒被划分为不同的粒度。为研究选择的果皮粒度为45目。选定粒径后,将部分材料在400℃的马弗炉中煅烧4 h。随后,采用x射线衍射(XRD)、傅里叶变换红外光谱(FTIR)、热重分析(TGA)、BET法表面积和扫描电镜(SEM)对生物吸附剂进行了表征。XRD分析表明,所制备的生物吸附剂以无定形结构为主。在结构性能上,生物吸附剂表现为多孔材料,并且可以观察到,在热煅烧的中果皮材料中,这提供了更大的表面积。与此同时,形态分析表明,与天然生物吸附剂相比,热焙烧生物吸附剂中出现的裂缝和孔隙数量更多、更深。热焙烧生物吸附剂具有优异的吸附性能,树皮生物吸附剂和中果皮生物吸附剂在5分钟内均可达到90%的染料脱除效率,是一种良好的水介质染料脱除体系。因此,替代生物质作为吸附剂是可行的,因为与其他合成材料相比,它们成本较低且储量丰富。图形抽象
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引用次数: 0
Predictive numerical modelling of a complete pressure swing adsorption plant 全变压吸附装置的预测数值模拟
IF 3.1 4区 工程技术 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-05-27 DOI: 10.1007/s10450-025-00635-2
Abhijit Dhamanekar, Ritwik Das, Santosh Ansumali, Raviraju Vysyaraju, Arvind Rajendran, S. V. Diwakar

The current work presents a robust, generalizable, fully predictive computational fluid dynamics model of a complete pressure swing adsorption (PSA) system. Using an axisymmetric representation, the model accurately mimics all the key components of a gas separation plant, including adsorbent columns, air reservoir, product buffer tank, pressure regulator, solenoidal valves, and mesh filters. The cyclic operation of the PSA plants, typically controlled by solenoid valves, is emulated by dynamically modifying the boundary conditions of different subdomains. The integrated approach closely replicates the purity and pressure transients of an in-house PSA pilot setup, producing high-purity oxygen from the air. The advantage of the model lies in its ability not only to simulate column-level phenomena but also to integrate the dynamics of the entire plant in a fully predictive manner. The ability of the model to optimize the system-level performance to produce high-purity oxygen is also demonstrated.

目前的工作提出了一个强大的、可推广的、完全预测的完整变压吸附(PSA)系统的计算流体动力学模型。使用轴对称表示,该模型准确地模拟了气体分离装置的所有关键部件,包括吸附剂柱,储气罐,产品缓冲罐,压力调节器,电磁阀和网状过滤器。通过动态修改不同子域的边界条件,模拟了典型由电磁阀控制的PSA装置的循环运行。这种集成方法与内部PSA试验装置的纯度和压力瞬变非常相似,可以从空气中产生高纯度的氧气。该模型的优点在于它不仅能够模拟柱级现象,而且能够以完全预测的方式整合整个工厂的动态。该模型还证明了优化系统级性能以生产高纯度氧气的能力。
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引用次数: 0
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Adsorption
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