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Phase Equilibrium of the LiCl–LiBr–CH3OH Ternary at 273 and 323 K licl - lib - ch3oh三元体系在273和323 K时的相平衡
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2025-12-26 DOI: 10.1134/S0012501624600256
Xingbing Yang, Tingting Zhang, Jing Zhu, Qian Wu, Qin Zhang, Jingyi Li, Tingting Jiang, Qin Xiao

In this work, the isothermal solution equilibrium method was used to examine the phase equilibrium of a ternary LiCl–LiBr–CH3OH system at 273 and 323 K. The solubilities of LiCl and LiBr in CH3OH at different temperatures were measured by chemical analysis. The chemical composition of the equilibrium solid phase was determined via the wet slag method combined with X-ray diffraction. Thus, the corresponding phase diagram was created, and the LiCl–LiBr–CH3OH and LiCl–LiBr–H2O ternary systems were compared at different temperatures. The results showed that the phase diagram characteristics of the LiCl–LiBr–CH3OH ternary system at 273 and 323 K were similar, with a saturation point, two univariable solubility curves and two solid phase crystallization zones; these zones represented the Li(Cl,Br) solid solution crystallization zone and LiCl single salt crystallization zone. The single salt of LiCl can be separated using crystallization filtration. LiBr has a salt-out effect on LiCl, but LiBr cannot be obtained. With increasing temperature, the contents of LiCl and LiBr at the saturation point of the LiCl–LiBr–CH3OH ternary system increase, and the solubilities of LiCl and LiBr in methanol gradually increase.

本文采用等温溶液平衡法研究了licl - lib - ch3oh三元体系在273和323 K时的相平衡。用化学分析方法测定了LiCl和LiBr在不同温度下在CH3OH中的溶解度。采用湿渣法结合x射线衍射法测定了平衡固相的化学成分。因此,建立了相应的相图,并对不同温度下的licl - lib - ch3oh和licl - lib - h2o三元体系进行了比较。结果表明:licl - lib - ch3oh三元体系在273和323 K时的相图特征相似,具有一个饱和点、两条不变溶解度曲线和两个固相结晶区;这些区分别为Li(Cl,Br)固溶体结晶区和LiCl单盐结晶区。LiCl的单盐可以用结晶过滤分离。LiBr对LiCl有盐析作用,但不能得到LiBr。随着温度的升高,LiCl - lib - ch3oh三元体系饱和点处的LiCl和LiBr含量增加,LiCl和LiBr在甲醇中的溶解度逐渐增大。
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引用次数: 0
The Effect of CuO Co-doping on Structural, Optical, and Photocatalytic Degradation Efficiency of TiO2–ZrO2 Nanoparticles CuO共掺杂对TiO2-ZrO2纳米颗粒结构、光学和光催化降解效率的影响
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2025-12-26 DOI: 10.1134/S0012501625600287
Hanene Bensouyad, Rabah Bensaha

In this work, TiO2–ZrO2 doped catalysts with different molar ratios of CuO were synthesized through a facile and mild sol-gel dip coating process. The dip-coated thin films have been examined at different annealing temperatures 500, 800, and 1000°C. Structural, optical features and photocatalytic responses of the prepared films were analyzed by X-ray diffraction (XRD), Raman spectroscopy, FT-IR spectra, UV-VIS, photoluminescence spectroscopy (PL) techniques, X-ray diffraction (XRD), and Raman results indicated that an increase in annealing temperature from 500 to 1000°C caused a transformation of crystallinity from anatase and brookite at 500°C to rutile and monoclinic CuO phases at 1000°C, accompanied by an increase in particle sizes. The optical transmittance of the films, increased to over 90% in the visible region, indicate that copper loading decreases the band gap from 3.41 to 3.28 eV. The photoluminescence experiments revealed that doping with CuO hinders the electron-hole recombination rate, which is favorable for photocatalytic performance. Photocatalytic experiments confirmed that our films exhibited high efficiency in the degradation of methyl orange (MO) dye under UV light irradiation. The removal rate of methyl orange reached more than 99% after 3 h. Photocatalytic experiments confirmed that our catalysts displayed highly efficient and durable activity for the photodegradation of methyl orange under UV light irradiation.

