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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。
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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。
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引用次数: 0
Insights into the oxidative thermal stability of mesoporous triazine-based organic polymers: Kinetics and thermodynamic parameters 透视介孔三嗪基有机聚合物的氧化热稳定性:动力学和热力学参数
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-07-02 DOI: 10.1002/kin.21754
Suha Altarawneh

This study investigates the thermal degradation kinetics of mesoporous triazine-based polymers, namely triazine-amine and triazine-ether polymers. The synthesis, physicochemical characterization, and catalytic applications of these polymers were discussed in our previous report. Herein, the thermal stability parameters, including kinetic triplets and thermodynamic parameters, were determined using thermogravimetric analysis (TGA) and non-isothermal mathematical approximations such as Coats-Redfern, Broido, and Horowitz–Metzger methods. Triazine-ether polymers exhibit thermal stability within the range of 200°C–300°C, while triazine-amine polymer demonstrates superior thermal stability, reaching up to 450°C. According to the Coats-Redfern method, the degradation follows reaction orders of 0.5 ≤ n ≤ 1. The activation energy of triazine-amine polymer is notably high, particularly at the third degradation stage (e.g., 89.0 kJ/mol by the Broido method), attributed to its high nitrogen content. Conversely, the higher carbon content of triazine-ether polymers reduces their activation energy to approximately 30 kJ/mol at all stages and thus, facilitates the degradation process. Thermodynamically, the degradation process is favorable yet non-spontaneous, with intermediate states of the polymers exhibiting higher entropy, indicative of their enhanced degradation capability.

本研究探讨了介孔三嗪基聚合物(即三嗪胺和三嗪醚聚合物)的热降解动力学。我们在之前的报告中讨论了这些聚合物的合成、理化表征和催化应用。在此,我们使用热重分析法(TGA)和非等温数学近似法(如 Coats-Redfern、Broido 和 Horowitz-Metzger 方法)测定了热稳定性参数,包括动力学三聚物和热力学参数。三嗪醚聚合物的热稳定性范围在 200°C-300°C 之间,而三嗪胺聚合物的热稳定性更高,可达 450°C。根据 Coats-Redfern 方法,降解遵循 0.5 ≤ n ≤ 1 的反应顺序。三嗪胺聚合物的活化能明显较高,尤其是在第三降解阶段(例如,用布罗意多法计算为 89.0 kJ/mol),这归因于其氮含量较高。相反,三嗪醚聚合物的碳含量较高,使其在所有阶段的活化能都降低到约 30 kJ/mol,从而促进了降解过程。从热力学角度看,降解过程是有利的,但不是自发的,聚合物的中间状态显示出较高的熵,表明其降解能力增强。
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引用次数: 0
Kinetics and equilibrium studies on the adsorptive removal of Nile red dye from aqueous solution using serpentine clay 利用蛇纹石粘土吸附去除水溶液中尼罗河红染料的动力学和平衡研究
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-06-26 DOI: 10.1002/kin.21751
Panchali Bharali

The current research highlighted the usage of serpentine clay to remove Nile red dye from an aqueous solution. At first serpentine clay minerals were analyzed by various analytical techniques like Fourier transform infrared spectroscopy (FTIR), X ray diffraction (XRD), and thermal gravimetric analysis (TGA) analysis. From the characterization results it was found that the clay was determined to be a separate group. Sorption studies investigated the impacts of adsorbent dosage, initial pH, initial dye concentration, and temperature on Nile red color elimination. From the test results it was found that the capacity of adsorption was seen to increase from 32.4 mg/g to a high value of 43.8 mg/g by raising the pH value from 2 to 6. Adsorption on serpentine clay decreased from 234.7 to 33.2 mg/g due to an increase in the adsorbent dosage. The removal capacity of Nile red dye increased from 12.2% to 88.5% with the rise in the adsorbent dosage. This rise in the Nile red dye removal may be observed due to the increase in the area as well as the pore volume of the surface. Experimental study was carried out to study the effect of initial concentration of adsorbate on adsorption at a pH of 6, adsorbent dosage of 3 g/L, and at a temperature of 28°C. The removal efficiency of the Nile red dye was reduced from 96.7% to 42.6%. To determine the temperature effect on the removal of Nile red dye by the clay, the initial pH value was set to 6, and the temperature was set at 28, 38, 48, and 58°C. Without reaching the equilibrium conditions, at a time of 30 min, the removal efficiency of dye rises from 60% to 81% due to the temperature rise. The experimental findings indicated that the adsorption of the dye on the clay followed the “Langmuir adsorption” isotherm rather than the Freundlich adsorption isotherm. Adsorption on clay minerals follows the pseudo-second-order adsorption kinetics compared to pseudo-first-order adsorption kinetics.

