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Reaction process optimization based on interpretable machine learning and metaheuristic optimization algorithms
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作者 Dian Zhang Bo Ouyang Zheng-Hong Luo 《Chinese Journal of Chemical Engineering》 2025年第8期77-85,共9页
The optimization of reaction processes is crucial for the green, efficient, and sustainable development of the chemical industry. However, how to address the problems posed by multiple variables, nonlinearities, and u... The optimization of reaction processes is crucial for the green, efficient, and sustainable development of the chemical industry. However, how to address the problems posed by multiple variables, nonlinearities, and uncertainties during optimization remains a formidable challenge. In this study, a strategy combining interpretable machine learning with metaheuristic optimization algorithms is employed to optimize the reaction process. First, experimental data from a biodiesel production process are collected to establish a database. These data are then used to construct a predictive model based on artificial neural network (ANN) models. Subsequently, interpretable machine learning techniques are applied for quantitative analysis and verification of the model. Finally, four metaheuristic optimization algorithms are coupled with the ANN model to achieve the desired optimization. The research results show that the methanol: palm fatty acid distillate (PFAD) molar ratio contributes the most to the reaction outcome, accounting for 41%. The ANN-simulated annealing (SA) hybrid method is more suitable for this optimization, and the optimal process parameters are a catalyst concentration of 3.00% (mass), a methanol: PFAD molar ratio of 8.67, and a reaction time of 30 min. This study provides deeper insights into reaction process optimization, which will facilitate future applications in various reaction optimization processes. 展开更多
关键词 reaction process optimization Interpretable machine learning Metaheuristic optimization algorithm BIODIESEL
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Reaction Process of Chromium Slag Reduced by Industrial Waste in Solid Phase 被引量:8
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作者 SHI Yu-min DU Xing-hong +2 位作者 MENG Qing-jia SONG Shi-wei SUI Zhi-tong 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2007年第1期12-15,共4页
M, a particular industrial waste, was selected to detoxify chromium slag at a high temperature. The carbon remaining in M reduced Cr ( Ⅳ ) of Na2 CrO4 borne in the chromium slag to Cr ( Ⅲ ) in the solid phase re... M, a particular industrial waste, was selected to detoxify chromium slag at a high temperature. The carbon remaining in M reduced Cr ( Ⅳ ) of Na2 CrO4 borne in the chromium slag to Cr ( Ⅲ ) in the solid phase reaction, and its thermodynamics and kinetics were studied. The reduction process of Na2CrO4 by carbon produced CO, whiCh'was endothermic. Under the experimental condition, the apparent activation energy was 4. 41 kJ·mol^-1 , the'apparent order of reaction for Na2 CrO4 was equal to one, and the partial pressure of CO was only 0.22 Pa at 1 330℃. 展开更多
关键词 chromium slag industrial waste reduction reaction solid phase reaction process
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DBU-based CO2 absorption-mineralization system: Reaction process,feasibility and process intensification 被引量:5
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作者 Cong Luo Kejing Wu +5 位作者 Hairong Yue Yingying Liu Yingming Zhu Wei Jiang Houfang Lu Bin Liang 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2020年第4期1145-1155,共11页
Amine-based carbon dioxide(CO2)capture is still limited by high desorption energy consumption.Fixing CO2 into carbonate is a safer and more permanent method.In this work,calcium oxide(CaO)is introduced to perform chem... Amine-based carbon dioxide(CO2)capture is still limited by high desorption energy consumption.Fixing CO2 into carbonate is a safer and more permanent method.In this work,calcium oxide(CaO)is introduced to perform chemical desorption instead of thermal desorption on 1,8-diazabicyclo[5.4.0]undec-7-ene(DBU)aqueous solution after CO2 absorption.The X-ray diffraction(XRD)patterns of solid products show the formation of calcite calcium carbonate(CaCO3),which prove the feasibility of this method.The effects of reaction temperature,reaction time and Ca2+/CO32-molar ratios on the related reactions in CO2 absorption-mineralization process and CaCO3 precipitation are discussed,and purer CaCO3 is obtained by ultrasonic treatment.The CaCO3 content can be increased to 95.8%and the CO2 desorption ratio can achieve 80%by 30 min ultrasonic dispersion treatment under the conditions(40℃,180 min,Ca2+/CO32-molar ratio=1.0).After five cycles,DBU aqueous solution shows stable CO2 absorption and mineralization ability.Fourier transform infrared spectroscopy(FT-IR)spectra of the reaction process also indicate the regeneration of the solvent.Compared with thermal desorption,this process is exothermic,almost without no additional heat. 展开更多