本文采用简单、温和的溶胶-凝胶浸包法制备了不同CuO摩尔比的TiO2-ZrO2掺杂催化剂。在500、800和1000℃的不同退火温度下对浸涂薄膜进行了研究。利用x射线衍射(XRD)、拉曼光谱、FT-IR光谱、UV-VIS、光致发光光谱(PL)、x射线衍射(XRD)等技术对制备膜的结构、光学特征和光催化反应进行了分析。拉曼结果表明,退火温度从500℃升高到1000℃,晶度由500℃时的锐钛矿和板岩相转变为1000℃时的金红石相和单斜CuO相,同时晶粒尺寸增大。在可见光区,薄膜的透光率提高到90%以上,表明铜的加入使带隙从3.41 eV减小到3.28 eV。光致发光实验表明,CuO的掺杂抑制了电子-空穴复合速率,有利于光催化性能的提高。光催化实验证实了该膜在紫外光照射下对甲基橙(MO)染料的高效降解。3 h后甲基橙的去除率达到99%以上。光催化实验证实了我们的催化剂在紫外光照射下对甲基橙具有高效、持久的光降解活性。
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引用次数: 0
Molecular Dynamics Simulation and Experimental Study of the Compatibility Enhancement of Linoleic Acid on the Desulfurized Rubber-modified Asphalt 亚油酸与脱硫橡胶改性沥青相容性增强的分子动力学模拟及实验研究
IF 1.5 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2025-12-26 DOI: 10.1134/S0012501625600378
Dan Yang, Kaiyuan Zheng, Yanjun Nie, Xiaolan Liao, Yan Zhou, Kai Zhang, Wei Feng, Junwei Li

To enhance the compatibility of high-volume desulfurized rubber-modified asphalt, a modified asphalt was prepared through high-temperature shearing of desulfurized rubber extruded from a twin-screw extruder with matrix asphalt and linoleic acid. The impact of linoleic acid on the performance of desulfurization asphalt rubber was examined through basic physical properties tests and rheological tests, while the influence of linoleic acid on the compatibility of desulfurization asphalt rubber and its compatibility mechanism was investigated via storage stability and infrared tests. Changes in solubility parameters and binding energy were explored using molecular dynamics simulation. The results revealed that the optimal content of linoleic acid is 6%. This method improved the compatibility of modified asphalt, resulting in a significant increase in deformation resistance and low-temperature performance, a smaller difference in solubility parameter values, and an increase in maximum binding energy for the modified asphalt. Analysis indicated that linoleic acid supplemented the light components of asphalt, enabling full swelling of desulfurized rubber particles and reducing phase separation within the modified asphalt. Furthermore, linoleic acid provided active functional groups that underwent addition and esterification reactions with desulfurized rubber and asphalt, thereby promoting compatibility within desulfurized rubber-modified asphalt.

为提高大体积脱硫橡胶改性沥青的相容性,将双螺杆挤出的脱硫橡胶与基质沥青和亚油酸进行高温剪切制备改性沥青。通过基本物性试验和流变性试验考察了亚油酸对脱硫沥青橡胶性能的影响,通过贮存稳定性试验和红外试验考察了亚油酸对脱硫沥青橡胶相容性的影响及其相容性机理。利用分子动力学模拟研究了溶解度参数和结合能的变化。结果表明,亚油酸的最佳含量为6%。该方法改善了改性沥青的相容性,使改性沥青的抗变形性能和低温性能显著提高,溶解度参数值差异减小,最大结合能提高。分析表明,亚油酸补充了沥青中的轻组分,使脱硫后的橡胶颗粒充分膨胀,减少了改性沥青中的相分离。此外,亚油酸提供了活性官能团,与脱硫橡胶和沥青发生加成和酯化反应,从而促进了脱硫橡胶改性沥青内部的相容性。
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引用次数: 0
FTIR, UV-VIS, and DFT Approach to Study the Structural, Optical and Thermal Properties of Chitosan Biopolymer 用傅立叶变换红外光谱、紫外可见光谱和 DFT 方法研究壳聚糖生物聚合物的结构、光学和热学特性
IF 1.1 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2025-03-21 DOI: 10.1134/S001250162460030X
Dyari Mustafa Mamand, Jihad Muhammed Hadi, Rebaz Anwar Omer, Shujahadeen Bakir Aziz

