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Force training neural network potential energy surface models 力训练神经网络势能面模型
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-09-06 DOI: 10.1002/kin.21759
Christian Devereux, Yoona Yang, Carles Martí, Judit Zádor, Michael S. Eldred, Habib N. Najm
Machine learned chemical potentials have shown great promise as alternatives to conventional computational chemistry methods to represent the potential energy of a given atomic or molecular system as a function of its geometry. However, such potentials are only as good as the data they are trained on, and building a comprehensive training set can be a costly process. Therefore, it is important to extract as much information from training data as possible without further increasing the computational cost. One way to accomplish this is by training on molecular forces in addition to energies. This allows for three additional labels per atom within the molecule. Here we develop a neural network potential energy surface for studying a hydrogen transfer reaction between two isomers of . We show that, for a much smaller training set, force training not only improves the accuracy of the model compared to only training on energies, but also provides more accurate and smoother first and second derivatives that are crucial to run dynamics and extract vibrational frequencies in the context of transition‐state theory. We also demonstrate the importance of choosing the proper force to energy weight ratio for the loss function to minimize the model test error.
作为传统计算化学方法的替代方法,机器学习化学势在表示特定原子或分子系统的势能(作为其几何形状的函数)方面大有可为。然而,这些化学势的好坏取决于它们所训练的数据,而建立一个全面的训练集可能是一个成本高昂的过程。因此,在不进一步增加计算成本的情况下,从训练数据中提取尽可能多的信息非常重要。实现这一目标的方法之一是,除了能量之外,还对分子力进行训练。这样,分子中的每个原子就有了三个额外的标签。在这里,我们开发了一个神经网络势能面,用于研究两种异构体之间的氢转移反应。 我们的研究表明,在更小的训练集上,力训练不仅比只进行能量训练提高了模型的准确性,而且还提供了更准确、更平滑的一阶导数和二阶导数,而一阶导数和二阶导数对于运行动力学和提取过渡态理论中的振动频率至关重要。我们还证明了为损失函数选择适当的力与能量权重比以最小化模型测试误差的重要性。
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引用次数: 0
Folic acid as a green inhibitor for corrosion protection of Q235 carbon steel in 3.5 wt% NaCl solution 叶酸作为绿色缓蚀剂在 3.5 wt% 氯化钠溶液中保护 Q235 碳钢
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-07-31 DOI: 10.1002/kin.21758
Peng Han, Zebang Liu, Zhichao Ren, Yue Li, Zhenwei Sun, Chenyang Xu
This study combines experimental and theoretical explorations. The corrosion inhibition performance of different concentrations (50, 100, 250, and 500 ppm) of folic acid in 3.5 wt% NaCl solution on Q235 steel was tested by weight loss and electrochemical test. The corrosion inhibition efficiency increased with the gradual increase of folic acid concentration and reached a maximum of 87% at 500 ppm folic acid. The experimental results for electrochemistry and weight loss are in good agreement with the simulation calculations. The adsorption of folic acid on the steel surface obeyed the Langmuir isotherm, and the adsorption process was a combination of chemisorption and physisorption. The contact angle test also yielded the maximum increase in hydrophobicity of the specimen surface at the added folic acid concentration of 500 ppm. The corrosion morphology after the addition of corrosion inhibitor was relatively flat. The adsorption orientation of folic acid molecules on the steel surface in an aqueous environment was investigated using density functional theory (DFT)/molecular dynamics (MD) simulations. The microscopic mechanism of action of folic acid corrosion inhibitors is clarified.