关键词 CO2 mineralization CACO3 1 8-Diazabicyclo[5.4.0]undec-7-ene aqueous reaction process
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Kinetic role of Cu content in reaction process, behavior and their relationship among Cu-Zr-C system
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作者 Qiaodan Hu Xianrui Zhao +4 位作者 Siyu Sun Hua Zheng Sheng Cao Jianguo Li Mengxian Zhang 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2019年第10期2375-2382,共8页
The influence of Cu content on the reaction process, reaction behavior and obtained products in the Cu-ZrC system, as well as their relationships, were investigated. The results showed that Zr C was synthesized throug... The influence of Cu content on the reaction process, reaction behavior and obtained products in the Cu-ZrC system, as well as their relationships, were investigated. The results showed that Zr C was synthesized through the diffusion and dissolution of C into a Cu-Zr liquid. Increasing the Cu content enhanced the amount of Cu-Zr liquid formed at the early stage but decreased the amount of C atoms dissolving into the melt at unit time. Consequently, the ignition time initially decreased and then increased. Conversely, with an increased Cu content, the energy required for igniting the neighboring unreacted powders increased,while the heat released by the reaction and the dwell time of the compact at high temperatures decreased.These effects then resulted in the reduction of combustion wave velocity, combustion temperature and Zr C particle size. Furthermore, the synthesis of ZrC is a multistage process, which provides a nonuniform distributed Zr C particle size. The sub-μm Zr C particle reinforced Cu matrix composite was fabricated by adding a ZrC-Cu master alloy prepared through a self-propagating high-temperature synthesis reaction into liquid Cu. 展开更多
关键词 Self-propagating high-temperature synthesis reaction process reaction BEHAVIOR SOLIDIFICATION
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The relationship between the time-varying law of the hydrostatic pressure of cement slurry and the early hydration process
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作者 Shangdong Li Chunmei Zhang +3 位作者 Qiang Gao Jun Zhao Xiaowei Cheng Kaiyuan Mei 《Natural Gas Industry B》 2024年第3期316-325,共10页
Annular channeling has seriously troubled deep oil and gas exploitation,and the reduction of hydrostatic pressure of cement slurry in the waiting stage is considered one of the main causes of early annular channeling.... Annular channeling has seriously troubled deep oil and gas exploitation,and the reduction of hydrostatic pressure of cement slurry in the waiting stage is considered one of the main causes of early annular channeling.However,at present,there is still a lack of sufficient research on and understanding of the relationship between the time-varying law of hydrostatic pressure of cement slurry and the early hydration process in different well sections,especially in high-temperature well sections.Therefore,in this paper,a hydrostatic pressure measurement experiment of cement slurry at low temperature(50-90℃)and high temperature(120-180℃)was carried out using a self-developed hydrostatic pressure measurement device of cement slurry.Then,the cement slurry cured at 90℃ for 1-8 h was sampled by the freeze-drying method,and XRD and TG experiments were carried out.The results show that the hydrostatic curves of low and high temperatures both show a trend of rapid increase first,then remain stable,and then decrease rapidly.With an increase in temperature,the time of the stable and falling segments of the hydrostatic curve of the cement slurry gradually decreases.By fitting the rapid pressure drop time points of cement slurry at different temperatures,it can be determined that the rapid pressure drop time and temperature show a functional relationship.The XRD and TG results of different curing times at 90℃ were analyzed.It can be seen that in the early stage of the hydration induction period,the connection between cement particles is not close,and the hydrostatic pressure of the cement slurry column remains stable.As the hydration process enters the acceleration period,the cement particles crosslink with each other through hydration products to form a bridge structure,and the hydrostatic pressure of the cement paste begins to decrease.This shows that the pressure drop time can be controlled by regulating the hydration process to provide theoretical guidance for cement slurry preparation and slurry column design in cementing engineering. 展开更多