This study investigates the structural, optical, and thermal properties of chitosan (CS) biopolymer using experimental and computational approaches. Fourier Transform Infrared Spectroscopy (FTIR) confirmed the presence of two key functional groups–hydroxyl (OH) and amine (NH/NH2)–which play a crucial role in CS interactions. X-ray Diffraction (XRD) analysis revealed a mixed-phase structure, comprising both crystalline and amorphous regions. Various crystallographic parameters, including full width at half maximum (FWHM), degree of crystallinity, lattice strain, dislocation density, inter-band crystallinity, and stacking faults, indicated an increase in crystallinity with greater CS film thickness. Optical characterization using Tauc plots showed a decrease in bandgap energy from 5.54 to 5.12 eV with increasing film thickness. Urbach energy analysis allowed for the estimation of steepness parameters and electron-phonon interaction energy (Eeph), which exhibited a reduction from 11.398 to 10.315 eV. Computational studies were performed using Density Functional Theory (DFT) at the B3LYP/6-311++G(d,p) level via the Gaussian 09 program to determine electronic and thermal properties. Additionally, thermal properties such as entropy, heat capacity, and enthalpy were evaluated using the Materials Studio software. Monte Carlo simulations were employed to estimate the adsorption energy of CS on Fe, Al, and Cu surfaces, revealing that Fe exhibited the most stable and strong coordination with CS due to its unique coordination geometry. These findings provide valuable insights into the structural and functional characteristics of CS films, contributing to their potential applications in various fields.

本研究采用实验和计算方法研究了壳聚糖(CS)生物聚合物的结构、光学和热性能。傅里叶变换红外光谱(FTIR)证实了两个关键官能团——羟基(OH)和胺(nhh /NH2)的存在,它们在CS相互作用中起着至关重要的作用。x射线衍射(XRD)分析显示了混合相结构,包括晶态和非晶态区域。各种晶体学参数,包括半最大值全宽度(FWHM)、结晶度、晶格应变、位错密度、带间结晶度和层错,都表明结晶度随着CS膜厚度的增加而增加。利用Tauc图进行的光学表征表明,随着薄膜厚度的增加,带隙能量从5.54 eV下降到5.12 eV。Urbach能量分析允许估计陡度参数和电子-声子相互作用能(Ee-ph),从11.398 eV降低到10.315 eV。利用密度泛函理论(DFT)在B3LYP/6-311++G(d,p)水平上通过高斯09程序进行计算研究,以确定电子和热性能。此外,热性能,如熵,热容和焓被评估使用材料工作室软件。通过蒙特卡罗模拟计算CS在Fe、Al和Cu表面的吸附能,发现Fe由于其独特的配位几何结构,与CS表现出最稳定、最强的配位。这些发现对CS薄膜的结构和功能特性提供了有价值的见解,有助于其在各个领域的潜在应用。
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引用次数: 0
Hydrogen and Halogen Bonds in Triiodoaminobenzoates of Amine Bases 胺基三碘氨基苯甲酸盐的氢卤素键
IF 1.1 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2025-03-21 DOI: 10.1134/S0012501625600184
D. A. Zherebtsov, V. V. Sharutin, S. A. Nayfert, R. L. Regel, K. Rajakumar, S. A. Adonin, M. A. Polozov, D. V. Spiridonova, A. A. Osipov, A. I. Lutsenko

The crystal structures of three organic salts of triiodaminobenzoic acid (13) and triiodaminobenzoic acid monohydrate (4) are described, the structural features are established by the X-ray diffraction method. Compound 1: C20H19I6N3O6, FW 1158.78; monoclinic crystal system, space group Сс; unit cell parameters: a = 32.0782(10) Å, b = 9.5284(3) Å, c = 9.3745(3) Å; α = 90°, β = 90.0(1)°, γ = 90°; V = 2865.35(16) Å3, Z = 4, ρX = 2.684 g/cm3. Compound 2: C16H15I6N3O4, FW 1074.71; monoclinic system, space group P21/c; unit cell parameters: a = 8.990(5) Å, b = 28.541(11) Å, c = 9.945(5) Å; α = γ = 90°, β = 91.23(2)°; V = 2551(2) Å3, Z = 4, ρX = 2.798 g/cm3. Compound 3: C17H17I3N2O4, FW 694.03; monoclinic system, space group I2/a; cell parameters: a = 36.02(2) Å, b = 7.254(5) Å, c = 16.468(9) Å; α = γ = 90°, β = 105.29(2)°; V = 4150(4) Å3, Z = 8, ρX = 2.222 g/cm3. Compound 4: C7H6I3NO3, FW 532.83; orthorhombic system, space group Iba2; unit cell parameters: a = 30.2146(4) Å, b = 13.9830(2) Å, c = 5.80740(10) Å; α = β = γ = 90°; V = 2453.57(6) Å3, Z = 8, ρX = 2.885 g/cm3. The 7-methylquinoline salt is devoid of halogen bonds because of the peculiarities of the stacking of flat molecules. For two compounds (3 and 4), the features of their thermolysis are determined by thermal analysis (in an argon atmosphere): at the first stage (52 and 73°C, respectively), the loss of crystallization water occurs; at 700°C thermolysis of both compounds gives glassy carbon as the decomposition product.