本研究结合了实验和理论探索。通过失重和电化学测试,检验了 3.5 wt% NaCl 溶液中不同浓度(50、100、250 和 500 ppm)叶酸对 Q235 钢的缓蚀性能。缓蚀效率随着叶酸浓度的逐渐增加而增加,当叶酸浓度为 500 ppm 时,缓蚀效率达到了 87%。电化学和失重的实验结果与模拟计算结果十分吻合。叶酸在钢表面的吸附符合 Langmuir 等温线,吸附过程是化学吸附和物理吸附的结合。接触角测试也表明,当叶酸的添加浓度为 500 ppm 时,试样表面的疏水性增加最大。添加缓蚀剂后的腐蚀形态相对平缓。利用密度泛函理论(DFT)/分子动力学(MD)模拟研究了水环境中叶酸分子在钢表面的吸附取向。阐明了叶酸缓蚀剂的微观作用机理。
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引用次数: 0
Remembrance of Prof Dr Horst Hippler 纪念霍斯特-希普勒教授博士
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-07-18 DOI: 10.1002/kin.21748
Hartmut Herrmann, Craig Taatjes, Jeff Manion
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引用次数: 0
Remediation of cationic dye from wastewater using a new environmentally friendly adsorbent: A response surface methodology and artificial neural network modeling study 使用新型环保吸附剂修复废水中的阳离子染料:响应面方法和人工神经网络建模研究
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-07-12 DOI: 10.1002/kin.21756
Samiya Telli, Houria Ghodbane, Aissa Laouissi, Meriem Zamouche, Yassine Kadmi
In the current report, both response surface methodology (RSM) and artificial neural network (ANN) were employed to develop an innovative way for removing crystal violet (CV) from aqueous media using Haloxylon salicornicum (HS) as a cost‐effective, eco‐friendly adsorbent. HS was characterized using scanning electron microscopy (SEM) and Fourier‐transform infrared (FTIR) spectroscopy. The effects of operational parameters such as adsorbent dosage, initial dye concentration, and pH on HS were studied using a central composite design (CCD). A comparative analysis of the model findings and experimental measurements revealed high correlation coefficients (R2ANN = 0.994, R2RSM = 0.971), indicating both models accurately predicted HS. The predictive performance of the ANN and RSM models was evaluated using metrics such as mean absolute deviation (MAD), mean absolute percentage error (MAPE), root mean square error (RMSE), mean square error (MSE), and the correlation coefficient (R2). The results indicate that the ANN model provides greater accuracy compared to the RSM model. The experimental data were analyzed using both linear and nonlinear forms of pseudo‐first and pseudo‐second order kinetic models (LPFO, NLPFO, LPSO, and NLPSO). Statistical error analysis was conducted to identify the best‐fitting kinetic or isotherm models for the adsorption data. The adsorption process of CV/HS was best described by NLPSO and LPSO. Additionally, the adsorption isotherms were analyzed using linear and nonlinear regression methods. The findings indicated that the linear Langmuir and Freundlich isotherms provided a more accurate fit compared to the nonlinear models, demonstrating greater effectiveness in accounting for the adsorption parameters. Thermodynamic investigations clearly demonstrate that the biosorption of CV is spontaneous and exothermic. This cost‐effective adsorbent is highly promising for treating textile wastewater.