关键词 Cementing cement Hydration reaction process Early hydration Hydrostatic pressure
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Preparation of β-Sialon/ZrN bonded corundum composites from zircon by nitridation reaction sintering process 被引量:4
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作者 马北越 于景坤 +1 位作者 刘涛 颜正国 《Journal of Central South University》 SCIE EI CAS 2009年第5期725-729,共5页
β-Sialon/ZrN bonded corundum composites were synthesized using fused white corundum,alumina micro powder,zircon and carbon black by nitridation reaction sintering process. Phase composition and microstructure of the ... β-Sialon/ZrN bonded corundum composites were synthesized using fused white corundum,alumina micro powder,zircon and carbon black by nitridation reaction sintering process. Phase composition and microstructure of the synthesized composites were investigated by X-ray powder diffraction and scanning electronic microscope,and the formation process of the composites was discussed. The results show that the composites with different compositions can be obtained by controlling the heating temperature and contents of zircon and carbon black. The proper temperature to synthesize the composites is 1773 K. 展开更多
关键词 Β-SIALON ZRN ZIRCON CORUNDUM COMPOSITES nitridation reaction sintering process
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Effects of Solid-State Reaction Synthesis Processing Parameters on Thermoelectric Properties of Mg_2Si 被引量:2
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作者 姜洪义 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2004年第2期55-56,共2页
The Mg_(2)Si-matrix thermoelectric material was synthesized by low temperature solid-state reaction.This paper studies the effects of holding time and reaction temperature on the particle size and the properties of th... The Mg_(2)Si-matrix thermoelectric material was synthesized by low temperature solid-state reaction.This paper studies the effects of holding time and reaction temperature on the particle size and the properties of the material,and also studies effects of doping elemental Sb,Te and their doping seqence on the properties of the material.The result shows that excessively high temperature and elongated holding time of solid-state reaction are harmful,there is a range of particle size to ensure optimum properties and the doping sequence of Sb or Te without influencing the properties. 展开更多
关键词 solid-state reaction processing parameters Mg_2Si based compounds
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EFFECT OF STRESS-INDUCED REACTIONS ON MORPHOLOGICAL STRUCTURE AND PROCESSABILITY OF PVC DURING PAN-MILLING 被引量:1
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作者 Hua-weiZou WenXu Qing-fenFeng XiXu 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 2005年第2期227-234,共8页
The effect of pan-milling on morphological structure,processability and properties of PVC was studied throughSEM,FTIR,granulometer,GPC and mechanical properties test in the hope of gaining ease in operation,needless o... The effect of pan-milling on morphological structure,processability and properties of PVC was studied throughSEM,FTIR,granulometer,GPC and mechanical properties test in the hope of gaining ease in operation,needless ofplasticizers,a clean and efficient route for improving the processability of PVC through stress-induced reactions,fulfilling the idea of“plasticizing PVC by itself”.The experimental results show that during pan-milling at ambienttemperature,within 2-3 min,the microcrystalline structure of PVC becomes indistinct,the grain size of PVC is reducedfrom 130-160 μm to 1-50 μm the molecular weight of PVC is slightly decreased,the variation of molecular weightdistribution is indistinct,the plasticizing time and torque at balance drop a great deal from 71-132 s to 31-33 s and from18.2-22.1 Nm to 14.7-18.4 Nm,respectively,the processability of PVC is markedly improved,and the mechanicalproperties get enhanced too. 展开更多
关键词 Poly(vinyl chloride) Stress-induced reaction Morphological structure processability.