描述了三碘胺苯甲酸(1-3)和三碘胺苯甲酸一水合物(4)三种有机盐类的晶体结构,并用x射线衍射法确定了它们的结构特征。化合物1:C20H19I6N3O6, FW 1158.78;单斜晶系,空间群Сс;单元胞参数:a = 32.0782(10) Å, b = 9.5284(3) Å, c = 9.3745(3) Å;α = 90°,β = 90.0(1)°,γ = 90°;V = 2865.35(16) Å3, Z = 4, ρX = 2.684 g/cm3。化合物2:C16H15I6N3O4, FW 1074.71;单斜系统,空间群P21/c;单元胞参数:a = 8.990(5) Å, b = 28.541(11) Å, c = 9.945(5) Å;α = γ = 90°,β = 91.23(2)°;V = 2551(2) Å3, Z = 4, ρX = 2.798 g/cm3。化合物3:C17H17I3N2O4, FW 694.03;单斜系,空间群I2/a;细胞参数:a = 36.02(2) Å, b = 7.254(5) Å, c = 16.468(9) Å;α = γ = 90°,β = 105.29(2)°;V = 4150(4) Å3, Z = 8, ρX = 2.222 g/cm3。化合物4:C7H6I3NO3, FW 532.83;正交系,空间群Iba2;单元胞参数:a = 30.2146(4) Å, b = 13.9830(2) Å, c = 5.80740(10) Å;α = β = γ = 90°;V = 2453.57(6) Å3, Z = 8, ρX = 2.885 g/cm3。7-甲基喹啉盐没有卤素键,这是因为扁平分子的堆积特性。对于两种化合物(3和4),通过热分析(在氩气气氛中)确定了它们的热分解特征:在第一阶段(分别为52℃和73℃),发生结晶水的损失;在700℃时,这两种化合物的热分解得到玻碳作为分解产物。
{"title":"Hydrogen and Halogen Bonds in Triiodoaminobenzoates of Amine Bases","authors":"D. A. Zherebtsov,&nbsp;V. V. Sharutin,&nbsp;S. A. Nayfert,&nbsp;R. L. Regel,&nbsp;K. Rajakumar,&nbsp;S. A. Adonin,&nbsp;M. A. Polozov,&nbsp;D. V. Spiridonova,&nbsp;A. A. Osipov,&nbsp;A. I. Lutsenko","doi":"10.1134/S0012501625600184","DOIUrl":"10.1134/S0012501625600184","url":null,"abstract":"<p>The crystal structures of three organic salts of triiodaminobenzoic acid (<b>1</b>–<b>3</b>) and triiodaminobenzoic acid monohydrate (<b>4</b>) are described, the structural features are established by the X-ray diffraction method. Compound <b>1</b>: C<sub>20</sub>H<sub>19</sub>I<sub>6</sub>N<sub>3</sub>O<sub>6</sub>, FW 1158.78; monoclinic crystal system, space group <i>Сс</i>; unit cell parameters: <i>a</i> = 32.0782(10) Å, <i>b</i> = 9.5284(3) Å, <i>c</i> = 9.3745(3) Å; α = 90°, β = 90.0(1)°, γ = 90°; <i>V</i> = 2865.35(16) Å<sup>3</sup>, <i>Z</i> = 4, ρ<sub>X</sub> = 2.684 g/cm<sup>3</sup>. Compound <b>2</b>: C<sub>16</sub>H<sub>15</sub>I6N<sub>3</sub>O<sub>4</sub>, FW 1074.71; monoclinic system, space group <i>P</i>2<sub>1</sub>/<i>c</i>; unit cell parameters: <i>a</i> = 8.990(5) Å, <i>b</i> = 28.541(11) Å, <i>c</i> = 9.945(5) Å; α = γ = 90°, β = 91.23(2)°; <i>V</i> = 2551(2) Å<sup>3</sup>, <i>Z</i> = 4, ρ<sub>X</sub> = 2.798 g/cm<sup>3</sup>. Compound <b>3</b>: C<sub>17</sub>H<sub>17</sub>I<sub>3</sub>N<sub>2</sub>O<sub>4</sub>, FW 694.03; monoclinic system, space group <i>I</i>2/<i>a</i>; cell parameters: <i>a</i> = 36.02(2) Å, <i>b</i> = 7.254(5) Å, <i>c</i> = 16.468(9) Å; α = γ = 90°, β = 105.29(2)°; <i>V</i> = 4150(4) Å<sup>3</sup>, <i>Z</i> = 8, ρ<sub>X</sub> = 2.222 g/cm<sup>3</sup>. Compound <b>4</b>: C<sub>7</sub>H<sub>6</sub>I<sub>3</sub>NO<sub>3</sub>, FW 532.83; orthorhombic system, space group <i>Iba</i>2; unit cell parameters: <i>a</i> = 30.2146(4) Å, <i>b</i> = 13.9830(2) Å, <i>c</i> = 5.80740(10) Å; α = β = γ = 90°; <i>V</i> = 2453.57(6) Å<sup>3</sup>, <i>Z</i> = 8, ρ<sub>X</sub> = 2.885 g/cm<sup>3</sup>. The 7-methylquinoline salt is devoid of halogen bonds because of the peculiarities of the stacking of flat molecules. For two compounds (<b>3</b> and <b>4</b>), the features of their thermolysis are determined by thermal analysis (in an argon atmosphere): at the first stage (52 and 73°C, respectively), the loss of crystallization water occurs; at 700°C thermolysis of both compounds gives glassy carbon as the decomposition product.</p>","PeriodicalId":532,"journal":{"name":"Doklady Physical Chemistry","volume":"519 1-2","pages":"192 - 201"},"PeriodicalIF":1.1,"publicationDate":"2025-03-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143667797","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
Chemical Synthesis of Strontium Molybdate in Ionic Melts of the Me,Sr||Cl,МоO4 (Ме = Li, Na, or K) Three-Component Reciprocal Systems 钼酸锶在Me,Sr||Cl,МоO4 (Ме = Li, Na, or K)三组分互反体系离子熔体中的化学合成
IF 1.1 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2025-03-21 DOI: 10.1134/S0012501625600147
A. I. Rasulov, Zh. A. Kochkarov, A. K. Kabardov