目前的研究重点是利用蛇纹石粘土去除水溶液中的尼罗河红染料。首先,通过傅立叶变换红外光谱(FTIR)、X 射线衍射(XRD)和热重分析(TGA)等多种分析技术对蛇纹石粘土矿物进行了分析。表征结果表明,粘土被确定为一个独立的组。吸附研究调查了吸附剂用量、初始 pH 值、初始染料浓度和温度对尼罗红消色的影响。测试结果表明,当 pH 值从 2 升至 6 时,吸附容量从 32.4 毫克/克增加到 43.8 毫克/克的高值。由于吸附剂用量的增加,蛇纹石粘土的吸附量从 234.7 毫克/克降至 33.2 毫克/克。随着吸附剂用量的增加,尼罗河红染料的去除能力从 12.2% 增加到 88.5%。尼罗红染料去除率的提高可能是由于表面积和孔隙率的增加。在 pH 值为 6、吸附剂用量为 3 克/升、温度为 28°C 的条件下,实验研究了吸附剂初始浓度对吸附的影响。尼罗河红染料的去除率从 96.7% 降至 42.6%。为了确定温度对粘土去除尼罗红染料的影响,将初始 pH 值设定为 6,温度设定为 28、38、48 和 58°C。在未达到平衡条件的情况下,30 分钟后,由于温度升高,染料的去除率从 60% 上升到 81%。实验结果表明,粘土对染料的吸附遵循的是 "Langmuir 吸附 "等温线,而不是 Freundlich 吸附等温线。与假一阶吸附动力学相比,粘土矿物上的吸附遵循假二阶吸附动力学。
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引用次数: 0
Kinetics of direct and water-mediated tautomerization reactions of four-membered cyclic lactims to amides or lactams 四元环内酰亚胺与酰胺或内酰胺的直接和水介导的同分异构反应动力学
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-06-25 DOI: 10.1002/kin.21749
Judith Würmel, John M. Simmie

As part of a series of studies of hydrogen-atom transfer or tautomerization reactions of imidic acid-amide species, H${text{H}}$O${text{O}}$C${text{C}}$N${text{N}}$O$rightleftharpoons {text{O}}$C${text{C}}$NH${text{NH}}$─, we report the rate constants for a set of 16 four-membered cyclic compounds at low, 50–300 K, and high, 500–1500 K, temperatures. The compounds are labeled according to the two ring groups X and Y, which can be CH2${text{CH}}_{2}$, NH, CH, N, O, or C(O) and which are at some remove from the reactive site. These rate constants are for both the direct reaction and for that mediated by an additional water molecule, which facilitates the hydrogen transfer reaction. In the latter case, we show that the rate of reaction from a pre-reaction complex is rapid at temperatures down to 50 K and dominated by quantum mechanical effects as evaluated by small-curvature and quantized-reaction-states tunneling. In addition, we present thermochemical data such as enthalpies of formation, entropies, isobaric heat capacities, and enthalpy functions for these largely unknown species, which span a range of compounds from β$beta$-propiolactone to 1,3-diazetidine-2,4-dione.

作为亚胺酸-酰胺(═─═─)氢原子转移或同构化反应系列研究的一部分,我们报告了一组 16 个四元环状化合物在低温(50-300 K)和高温(500-1500 K)下的速率常数。这些化合物是根据两个环基 X 和 Y 标记的,这两个环基可以是 NH、CH、N、O 或 C(O),并且与反应位点有一定的距离。这些速率常数既适用于直接反应,也适用于由额外水分子介导的反应,后者促进了氢转移反应。在后一种情况下,我们表明,来自反应前复合物的反应速率在低至 50 K 的温度下是快速的,并受量子力学效应的支配,这是由小曲率和量子化反应态隧道效应评估得出的。此外,我们还展示了这些基本未知物种的热化学数据,如形成焓、熵、等压热容和焓函数,这些物种涵盖了从丙内酯到 1,3-二氮杂环丁烷-2,4-二酮的一系列化合物。
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引用次数: 0
Perspective on automated predictive kinetics using estimates derived from large datasets 利用大型数据集得出的估计值自动预测动力学的视角
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-06-25 DOI: 10.1002/kin.21744
William H. Green