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The influence of intimacy on the ’iterative reactions’ during OX-ZEO process for aromatic production 被引量:6
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作者 Xiaoli Yang Ting Sun +6 位作者 Junguo Ma Xiong Su Ruifeng Wang Yaru Zhang Hongmin Duan Yanqiang Huang Tao Zhang 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2019年第8期60-65,I0003,共7页
The oxide-zeolite process provides a promising way for one-step production of aromatics from syngas,whereas the reasons for the dramatic effect of intimacy between oxide and zeolite in the composite catalyst on the pr... The oxide-zeolite process provides a promising way for one-step production of aromatics from syngas,whereas the reasons for the dramatic effect of intimacy between oxide and zeolite in the composite catalyst on the product selectivity are still unclear. In order to explore the optimal intimacy and the essential influence factors, ZnCrOxcombined with ZSM-5 are employed to prepare the composite catalysts with different distances between the two components by changing the mixing methods. An aromatic selectivity of 74%(with CO conversion to be 16%) is achieved by the composite catalyst when the intimacy is in the range of nanometer. A so-called ‘iterative reactions’ mechanism of intermediates over oxides is then proposed and studied: the intermediate chemical can undergo a hydrogenation reaction on oxide.So the shorter the intermediates stay on oxide, the more of chance for C-C coupling takes place on zeolite to form aromatics. Moreover, the aero-environments of reaction is found to impact on the extent of iterative reaction as well. Therefore, when the intimacy between the two components changes, the extent of iterative reactions vary, resulting in alteration of product distribution. This work provides new insight in understanding the mechanisms during the complex process of OX-ZEO composite catalysis and sheds light to the design of a high-yield catalyst for synthetization of aromatics from syngas. 展开更多
关键词 OX-ZEO process INTIMACY ITERATIVE reactionS reaction aero-environment Diffusion
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Electrochemical and Reaction Bonding Processing of Thick ZrO_2/Al_2O_3 Composite Coatings
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作者 WANGZhou-cheng XIAOPing 《材料热处理学报》 EI CAS CSCD 北大核心 2004年第05B期1068-1071,共4页
A novel technique combining electrophoretic deposition (EPD) and reaction bonding process (RBP) is developed to fabricate thick ZrO2/Al2O3 composite coatings. Mixed organic solvents are used here to make suspension co... A novel technique combining electrophoretic deposition (EPD) and reaction bonding process (RBP) is developed to fabricate thick ZrO2/Al2O3 composite coatings. Mixed organic solvents are used here to make suspension containing yttria stablised zirconia (YSZ) and aluminium (Al). The results show that densely packed green form coatings are deposited using a mixture of ethanol and acetylacetone as suspension medium and ball milling for 48 hours. On subsequent heat treatment, melting and oxidation of aluminium in the green forms promote densification during sintering. By these means, thick, uniform and crack-free ZrtVA^Oa composite coatings have been fabricated on metal substrate. 展开更多
关键词 电泳沉积 复合涂层 ZRO2 AL2O3 RBP
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中药炮制加工过程中美拉德反应的研究进展 被引量:7
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作者 王凯 曲珍妮 +2 位作者 毕钰 石典花 戴衍朋 《中国实验方剂学杂志》 北大核心 2025年第8期268-278,共11页