本报告采用响应面方法学(RSM)和人工神经网络(ANN),开发出一种创新方法,利用具有成本效益的环保型吸附剂 Haloxylon salicornicum(HS)去除水介质中的结晶紫(CV)。使用扫描电子显微镜(SEM)和傅立叶变换红外光谱(FTIR)对 HS 进行了表征。采用中心复合设计(CCD)研究了吸附剂用量、初始染料浓度和 pH 值等操作参数对 HS 的影响。对模型结果和实验测量结果的对比分析表明,相关系数很高(R2ANN = 0.994,R2RSM = 0.971),表明这两个模型都能准确预测 HS。使用平均绝对偏差 (MAD)、平均绝对百分比误差 (MAPE)、均方根误差 (RMSE)、均方误差 (MSE) 和相关系数 (R2) 等指标对 ANN 和 RSM 模型的预测性能进行了评估。结果表明,与 RSM 模型相比,ANN 模型的精确度更高。使用线性和非线性形式的伪一阶和伪二阶动力学模型(LPFO、NLPFO、LPSO 和 NLPSO)对实验数据进行了分析。通过统计误差分析来确定吸附数据的最佳拟合动力学模型或等温线模型。NLPSO 和 LPSO 对 CV/HS 的吸附过程进行了最佳描述。此外,还使用线性和非线性回归方法分析了吸附等温线。研究结果表明,与非线性模型相比,线性 Langmuir 和 Freundlich 等温线的拟合更准确,表明它们能更有效地反映吸附参数。热力学研究清楚地表明,CV 的生物吸附是自发和放热的。这种具有成本效益的吸附剂在处理纺织废水方面大有可为。
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引用次数: 0
Erratum to “Rate constants and conversion ratios for aqueous-phase reactions of SO4− with CnF2n+1C(O)O− (n = 4–7) at 298 K” 对 "298 K 时 SO4- 与 CnF2n+1C(O)O- (n = 4-7)水相反应的速率常数和转化率 "的更正
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-07-10 DOI: 10.1002/kin.21757
Shuzo Kutsuna, Kazuhide Koike, Hisao Hori

In the original article published in 2009, Equation (3) after correction was used to determine values of βn; hence, there are no corrections to values of βn in Table V.

We apologize for this error.

在 2009 年发表的原文中,使用了修正后的公式 (3) 来确定 βn 的值;因此,表 V 中没有对 βn 的值进行修正。
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引用次数: 0
Theoretical study on gas‐phase reactions during chemical vapor deposition of TixAl1–xN from TiCl4, AlCl3, and NH3 关于 TiCl4、AlCl3 和 NH3 化学气相沉积 TixAl1-xN 过程中气相反应的理论研究
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-07-09 DOI: 10.1002/kin.21750
Noboru Sato, Jun Yamaguchi, Masahiro Koto, Hayato Kubo, Takanori Sugiyama, Takahito Tanibuchi, Momoko Deura, Takeshi Momose, Yukihiro Shimogaki
Fcc‐TixAl1–xN (TiAlN) coatings synthesized via chemical vapor deposition (CVD) reduce cutting tool wear. Although CVD conditions reportedly influence coating quality, no quantitative guidelines are yet available. To quantitatively study the film‐forming mechanism of TiAlN CVD, the gas composition over the surface must be known. Therefore, we developed a gas‐phase elementary reaction model for TiAlN CVD derived from TiCl4/AlCl3/NH3. First, we constructed a novel thermodynamic dataset including molecules that contained both Ti and Al, and calculated the equilibrium composition. Thermal equilibrium calculations in the gas phase showed that the most stable species were AlCl3 and TiCl3 rather than TiCl4. An elementary reaction model was constructed based on the kinetics of the gas‐phase species that were generated. Kinetic analysis revealed that gas‐phase reactions were largely absent under our reactor conditions. The thermal equilibrium calculations indicated that TiCl4 may have given rise to TiCl3. Thus, other reaction pathways of TiCl4 to TiCl3 were explored. We calculated the reaction rate constants of 12 reactions of Ti species and added them to the model, which revealed that TiCl4 decomposed to TiCl3 via TiCl3NH2. Under our conditions, TiCl4 and TiCl3NH2 are the major Ti species and AlCl3 and AlCl2NH2 are the major Al species, which suggests that some of these species may form films. Unlike in the earlier reaction model, NH2 and H radicals were produced, which may have contributed to the surface reactions. For reactors with large Surface/Volume ratio of reactor, the effects of gas‐phase reactions should be considered. Our reaction model enables estimation of the partial pressures of reactor gas species and will therefore aid study of the TiAlN deposition mechanism.