A longstanding project of the chemical kinetics community is to predict reaction rates and the behavior of reacting systems, even for systems where there are no experimental data. Many important reacting systems (atmosphere, combustion, pyrolysis, partial oxidations) involve a large number of reactions occurring simultaneously, and reaction intermediates that have never been observed, making this goal even more challenging. Improvements in our ability to compute rate coefficients and other important parameters accurately from first principles, and improvements in automated kinetic modeling software, have partially overcome many challenges. Indeed, in some cases quite complicated kinetic models have been constructed which accurately predicted the results of independent experiments. However, the process of constructing the models, and deciding which reactions to measure or compute ab initio, relies on accurate estimates (and indeed most of the numerical rate parameters in most large kinetic models are estimates.) Machine-learned models trained on large datasets can improve the accuracy of these estimates, and allow a better integration of quantum chemistry and experimental data. The need for continued development of shared (perhaps open-source) software and databases, and some directions for improvement, are highlighted. As we model more complicated systems, many of the weaknesses of the traditional ways of doing chemical kinetic modeling, and of testing kinetic models, have been exposed, identifying several challenges for future research by the community.

化学动力学界的一个长期项目是预测反应速率和反应体系的行为,即使是没有实验数据的体系。许多重要的反应体系(大气、燃烧、热解、部分氧化)涉及大量同时发生的反应,以及从未观察到的反应中间产物,这使得这一目标更具挑战性。我们根据第一原理精确计算速率系数和其他重要参数的能力有所提高,自动动力学建模软件也有所改进,这些都部分克服了许多挑战。事实上,在某些情况下,我们已经构建了相当复杂的动力学模型,可以准确预测独立实验的结果。然而,构建模型的过程,以及决定测量或计算哪些反应的初始过程,都依赖于精确的估算(事实上,大多数大型动力学模型中的数值速率参数都是估算值)。在大型数据集上训练的机器学习模型可以提高这些估计值的准确性,并更好地整合量子化学和实验数据。本文强调了继续开发共享(也许是开源)软件和数据库的必要性,以及一些改进方向。随着我们对更复杂的系统进行建模,许多传统化学动力学建模和动力学模型测试方法的弱点也暴露出来,这为社区未来的研究提出了一些挑战。
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引用次数: 0
Forward and reverse uncertainty analyses for RRKM/master equation based kinetic predictions: A case study of ethyl with oxygen 基于 RRKM/主方程的动力学预测的正向和反向不确定性分析:乙基与氧气的案例研究
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-06-21 DOI: 10.1002/kin.21745
Qifeng Hou, Yiru Wang, Xiaoxia Yao, Yifei Zhu, Xiaoqing Wu, Can Huang, Yun Wu, Bin Yang, Feng Zhang

In the realm of combustion kinetic modeling, the norm involves employing thousands of reactions to delineate the chemical conversion of hundreds of species. Notably, theoretically predicted rate coefficients and branching ratios, derived through the RRKM/master equation (ME) model, play an increasing role in kinetic modeling. Thus minimizing the uncertainty of theoretical prediction across wide working conditions is crucial to refine a kinetic model. The present study takes ethyl (C2H5) + oxygen (O2) reaction system to show that combined forward and reverse uncertainty analysis can be used to further constrain calculated rate coefficients and branching ratios, which were already calculated by high-level quantum chemistry methods. Forward global uncertainty analysis with the artificial neural network-high dimensional model representation (ANN-HDMR) method is employed to select key parameters affecting total rate coefficients of C2H5 + O2 and branching ratios of C2H5 + O2 = C2H4 + HO2 (C1). Reverse uncertainty analysis with Bayesian method was then applied to refine the key input parameters based on experimental data at working conditions selected by sensitivity entropy. Although the target RRKM/ME model system was built on high level theoretical calculations, the combined forward and reverse uncertainty analyses are still able to reduce uncertainties of predicted total rate coefficients of C2H5 + O2 and branching ratios for C1 across a wide range of working conditions. Specifically, the uncertainties of total rate coefficient and C1 branching ratio have been reduced from 1.46 and 1.52 to 1.30 and 1.36 at 298 K and 1 Torr. The analysis process proposed in the present work effectively extrapolates the constraint ability of accurate measured data at one condition to wide working conditions based on the RRKM/ME model.