Strontium molybdate was prepared by fluxed-melt chemical synthesis from ionic melts of the Me,Sr||Cl,МоO4 (Ме = Li, Na, or K) three-component reciprocal salt pair systems fluxed with the low-melting-point eutectic melt of the LiCl–NaCl–SrCl2 three-component system as the flux electrolyte. The eutectic chloride melts used as the fluxes provided a significant decrease in temperature and an increase in reaction rate of chemical strontium molybdate synthesis in ionic melts.

采用助熔剂-熔体化学合成法,以 Me,Sr||Cl,МоO4(Ме = Li、Na 或 K)三组分互盐对体系的离子熔体为助熔剂,以 LiCl-NaCl-SrCl2 三组分体系的低熔点共晶熔体为助熔剂电解质,制备了钼酸锶。用作助熔剂的共晶氯化物熔体显著降低了离子熔体中化学合成钼酸锶的温度,并提高了反应速率。
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引用次数: 0
Activation Energies of Phthalonitrile Resins Using Sulfur- and Oxygen-Based Curing Agents 硫基和氧基固化剂对邻苯二腈树脂活化能的影响
IF 1.1 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2025-03-21 DOI: 10.1134/S0012501624600220
Joon Hyuk Lee, Jungkun Song, Eunkyung Jeon, Jaeho Choi

