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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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IN SITU PROCESSING OF Al_(2)O_(3) WHISKERS REINFORCED Ti-Al INTERMETALLIC COMPOSITES 被引量:6
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作者 F.Wang Z.K.Fan J.F.Zhu 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2006年第6期432-440,共9页
In situ Al2O3 whiskers reinforced Ti-Al intermetallic composites were fabricated at ~1200℃ by reaction sintering of cold-consolidated fillets consisting mainly of Ti, Al, and different additives. The phases and micro... In situ Al2O3 whiskers reinforced Ti-Al intermetallic composites were fabricated at ~1200℃ by reaction sintering of cold-consolidated fillets consisting mainly of Ti, Al, and different additives. The phases and microstructures of the sintered composites were characterized using X-ray diffraction (XRD) and scanning electron microscopy (SEM) coupled with energy dispersive spectroscopy (EDS). The process of synthesis was investigated using differential thermal analysis (DTA). The effects of processing parameters and additives on the microstructures of the composites and the development of whisker were examined. It is found that the morphology of the whisker is strongly influenced by the additives, the exothermal reaction process, and the processing parameters. 展开更多
关键词 in situ Al2O3 whisker Ti-Al intermetallic composite ADDITIVE 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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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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Progress in Processes and Catalysts for Dehydrogenation of Cyclohexanol to Cyclohexanone 被引量:2
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作者 Jing Gong Shixin Hou +1 位作者 Yue Wang Xinbin Ma 《Transactions of Tianjin University》 EI CAS 2023年第3期196-208,共13页
The dehydrogenation of cyclohexanol to cyclohexanone is a crucial industrial process in the production of caprolactam and adipic acid, both of which serve as important precursors in nylon textiles. This endothermic re... The dehydrogenation of cyclohexanol to cyclohexanone is a crucial industrial process in the production of caprolactam and adipic acid, both of which serve as important precursors in nylon textiles. This endothermic reaction is constrained by thermodynamic equilibrium and involves a complex reaction network, leading to a heightened focus on catalysts and process design. Copper-based catalysts have been extensively studied and exhibit exceptional low-temperature catalytic performance in cyclohexanol dehydrogenation, with some being commercially used in the industry. This paper specifically concentrates on research advancement concerning active species, reaction mechanisms, factors influencing product selectivity, and the deactivation behaviors of copper-based catalysts. Moreover, a brief introduction to the new processes that break thermodynamic equilibrium via reaction coupling and their corresponding catalysts is summarized here as well. These reviews may off er guidance and potential avenues for further investigations into catalysts and processes for cyclohexanol dehydrogenation. 展开更多
关键词 CYCLOHEXANOL DEHYDROGENATION CYCLOHEXANONE Copper-based catalyst Reaction coupling processes
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Facile construction of Bi2Mo3O12@Bi2O2CO3 heterojunctions for enhanced photocatalytic efficiency toward NO removal and study of the conversion process 被引量:1
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作者 Wangchen Huo Tong Cao +5 位作者 Weina Xu Ziyang Guo Xiaoying Liu Hong-Chang Yao Yuxin Zhang Fan Dong 《Chinese Journal of Catalysis》 SCIE EI CAS CSCD 北大核心 2020年第2期268-275,共8页
Charge separation and transformation are some of the key requirements for high-efficiency photocatalysis. The photocatalytic reaction mechanism provides a guideline for the development and commercialization of high-ef... Charge separation and transformation are some of the key requirements for high-efficiency photocatalysis. The photocatalytic reaction mechanism provides a guideline for the development and commercialization of high-efficiency photocatalysts. In this study, we designed and favorably synthesized BMO@BOC heterojunctions via a facile solvothermal route and applied the heat treatment method for application in high-efficiency photocatalytic NO removal. More importantly, both continuous stream and intermittent stream methods with in situ diffuse reflectance infrared Fourier transform spectroscopy were applied to intuitively and dynamically investigate the adsorption process and oxidation process of NO removal over the photocatalyst surface. The intermediate products(NO-, NO2-, and NO2) were explicitly detected in both the adsorption process and oxidation process, whilst the final product(NO3-) appeared only in the oxidation process, owing to the separation, migration, and conversion of photoinduced electron-hole pairs. 展开更多