美拉德反应是由氨基酸、肽、蛋白质等氨基化合物与还原糖、酮、醛等羰基化合物在常温或加热条件下,发生缩合、聚合等一系列复杂反应,最终生成类黑精、芳香化合物等物质的过程。中药的炮制加工常包含加热及添加辅料等工序,为美拉德反应... 美拉德反应是由氨基酸、肽、蛋白质等氨基化合物与还原糖、酮、醛等羰基化合物在常温或加热条件下,发生缩合、聚合等一系列复杂反应,最终生成类黑精、芳香化合物等物质的过程。中药的炮制加工常包含加热及添加辅料等工序,为美拉德反应的发生提供了完备的条件。美拉德反应受温度、pH、水分、底物、反应时间、压力等多种因素影响,中药的不同炮制加工工艺及辅料的加入均会影响反应的进行。美拉德反应涉及多种物质,其中多数产物具有显著生理活性或毒性,影响中药功效和药理作用的发挥,也会产生多种风味物质和褐变产物改变中药的风味色泽。该文对中药炮制过程中的美拉德反应机制、影响因素、相关成分、美拉德反应对中药多方面的影响等多角度进行综述,为中药炮制机制及质量控制的进一步完善提供参考。 展开更多
关键词 美拉德反应 炮制 影响因素 化学成分 功效 中医药 研究进展
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Metallurgical Reaction Characteristic for the Combined Blowing Process of Top-Bottom Blown Oxygen and Bottom Blown Natural Gas
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作者 颜广庭 唐萍 张淑筠 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 1991年第1期50-54,共5页
The experiment was carried out in a combined blowing converter.The natural gas was supplied as the cooling medium for the bottom lance.The blow- ing practice of medium P hot metal (0.30-0.85% [P]) indicated that with ... The experiment was carried out in a combined blowing converter.The natural gas was supplied as the cooling medium for the bottom lance.The blow- ing practice of medium P hot metal (0.30-0.85% [P]) indicated that with better stirring at the bottom of the converter and lower P_(CO),this steelmgking process was favorable to reduce the amount of [C] and [O] and increase the (P_2O_5)/[P]. The maximum rate of dephospborization might be high up to 0.0a5%/min and the P content in steel could be reduced to lower than 0.03% by single slag-forming operation. 展开更多
关键词 combined blowing process metallurgical reaction oxygen blowing
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Implementation of Process Reaction Curve for Tuning of Temperature Control Parameters in a 10 L Stirred Tank Heater
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作者 Yulius Deddy Hermawan 《材料科学与工程(中英文A版)》 2011年第4X期572-577,共6页
关键词 电加热器 温度上升 反应曲线 调整参数 控制参数 搅拌槽 积分时间常数 PID控制
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Effects of reaction parameters on preparation of Cu nanoparticles via aqueous solution reduction method with NaBH_4 被引量:1
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作者 刘清明 周德璧 +2 位作者 Yu-ya YAMAMOTO Kensuke KURUDA Masazumi OKIDO 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2012年第12期2991-2996,共6页
The preparation of Cu nanoparticles by the aqueous solution reduction method was investigated. The effects of different reaction parameters on the preparation of Cu nanoparticles were studied. The optimum conditions f... The preparation of Cu nanoparticles by the aqueous solution reduction method was investigated. The effects of different reaction parameters on the preparation of Cu nanoparticles were studied. The optimum conditions for preparing well-dispersed nanoparticles were found as follows: 0.4 mol/L NaBH4 was added into solution containing 0.2 mol/L Cu2+, 1.0% gelatin dispersant in mass fraction, and 1.2 mol/L NH3?H2O at pH 12 and 313 K. In addition, a series of experiments were performed to discover the reaction process. NH3?H2O was found to be able to modulate the reaction process. At pH=10, Cu2+ was transformed to Cu(NH3)42+ as precursor after the addition of NH3?H2O, and then Cu(NH3)42+ was reduced by NaBH4 solution. At pH=12, Cu2+ was transformed to Cu(OH)2 as precursor after the addition of NH3?H2O, and Cu(OH)2 was then reduced by NaBH4 solution. 展开更多
关键词 Cu nanoparticles NABH4 CU(OH)2 Cu(NH3)42+ aqueous solution reduction method PRECURSOR reaction process
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Mathematical Modeling for Optimizing the Structural Properties of Catalysts Used for Series Multiple Reactions
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作者 Violeta Martínez Farhang Shadman 《Journal of Applied Mathematics and Physics》 2024年第11期3923-3940,共18页