High-performance polymers characterized by their exceptional thermal stability are crucial across various industries. Here, phthalonitrile resins have attracted significant attention due to their ability to form highly cross-linked networks upon curing, leading to outstanding properties suitable for demanding applications in aerospace, electronics, and automotive sectors. This study investigated the thermal curing kinetics and resulting thermal stability of phthalonitrile resins cured with 4,4'-diaminodiphenyl sulfone (DDS) and bisphenol A diglycidyl ether (DGEBA). Kissinger and Friedman methods were employed to analyze the curing process using thermogravimetric analysis data at various heating rates. The results revealed that DGEBA-cured networks exhibited higher thermal stability and activation energy compared to DDS-cured networks. This was attributed to the stronger C–O bonds formed in DGEBA networks. The higher bond dissociation energy of C–O bonds, arising from factors including electronegativity difference, bond length, orbital overlap, and hybridization necessitates a greater energy input for bond cleavage during thermal degradation. These findings highlight the critical role of curing agent selection in tailoring the thermal properties of phthalonitrile-based materials for high-performance applications.

高性能聚合物以其优异的热稳定性为特征,在各个行业中都至关重要。在这里,邻苯二腈树脂由于其在固化时形成高度交联网络的能力而引起了极大的关注,从而导致了适用于航空航天,电子和汽车行业苛刻应用的卓越性能。研究了4,4′-二氨基二苯基砜(DDS)和双酚A二甘油酯醚(DGEBA)固化邻苯二腈树脂的热固化动力学和热稳定性。采用Kissinger和Friedman方法对不同升温速率下的固化过程进行热重分析。结果表明,与dds固化网络相比,dgeba固化网络具有更高的热稳定性和活化能。这是由于在DGEBA网络中形成了更强的C-O键。由于电负性差异、键长、轨道重叠和杂化等因素,C-O键的键解离能较高,因此在热降解过程中需要更大的键解离能量输入。这些发现强调了固化剂选择在调整邻苯二腈基材料的高性能应用的热性能方面的关键作用。
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引用次数: 0
Conditions for the Wave Mode of Homophase Reactions 同相反应波模式的条件
IF 1.1 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2025-03-21 DOI: 10.1134/S001250162560010X
Ya. O. Shablovsky

Homogeneous and heterogeneous homophase reactions in an oscillating mode are studied. Conditions for free concentration oscillations to arise in a closed homogeneous reaction system are determined. A quantitative description is given to the oscillating mode of a heterogeneous homophase reaction with special attention paid to the formation of Liesegang patterns.

研究了振荡模式下的均相和非均相反应。确定了在封闭均相反应体系中产生自由浓度振荡的条件。定量地描述了非均相反应的振荡模式,并特别注意了列色冈图的形成。
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引用次数: 0
Machine Learning-Assisted Transient Modeling of Asphaltene Particles Aggregation Size 机器学习辅助沥青颗粒凝聚尺寸的瞬态建模
IF 1.1 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2025-03-21 DOI: 10.1134/S0012501625600020
Khalid Ibrahim Hasan, Karar H. Alfarttoosi, P. Kanjariya, Asha Rajiv, Aman Shankhyan, M. Manjula, Bhavik Jain, Satish Kumar Samal, Waam Mohammed Taher, Mariem Alwan, Mahmood Jasem Jawad, Hiba Mushtaq, Ahmad Abumalek

Precise estimation of aggregate size of asphaltene particles in oil reservoirs characterized with the resulted formation damage and well blockage issues are critical to the smooth oil production and successful planning of pertinent remedial tasks. In this research, it is aimed to construct data-driven soft-computing based models of Extra Trees (ET), Multilayer Perceptron Artificial Neural Network (MLP-ANN), Support Vector Machine (SVM), Convolutional Neural Network (CNN), Random Forest (RF), K-nearest Neighbors (KNN), Adaptive Boosting (AdaBoost), Ensemble Learning (EL), Decision Tree (DT), Linear Regression, Ridge Regression, and Lasso Regression to predict asphaltene aggregation size in terms of time, asphaltene concentration of model oil, heteroatoms content of asphaltenes, hydrogen content of asphaltenes, and voltage based upon previously published experimental data. A widely recognized outlier identification methodology is implemented to the collected dataset to evaluate its reliability prior to model development. Furthermore, the relevancy index is calculated for every input variable to determine its relative impact on aggregation size. K-fold cross validation algorithm is used during model training to reduce overfitting. It is indicated that in contrast to asphaltene hydrogen content, other parameters such as voltage, time, asphaltene concentration and hydrogen content of asphaltenes are all directly influencing aggregate size. Moreover, both graphical and statistical evaluations demonstrate that the CNN model surpasses all other examined constructed models in performance as evidenced with lowest value in mean squared error and largest value of coefficient of determination.