通过化学气相沉积(CVD)合成的 Fcc-TixAl1-xN (TiAlN) 涂层可减少切削工具的磨损。虽然据说 CVD 条件会影响涂层质量,但目前还没有定量的指导原则。要定量研究 TiAlN CVD 的成膜机制,必须知道表面的气体成分。因此,我们建立了一个由 TiCl4/AlCl3/NH3 衍生的 TiAlN CVD 气相基本反应模型。首先,我们构建了一个新的热力学数据集,其中包括同时含有钛和铝的分子,并计算了平衡成分。气相热平衡计算表明,最稳定的物种是 AlCl3 和 TiCl3,而不是 TiCl4。根据生成的气相物种的动力学,构建了一个基本反应模型。动力学分析表明,在我们的反应器条件下基本上不存在气相反应。热平衡计算表明,TiCl4 可能生成了 TiCl3。因此,我们对 TiCl4 生成 TiCl3 的其他反应途径进行了探索。我们计算了 12 种 Ti 反应的反应速率常数,并将其加入模型,结果发现 TiCl4 通过 TiCl3NH2 分解为 TiCl3。在我们的条件下,TiCl4 和 TiCl3NH2 是主要的 Ti 物种,AlCl3 和 AlCl2NH2 是主要的 Al 物种,这表明其中一些物种可能会形成薄膜。与早期反应模型不同的是,产生了 NH2 和 H 自由基,这可能有助于表面反应。对于表面/体积比较大的反应器,应考虑气相反应的影响。我们的反应模型能够估算反应器气体种类的分压,因此有助于研究 TiAlN 的沉积机理。
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引用次数: 0
ReactionMechanismSimulator.jl: A modern approach to chemical kinetic mechanism simulation and analysis ReactionMechanismSimulator.jl:化学动力学机制模拟和分析的现代方法
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-07-05 DOI: 10.1002/kin.21753
Matthew S. Johnson, Hao-Wei Pang, Allen Mark Payne, William H. Green

We present ReactionMechanismSimulator.jl (RMS), a modern differentiable software for the simulation and analysis of chemical kinetic mechanisms, including multiphase systems. RMS has already been applied to problems in combustion, pyrolysis, polymers, pharmaceuticals, catalysis, and electrocatalysis. RMS is written in Julia, making it easy to develop and allowing it to take advantage of Julia's extensive numerical computing ecosystem. In addition to its extensive library of optimized analytic Jacobians, RMS can generate and use Jacobians computed using automatic differentiation and symbolically generated analytic Jacobians. RMS is demonstrated to be faster than Cantera and Chemkin in several benchmarks. RMS also implements an extensive set of features for analyzing chemical mechanisms, including a library of easy-to-call plotting functions, molecular structure resolved flux diagram generation, crash analysis, traditional sensitivity analysis, transitory sensitivity analysis, and an automatic mechanism analysis toolkit. RMS implements efficient adjoint and parallel forward sensitivity analyses. We also demonstrate the ease of adding new features to RMS.

我们介绍 ReactionMechanismSimulator.jl (RMS),这是一款用于模拟和分析化学动力学机制(包括多相系统)的现代可微分软件。RMS 已被应用于解决燃烧、热解、聚合物、制药、催化和电催化等方面的问题。RMS 是用 Julia 编写的,因此易于开发,并能利用 Julia 广泛的数值计算生态系统。除了拥有庞大的优化解析雅各布函数库外,RMS 还能生成和使用通过自动微分和符号生成的解析雅各布函数计算的雅各布函数。在多个基准测试中,RMS 的速度均优于 Cantera 和 Chemkin。RMS 还为化学机理分析提供了大量功能,包括易于调用的绘图函数库、分子结构解析通量图生成、碰撞分析、传统灵敏度分析、短暂灵敏度分析和自动机理分析工具包。RMS 实现了高效的邻接和并行前向灵敏度分析。我们还演示了为 RMS 添加新功能的便捷性。
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引用次数: 0
Effect of agitation speed on methylene blue discoloration kinetics via ambient air cold plasma 搅拌速度对环境空气冷等离子体亚甲基蓝褪色动力学的影响
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-07-03 DOI: 10.1002/kin.21755
Alessandra Mbroczkoski Pereira, Péricles Inácio Khalaf