One of the main challenges in the design and operation of catalytic reactors for reactions with multiple paths/steps is the occurrence of undesirable reactions and products. In these cases, two main factors need to be... One of the main challenges in the design and operation of catalytic reactors for reactions with multiple paths/steps is the occurrence of undesirable reactions and products. In these cases, two main factors need to be considered in the reactor performance: the “conversion” of the feed and the “selectivity” of the process, which is the conversion split between the desired and the undesired products. In this work, a comprehensive model is developed and used to assess the impact of pore-size distribution (PSD) on both conversion and selectivity in series catalytic reactions. In particular, the evaluation considers the effects of various combinations of micro- and macro-porosity, the potential advantages of radial variation of the porosity in the catalyst pellets, and the effect of pellet size. Results show that, for series reactions, when the formation of the desired product is followed by an undesirable degradation reaction, higher porosity in pellets, particularly in the micro-range, gives higher overall conversion, but lowers selectivity towards the formation of the desired product. Selectivity in these pellets can be improved by using a non-uniform PSD that provides a radial gradient of effective diffusivity in pellets increasing from the center to the outer pellet surface. The pellet size also has a significant effect, and larger pellets show lower selectivity in most cases. In general, conversion and selectivity trends move in opposite directions with changes in PSD and the pore structural properties of pellets. Therefore, finding the optimum design of pellets is an optimization process that requires process modeling. Consequently, selecting the best catalyst properties involves optimization, and the needed tool is a comprehensive mathematical model that takes into account the details of mass transport and reaction kinetics in the catalyst pellets. Our primary objective has been the development of a flexible mathematical model that would be applicable to a wide range of conditions and can be used as a design tool and an optimization platform. 展开更多
关键词 Series Catalytic reactions process Simulation Pore-Size Distribution SELECTIVITY Non-Uniform Catalyst Pellets
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美拉德模型反应在模拟烟叶烘烤过程中的应用研究
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作者 杨伟平 徐秀娟 +5 位作者 席辉 张文娟 刘珊 崔凯 郭亚龙 杨春强 《轻工学报》 北大核心 2025年第5期91-100,109,共11页
为研究烟叶烘烤过程中美拉德反应的规律及其产物,建立固定含水率和可变含水率这种美拉德模型反应体系;运用紫外-可见光谱及成分分析,证明以吸光度变化表征美拉德反应强度的可行性;利用固定含水率模型反应,研究L-亮氨酸(Leu)、L-苯丙氨酸... 为研究烟叶烘烤过程中美拉德反应的规律及其产物,建立固定含水率和可变含水率这种美拉德模型反应体系;运用紫外-可见光谱及成分分析,证明以吸光度变化表征美拉德反应强度的可行性;利用固定含水率模型反应,研究L-亮氨酸(Leu)、L-苯丙氨酸(Phe)、L-脯氨酸(Pro)在烟叶不同烘烤阶段的美拉德反应规律;借助可变含水率模型反应,考查3种氨基酸在整个烟草烘烤过程中的产物生成情况。结果表明:3种氨基酸在烟叶烘烤过程中的美拉德反应速率快慢依次为Phe>Leu>>Pro,且Phe和Leu的美拉德反应主要发生在烟叶烘烤的干筋期,而Pro在整个烘烤阶段未发生明显的美拉德反应;3种氨基酸在烘烤阶段生成的产物存在明显差异,Leu的产物以异戊基取代的吡嗪类物质为主,Phe的产物以多种芳香醛、酮类物质为主,而Pro未检测到相关产物。因此,建立的模型反应体系可以利用吸光度变化简单、有效地表征不同氨基酸在烟叶烘烤过程中发生美拉德反应的阶段及反应强度,对烟叶烘烤工艺的优化具有重要的应用价值。 展开更多
关键词 美拉德模型反应 烟叶烘烤过程 反应规律 美拉德反应产物 氨基酸
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臭氧氧化提溴工艺技术研究
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作者 王丹 刘泰安 +2 位作者 张心禄 杨树娥 朱春来 《盐科学与化工》 2025年第8期21-24,共4页
文章围绕臭氧氧化提溴工艺技术展开全面系统的研究,通过理论分析、实验研究和经济评估相结合的方法,深入探究了该工艺的技术原理、操作参数优化以及工业化应用潜力。通过实验优化臭氧流量、反应时间和溶液pH值等参数,深入分析溴回收效... 文章围绕臭氧氧化提溴工艺技术展开全面系统的研究,通过理论分析、实验研究和经济评估相结合的方法,深入探究了该工艺的技术原理、操作参数优化以及工业化应用潜力。通过实验优化臭氧流量、反应时间和溶液pH值等参数,深入分析溴回收效率、副产物生成情况。按照工业化溴素产量规模,对初始投资、运行成本、经济效益和环境效益等方面进行测算。结果显示,臭氧氧化提溴工艺具备高效、环保特性,初始投资低,虽运行成本偏高,但如在能源价格较低或氯气价格较高地区实施,具有较好的经济性,长期运行经济效益显著,适合大规模工业化应用。 展开更多
关键词 臭氧氧化 提溴工艺 反应动力学 工艺优化 经济性分析 环境效益