在燃烧动力学建模领域,通常需要使用数千种反应来描述数百种物质的化学转化。值得注意的是,通过 RRKM/主方程(ME)模型得出的理论预测速率系数和分支比率在动力学建模中发挥着越来越重要的作用。因此,在广泛的工作条件下尽量减少理论预测的不确定性对于完善动力学模型至关重要。本研究以乙基 (C2H5) + 氧气 (O2) 反应体系为研究对象,展示了结合正向和反向不确定性分析,可进一步约束已通过高级量子化学方法计算出的速率系数和支化比。采用人工神经网络-高维模型表示法(ANN-HDMR)进行正向全局不确定性分析,选择影响 C2H5 + O2 总速率系数和 C2H5 + O2 = C2H4 + HO2 (C1) 支化比的关键参数。然后采用贝叶斯方法进行反向不确定性分析,根据灵敏度熵选定的工作条件下的实验数据完善关键输入参数。虽然目标 RRKM/ME 模型系统是建立在高水平理论计算的基础上,但结合正向和反向不确定性分析,仍能在广泛的工况条件下降低 C2H5 + O2 总速率系数和 C1 支化比预测值的不确定性。具体来说,在 298 K 和 1 Torr 条件下,总速率系数和 C1 支化率的不确定性已从 1.46 和 1.52 降至 1.30 和 1.36。本研究提出的分析过程基于 RRKM/ME 模型,有效地将一种工况下精确测量数据的约束能力外推到宽泛的工况下。
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引用次数: 0
Comparison of chemical mechanisms for the oxidation of hydrogen/ammonia mixtures based on different evaluation methods 基于不同评估方法的氢气/氨气混合物氧化化学机制比较
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-06-18 DOI: 10.1002/kin.21747
Jian Yuan, Jianfei Yang, Jun Deng, Liguang Li, Liming Cai

For net-zero carbon emissions, hydrogen/ammonia blends have drawn considerable attention for the application in industrial combustion devices. Various chemical mechanisms have been developed to describe the oxidation and combustion of hydrogen/ammonia mixtures at certain conditions. A comprehensive evaluation and comparison of the performance of these mechanisms is thus of high interest, especially in terms of their application for particular computational studies. Thus, this work aims to compare the existing chemical mechanisms in terms of their performance for the combustion of hydrogen/ammonia mixtures over a wide range of experimental conditions. In addition to previous literature studies, the model performance is evaluated by using two different methods for the assessment of prediction accuracy. Besides the conventional measure of point-wise differences between model and data, the curve-matching method is also applied, which quantifies the dependence of model response on physical conditions additionally, by comparing the similarity between the curve shapes of the predicted and measured results. Extensive experimental data are taken into account in the model evaluation, including 136 datasets obtained from various facilities in the past 10 years. Nineteen mechanisms are compared, which were published in recent five years. It is revealed that these models give strongly different numerical results for combustion targets, such as laminar burning velocities, ignition delay times, and species concentrations. The chemical mechanisms of Zhang et al. (2021), Han et al. (2023), Mei et al. (2019), Li et al. (2019), and Stagni et al. (2020) show relatively satisfactory performance over the entire investigated domain. Moreover, it is found that the estimated prediction accuracy of chemical mechanisms is highly sensitive to model evaluation methods.

为了实现净零碳排放,氢气/氨气混合物在工业燃烧装置中的应用引起了广泛关注。目前已开发出各种化学机制来描述氢气/氨气混合物在特定条件下的氧化和燃烧。因此,对这些机理的性能进行全面评估和比较,特别是在应用于特定计算研究方面,具有很高的意义。因此,本研究旨在比较现有化学机制在各种实验条件下燃烧氢气/氨气混合物的性能。除了之前的文献研究外,还采用了两种不同的预测精度评估方法来评价模型性能。除了传统的模型和数据之间的点差测量方法外,还采用了曲线匹配法,通过比较预测结果和测量结果曲线形状的相似性,量化模型响应对物理条件的依赖性。模型评估考虑了大量实验数据,包括过去 10 年中从不同设施获得的 136 个数据集。比较了最近五年发表的 19 种机制。结果表明,这些模型给出的燃烧目标数值结果,如层流燃烧速度、点火延迟时间和物种浓度等,存在很大差异。Zhang 等人(2021 年)、Han 等人(2023 年)、Mei 等人(2019 年)、Li 等人(2019 年)和 Stagni 等人(2020 年)的化学机制在整个研究领域内表现出了相对令人满意的性能。此外,研究还发现,化学机制的估计预测精度对模型评估方法非常敏感。
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引用次数: 0
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International Journal of Chemical Kinetics
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