This research investigates the kinetics of methylene blue (MB) discoloration using ambient air cold plasma, with a focus on the impact of agitation speed (100 and 750 rpm). The study revealed pseudo-first-order kinetics for MB discoloration, pinpointing optimal conditions at 35.00°C and 100 rpm. These parameters minimized half-life times, correlated with observed kobs values. A decreasing pH trend, more pronounced at 750 rpm, was attributed to increased acidic nitrogen species (HNO3 and HNO2) production, adversely affecting dye discoloration. Concurrently, enhanced electrolyte concentration was noted from rising conductivity due to plasma production of reactive species followed by solubilization in the aqueous phase. The calculated thermodynamic activation parameters comprised: Ea = 7.96 kJ mol−1, ΔH = +5.53 kJ mol−1, ΔS = −253.23 J K−1 mol−1, and ΔG = +79.77 kJ mol−1 (100 rpm); and Ea = 12.94 kJ mol−1, ΔH = +13.78 kJ mol−1, ΔS = −239.06 J K−1 mol−1, and ΔG = +80.58 kJ mol−1, (750 rpm). The lowest Ea and ΔG values at 100 rpm reinforced lower agitation favoring the reaction. The study demonstrated a linear decay of the reaction rate constant with the square root of ionic strength. This result, besides the negative activation entropy and moderate activation enthalpy led to a proposition to the determinant step for the transition state formation, involving an associative step between a solvated electron and the protonated substrate. The optimal dye discoloration rate and energy yield were observed at 35.00°C and 100 rpm, with values of 97.2% and 3.371 × 10−2 g kW−1 h−1, respectively.

本研究调查了使用环境空气冷等离子体的亚甲基蓝(MB)褪色动力学,重点是搅拌速度(100 和 750 rpm)的影响。研究发现了甲基溴褪色的伪一阶动力学,并确定了 35.00°C 和 100 rpm 的最佳条件。这些参数最大限度地缩短了半衰期,与观察到的 kobs 值相关。pH 值呈下降趋势,在 750 rpm 时更为明显,这是由于酸性氮物种(HNO3 和 HNO2)的产生增加,对染料褪色产生了不利影响。与此同时,由于等离子体产生活性物质并溶解于水相中,电导率上升导致电解质浓度增加。计算得出的热力学活化参数包括Ea = 7.96 kJ mol-1,ΔH‡ = +5.53 kJ mol-1,ΔS‡ = -253.23 J K-1 mol-1,ΔG‡ = +79.77 kJ mol-1(100 rpm);以及 Ea = 12.94 kJ mol-1,ΔH‡ = +13.78 kJ mol-1,ΔS‡ = -239.06 J K-1 mol-1,ΔG‡ = +80.58 kJ mol-1,(750 转/分)。100 rpm 时的 Ea 和 ΔG‡ 值最低,这说明较低的搅拌有利于反应的进行。研究表明,反应速率常数随离子强度的平方根呈线性衰减。除了负活化熵和适度活化焓之外,这一结果还提出了过渡态形成的决定性步骤,涉及溶解电子和质子化底物之间的关联步骤。在 35.00°C 和 100 转/分钟的条件下,染料褪色率和能量产率达到最佳,分别为 97.2% 和 3.371 × 10-2 g kW-1 h-1。
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引用次数: 0
Microkinetic analysis of the CO2 effect on OCM over a La-Sr/CaO catalyst 二氧化碳对 La-Sr/CaO 催化剂上 OCM 影响的微观动力学分析
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-07-03 DOI: 10.1002/kin.21746
Yonggang Cheng, Pedro S. F. Mendes, Parviz Yazdani, Joris W. Thybaut

Given its role as a primary side product and a potential soft oxidant in the oxidative coupling of methane (OCM), understanding the effect of CO2 co-feeding on OCM emerges as a key milestone to optimize the process. To grasp the molecular impact of CO2, a mechanistic investigation over a La-Sr/CaO catalyst was carried out via microkinetic modeling. Seven catalyst descriptors with a precise physico-chemical meaning were regressed for both pure O2 and CO2 co-feeding in order to assess eventual structural changes induced in the catalyst by the presence of CO2 in the feed. Global significance was achieved in both regressions and experimental trends were successfully reproduced by the specifically determined catalyst descriptors. CO2 co-feeding is deemed responsible for generating a new active phase, for example, by converting metal oxides into (oxy-)carbonates, among others, resulting in a