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A superlattice interface and S-scheme heterojunction of Mn_(0.5)Cd_(0.5)S/MnWO_(4)for enhancing photocatalytic H_(2)production
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作者 Yanfeng Zhang Shan Wang 《Chinese Journal of Catalysis》 2025年第4期1-4,共4页
Solar-driven photocatalytic hydrogen production via water splitting is considered as one of the most promising green and sustainable strategies,with the potential to replace traditional fossil fuels[1,2].Generally,thi... Solar-driven photocatalytic hydrogen production via water splitting is considered as one of the most promising green and sustainable strategies,with the potential to replace traditional fossil fuels[1,2].Generally,this photocatalytic reaction process includes the following steps:First,the semiconductor photocatalyst is photoexcited to generate photoinduced excitons on a femtosecond timescale.Next,the photoinduced excitons are separated into photogenerated electrons and holes,occurring within a femtosecond to picosecond timescale.Subsequently,only a small fraction of the photogenerated electrons and holes can overcome kinetic barriers,such as phonon scattering and bulk defects,to migrate to the surface。 展开更多
关键词 photocatalytic reaction process photocatalytic hydrogen SUPERLATTICE water splitting photoinduced excitons HETEROJUNCTION semiconductor photocatalyst photogenerated electrons
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A review on the low temperature water-gas-shift reaction:reaction mechanism,catalyst design,and novel process development
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作者 Jun Li Xiaonan Wang +1 位作者 Sen Yao Xiao Zhang 《Frontiers of Chemical Science and Engineering》 2025年第6期25-42,共18页
The water-gas shift(WGS)reaction plays a pivotal role in various industrial processes,particularly in hydrogen production and carbon monoxide removal.As global energy demands rise and environmental concerns intensify,... The water-gas shift(WGS)reaction plays a pivotal role in various industrial processes,particularly in hydrogen production and carbon monoxide removal.As global energy demands rise and environmental concerns intensify,the development of efficient and sustainable catalysts for the low-temperature WGS(LT-WGS)reaction has gained significant attention.This review focuses on recent advancements in water-gas-shift catalyst design for low-temperature conditions and emerging renewable energy-driven catalytic processes,such as photocatalysis,electrocatalysis,and plasma catalysis for the WGS reaction,which are less commonly explored in existing reviews.We systematically analyze mechanisms studies of LT-WGS,rational catalyst design strategies,and recent frontier advances in the development of highly efficient catalysts.Furthermore,this review provides actionable insights for refining catalyst architectures,enhancing operational efficiency,elucidating reaction pathways,and pioneering hybrid technologies,all contributing to further advancements in this field. 展开更多
关键词 water gas shift hydrogen production supported catalysts reaction mechanism innovative reaction processes
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基于美拉德反应的提高舒适度烟用香精的制备
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作者 李登科 张春涛 +5 位作者 徐睿 王卿兮 沈潇 吴若昕 马立超 冯涛 《香料香精化妆品》 2025年第4期6-12,共7页
以L-阿拉伯糖和氨基酸为反应物,通过美拉德反应制备烟用香精。经筛选,确定甘氨酸与L-阿拉伯糖反应产物的香气适于用作烟用香精。通过单因素和响应面试验分析各指标对棕色化反应程度的影响,得到最佳工艺条件:溶剂(水/丙二醇)体积比为1.43... 以L-阿拉伯糖和氨基酸为反应物,通过美拉德反应制备烟用香精。经筛选,确定甘氨酸与L-阿拉伯糖反应产物的香气适于用作烟用香精。通过单因素和响应面试验分析各指标对棕色化反应程度的影响,得到最佳工艺条件:溶剂(水/丙二醇)体积比为1.43、pH值为4.11、反应时间为3.23 min、反应物(L-阿拉伯糖/氨基酸)质量比为1.49。在此条件下制备的香精用于卷烟加香,能够显著提升卷烟舒适度。 展开更多
关键词 美拉德反应 烟用香精 卷烟舒适度 工艺优化
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