精确估算油藏中沥青质颗粒的聚合粒度会导致地层损害和油井堵塞问题,这对顺利进行石油生产和成功规划相关补救任务至关重要。本研究旨在构建基于数据驱动的软计算模型,包括外接树 (ET)、多层感知器人工神经网络 (MLP-ANN)、支持向量机 (SVM)、卷积神经网络 (CNN)、随机森林 (RF)、K-近邻 (KNN)、自适应提升 (AdaBoost)、集合学习 (EL)、决策树 (DT)、线性回归、岭回归和拉索回归等方法来预测沥青质聚集的时间大小、模型油中的沥青质浓度、沥青质中的杂原子含量、沥青质中的氢含量以及电压。在模型开发之前,对收集到的数据集采用了一种广受认可的离群值识别方法,以评估其可靠性。此外,还计算了每个输入变量的相关性指数,以确定其对聚合规模的相对影响。在模型训练过程中使用了 K 折交叉验证算法,以减少过拟合。结果表明,与沥青烯氢含量相比,电压、时间、沥青烯浓度和沥青烯氢含量等其他参数都会直接影响聚集尺寸。此外,图形和统计评估都表明,CNN 模型的性能超过了所有其他已构建的模型,表现在平均平方误差值最小,决定系数最大。
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引用次数: 0
A Critical Review of Mechanisms and Mitigation Strategies of Nitrogen Dopant Leaching in PEMFC Catalysts PEMFC催化剂中氮掺杂浸出机理及缓解策略综述
IF 1.1 4区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2025-03-21 DOI: 10.1134/S0012501624600207
Dinesh Kumar Madheswaran, Ram Krishna, G. Suresh

Nitrogen-doping of platinum/carbon (Pt/C) catalysts in proton exchange membrane fuel cells (PEMFCs) have garnered significant attention due to its potential to enhance catalyst performance by improving the dispersion and stability of Pt nanoparticles. However, the leaching of nitrogen dopants (N-dopants) under the harsh operational conditions of PEMFCs presents a formidable challenge, leading to catalyst degradation and reduced fuel cell efficiency. Understanding this issue is critical for advancing the development of durable and cost-effective PEMFC catalysts. This review critically examines the mechanisms of N-dopant leaching, encompassing electrochemical factors. By integrating insights from recent experimental and theoretical studies, this review recognizes the primary causes of N-dopant leaching and evaluates various mitigation strategies. Key findings include the identification of specific degradation pathways and the effectiveness of different stabilization techniques. The implications of these findings suggest new directions for catalyst design, aiming to improve the stability and longevity of N-doped Pt/C catalysts for PEMFC. This review concludes with recommendations for future research, emphasizing the need for continued exploration of innovative approaches to enhance the durability of N-doped Pt/C catalysts.

质子交换膜燃料电池(PEMFCs)中的铂/碳(Pt/C)催化剂的氮掺杂由于具有通过改善铂纳米粒子的分散性和稳定性来提高催化剂性能的潜力而备受关注。然而,在质子交换膜燃料电池恶劣的运行条件下,氮掺杂剂(N-掺杂剂)的浸出带来了严峻的挑战,导致催化剂降解和燃料电池效率降低。了解这一问题对于推动耐用且经济高效的 PEMFC 催化剂的开发至关重要。本综述批判性地研究了 N-掺杂剂浸出的机制,其中包括电化学因素。通过整合最新实验和理论研究的见解,本综述认识到了 N-dopant 沥滤的主要原因,并评估了各种缓解策略。主要发现包括特定降解途径的识别和不同稳定化技术的有效性。这些发现为催化剂设计提出了新的方向,旨在提高 PEMFC 中掺杂 N 的 Pt/C 催化剂的稳定性和使用寿命。本综述最后提出了未来研究的建议,强调需要继续探索创新方法,以提高掺杂 N 的 Pt/C 催化剂的耐久性。
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Doklady Physical Chemistry
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