decrease in active site density (D16) from 10 × 10−5 mol/m2 to 7 × 10−5 mol/m2. In the presence of the CO2-induced phase, the catalyst exhibits higher attraction for unsaturated hydrocarbons as indicated by the higher initial sticking probabilities of CH3• (D11) and C2H4 (D15), which increase from 4.9 × 10−4 to 8 × 10−2 and from 2.1 × 10−2 to 3 × 10−2, respectively. Additionally, there are also lower the overall energy barriers for the activation of hydrocarbons on the catalyst, stemming from the decrease in the H abstraction enthalpy from CH4 (D1) from 14 to 6 kJ/mol. The operating conditions, in particular the O2 content, are critical in distinguishing the effect of CO2 co-feeding. While at typical operating conditions, CO2 promotes the total oxidation of methane, in the prerequisite of reduced amount of O2, it may also act as an additional oxygen donor. This work provides molecular details on the CO2 induced changes in catalyst properties but also provides unprecedent quantified insights of the reaction mechanism underlying experimental observations.

鉴于二氧化碳在甲烷氧化偶联反应(OCM)中作为主要副产品和潜在软氧化剂的作用,了解二氧化碳共馈对 OCM 的影响成为优化工艺的关键里程碑。为了了解二氧化碳的分子影响,我们通过微动力学建模对 La-Sr/CaO 催化剂进行了机理研究。为了评估进料中二氧化碳的存在对催化剂结构造成的最终变化,对纯氧气和二氧化碳协同进料中具有精确物理化学意义的七个催化剂描述符进行了回归分析。两种回归结果都具有全局意义,而且实验趋势也成功地通过具体确定的催化剂描述符得到了再现。二氧化碳协同进料被认为是产生新活性相的原因,例如,通过将金属氧化物转化为(氧-)碳酸盐等,导致活性位点密度(D16)从 10 × 10-5 mol/m2 降至 7 × 10-5 mol/m2。在二氧化碳诱导相的存在下,催化剂对不饱和碳氢化合物表现出更高的吸引力,这表现在 CH3- (D11) 和 C2H4 (D15) 的初始粘附概率较高,分别从 4.9 × 10-4 增加到 8 × 10-2 和从 2.1 × 10-2 增加到 3 × 10-2。此外,催化剂活化碳氢化合物的总能障也有所降低,这是因为从 CH4(D1)中抽取 H 的焓从 14 kJ/mol 降至 6 kJ/mol。操作条件,尤其是 O2 含量,是区分 CO2 协同供料效果的关键。虽然在典型的操作条件下,二氧化碳会促进甲烷的完全氧化,但在氧气含量减少的前提下,二氧化碳也可以作为额外的氧供体。这项工作提供了二氧化碳诱导催化剂特性变化的分子细节,同时也对实验观察所依据的反应机理提供了前所未有的量化见解。
{"title":"Microkinetic analysis of the CO2 effect on OCM over a La-Sr/CaO catalyst","authors":"Yonggang Cheng,&nbsp;Pedro S. F. Mendes,&nbsp;Parviz Yazdani,&nbsp;Joris W. Thybaut","doi":"10.1002/kin.21746","DOIUrl":"10.1002/kin.21746","url":null,"abstract":"<p>Given its role as a primary side product and a potential soft oxidant in the oxidative coupling of methane (OCM), understanding the effect of CO<sub>2</sub> co-feeding on OCM emerges as a key milestone to optimize the process. To grasp the molecular impact of CO<sub>2</sub>, a mechanistic investigation over a La-Sr/CaO catalyst was carried out via microkinetic modeling. Seven catalyst descriptors with a precise physico-chemical meaning were regressed for both pure O<sub>2</sub> and CO<sub>2</sub> co-feeding in order to assess eventual structural changes induced in the catalyst by the presence of CO<sub>2</sub> in the feed. Global significance was achieved in both regressions and experimental trends were successfully reproduced by the specifically determined catalyst descriptors. CO<sub>2</sub> co-feeding is deemed responsible for generating a new active phase, for example, by converting metal oxides into (oxy-)carbonates, among others, resulting in a decrease in active site density (D<sub>16</sub>) from 10 × 10<sup>−5</sup> mol/m<sup>2</sup> to 7 × 10<sup>−5</sup> mol/m<sup>2</sup>. In the presence of the CO<sub>2</sub>-induced phase, the catalyst exhibits higher attraction for unsaturated hydrocarbons as indicated by the higher initial sticking probabilities of CH<sub>3</sub>• (D<sub>11</sub>) and C<sub>2</sub>H<sub>4</sub> (D<sub>15</sub>), which increase from 4.9 × 10<sup>−4</sup> to 8 × 10<sup>−2</sup> and from 2.1 × 10<sup>−2</sup> to 3 × 10<sup>−2</sup>, respectively. Additionally, there are also lower the overall energy barriers for the activation of hydrocarbons on the catalyst, stemming from the decrease in the H abstraction enthalpy from CH<sub>4</sub> (D<sub>1</sub>) from 14 to 6 kJ/mol. The operating conditions, in particular the O<sub>2</sub> content, are critical in distinguishing the effect of CO<sub>2</sub> co-feeding. While at typical operating conditions, CO<sub>2</sub> promotes the total oxidation of methane, in the prerequisite of reduced amount of O<sub>2</sub>, it may also act as an additional oxygen donor. This work provides molecular details on the CO<sub>2</sub> induced changes in catalyst properties but also provides unprecedent quantified insights of the reaction mechanism underlying experimental observations.</p>","PeriodicalId":13894,"journal":{"name":"International Journal of Chemical Kinetics","volume":"56 12","pages":"703-717"},"PeriodicalIF":1.5,"publicationDate":"2024-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141551318","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hydrogen production from aqueous-phase reforming of glycerol, sorbitol, and glycine over Pt/Al2O3 catalyst in a fixed-bed reactor 在固定床反应器中以 Pt/Al2O3 催化剂对甘油、山梨醇和甘氨酸进行水相重整制氢
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-07-02 DOI: 10.1002/kin.21752
Vinayak N. Kalekar, Prakash D. Vaidya

Aqueous-phase reforming (APR) is an interesting technique for generating hydrogen (H2) from biofeeds. In this work, APR of model compounds of wet biomass for H2 production was investigated. Glycerol, sorbitol, and glycine were the chosen model compounds. They represent polyols and amino acids in wet biomass such as waste sludge and microalgal biomass. The Pt/Al2O3 catalyst was preferred and it was characterized using nitrogen adsorption–desorption, scanning electron microscopy (SEM), transmission electron microscopy (TEM), x-ray diffraction (XRD), and x-ray photoelectron spectroscopy (XPS) techniques. APR trials were performed in a continuous fixed-bed reactor. The reaction conditions chosen for this work were: temperature (T) 453–498 K, pressure (P) 1.2–2.4 MPa, feed concentration 5–15 wt%, and weight hourly space velocity (WHSV) 0.15–0.6 g reactant/(g catalyst h). The best conditions for H2 production by the APR process were found to be T = 498 K, P = 2.4 MPa, and feed concentration = 15 wt%. Among the chosen model compounds, glycerol exhibited the highest H2 selectivity (82.7%) and H2 yield (21.6%) at 498 K. The analysis of kinetic data suggested first-order reaction kinetics for all the model compounds. The values of activation energy for the reactions with glycerol (55.4 kJ/mol), sorbitol (51.6 kJ/mol), and glycine (45.7 kJ/mol) were determined. Thus, APR is a promising route for effectively producing H2-bearing gaseous products with high heating value from wet biomass.

水相重整(APR)是一种利用生物原料产生氢气(H2)的有趣技术。在这项工作中,研究了湿生物质模型化合物的水相重整制氢。甘油、山梨醇和甘氨酸被选为模型化合物。它们代表了湿生物质(如废弃污泥和微藻生物质)中的多元醇和氨基酸。采用氮吸附-解吸、扫描电子显微镜(SEM)、透射电子显微镜(TEM)、X 射线衍射(XRD)和 X 射线光电子能谱(XPS)技术对 Pt/Al2O3 催化剂进行了表征。APR 试验是在连续固定床反应器中进行的。反应条件为:温度 (T) 453-498 K,压力 (P) 1.2-2.4 MPa,进料浓度 5-15 wt%,重量小时空间速度 (WHSV) 0.15-0.6 g 反应物/(g 催化剂 h)。通过 APR 工艺生产 H2 的最佳条件是 T = 498 K、P = 2.4 MPa 和进料浓度 = 15 wt%。在所选的模型化合物中,甘油在 498 K 时表现出最高的 H2 选择性(82.7%)和 H2 产率(21.6%)。测定了与甘油(55.4 kJ/mol)、山梨醇(51.6 kJ/mol)和甘氨酸(45.7 kJ/mol)反应的活化能值。因此,APR 是利用湿生物质有效生产具有高热值的含 H2 气体产品的一条可行途径。
{"title":"Hydrogen production from aqueous-phase reforming of glycerol, sorbitol, and glycine over Pt/Al2O3 catalyst in a fixed-bed reactor","authors":"Vinayak N. Kalekar,&nbsp;Prakash D. Vaidya","doi":"10.1002/kin.21752","DOIUrl":"10.1002/kin.21752","url":null,"abstract":"<p>Aqueous-phase reforming (APR) is an interesting technique for generating hydrogen (H<sub>2</sub>) from biofeeds. In this work, APR of model compounds of wet biomass for H<sub>2</sub> production was investigated. Glycerol, sorbitol, and glycine were the chosen model compounds. They represent polyols and amino acids in wet biomass such as waste sludge and microalgal biomass. The Pt/Al<sub>2</sub>O<sub>3</sub> catalyst was preferred and it was characterized using nitrogen adsorption–desorption, scanning electron microscopy (SEM), transmission electron microscopy (TEM), x-ray diffraction (XRD), and x-ray photoelectron spectroscopy (XPS) techniques. APR trials were performed in a continuous fixed-bed reactor. The reaction conditions chosen for this work were: temperature (<i>T</i>) 453–498 K, pressure (<i>P</i>) 1.2–2.4 MPa, feed concentration 5–15 wt%, and weight hourly space velocity (WHSV) 0.15–0.6 g reactant/(g catalyst h). The best conditions for H<sub>2</sub> production by the APR process were found to be <i>T</i> = 498 K, <i>P</i> = 2.4 MPa, and feed concentration = 15 wt%. Among the chosen model compounds, glycerol exhibited the highest H<sub>2</sub> selectivity (82.7%) and H<sub>2</sub> yield (21.6%) at 498 K. The analysis of kinetic data suggested first-order reaction kinetics for all the model compounds. The values of activation energy for the reactions with glycerol (55.4 kJ/mol), sorbitol (51.6 kJ/mol), and glycine (45.7 kJ/mol) were determined. Thus, APR is a promising route for effectively producing H<sub>2</sub>-bearing gaseous products with high heating value from wet biomass.</p>","PeriodicalId":13894,"journal":{"name":"International Journal of Chemical Kinetics","volume":"56 11","pages":"674-686"},"PeriodicalIF":1.5,"publicationDate":"2024-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141512399","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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International Journal of Chemical Kinetics
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