关键词 HETEROJUNCTION NO removal PHOTOCATALYSIS In situ DRIFTS Reaction process
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The Process of TiB_2-Cu Composite Phase and Structure Formation during Combustion Synthesis
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作者 徐强 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2006年第4期113-116,共4页
The reaction process of combustion synthesis for TiB2 -Cu was investigated in detail using combustion-wave arresting experiment, X-ray diffraction ( XRD ) analysis, SEM analysis and differential thermal analysis ( ... The reaction process of combustion synthesis for TiB2 -Cu was investigated in detail using combustion-wave arresting experiment, X-ray diffraction ( XRD ) analysis, SEM analysis and differential thermal analysis ( DTA ). The XRD analysis results for the different parts of the quenched specimen show that TiCux intermetallic phase firstly forms with the propagation of combustion wave, and then Ti1.87 B50 and Ti3B4 metastable phases come forth due to the diffusion of B atoms and finally the stable TiB2 phase forms because of the continuous diffusion of B atoms. The formation of TiB2 phase is uot completed by one step, but undergoes several transient processes. The process of reaction synthesis for Ti-B-Cu ternary system can be divided into three main stages: melting of Cu and Ti , and the formation of Cu- Ti melt and few TiCux , TiBx intermetallic phases ; large numbers of TiCux intermetallic phases formation and some fine TiB2 particles precipitation ; and the TiB2 particles coarsening and the stable TiB2 and Cu two phases formation in the final product. 展开更多
关键词 combustion synthesis reaction process TiB2 phase combustion-wave arresting experiment
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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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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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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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Ligand Size Effect on PdLn Oxidative Addition with Aryl Bromide: A DFT Study
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作者 孙文晶 储伟 +1 位作者 余良军 江成发 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2010年第2期175-179,I0001,共6页
The process and mechanism of the ligand volume controlled Pd(PR3)2 (PR3=PH3, PMe3, and PtBu3) oxidative addition with aryl bromide were investigated, using density functional theory method with the conductor-like ... The process and mechanism of the ligand volume controlled Pd(PR3)2 (PR3=PH3, PMe3, and PtBu3) oxidative addition with aryl bromide were investigated, using density functional theory method with the conductor-like screening model. Association pathway and dissocia-tion pathway were investigated by the comparison of several energies. The cleavage energy of Pd(PR3)2 complex was calculated, as well as the oxidative addition reaction barrier energy of Pd(PR3)n (n=1,2) with aryl bromide in N,N-dimethylformamide solvent. This study proved that the ligands volume possessed a great impact on the mechanism of oxidative addition: less bulky ligand palladium associated with aryl bromide via two donor ligands,but larger bulky ligand palladium coordinated via monoligand. 展开更多
关键词 process simulation Ligand size effect Oxidative addition Cross-coupling reaction DFT method
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Progress and challenges of carbon-fueled solid oxide fuel cells anode 被引量:10
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作者 Minjian Ma Xiaoxia Yang +3 位作者 Jinshuo Qiao Wang Sun Zhenhua Wang Kening Sun 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2021年第5期209-222,共14页
Carbon-fueled solid oxide fuel cells(CF-SOFCs)can electrochemically convert the chemical energy in carbon into electricity,which demonstrate both superior electrical efficiency and fuel utilisation compared to all oth... Carbon-fueled solid oxide fuel cells(CF-SOFCs)can electrochemically convert the chemical energy in carbon into electricity,which demonstrate both superior electrical efficiency and fuel utilisation compared to all other types of fuel cells.However,using solid carbon as the fuel of SOFCs also faces some challenges,the fluid mobility and reactive activity of carbon-based fuels are much lower than those of gaseous fuels.Therefore,the anode reaction kinetics plays a crucial role in determining the electrochemical performance of CF-SOFCs.Herein,the progress of various anodes in CF-SOFCs is reviewed from the perspective of material compositions,electrochemical performance and microstructures.Challenges faced in developing high performance anodes for CF-SOFCs are also discussed. 展开更多
关键词 CARBON Anodes Solid oxide fuel cells Energy conversion Reaction processes
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Preparation and sintering properties of zirconia-mullite-corundum composites using fly ash and zircon 被引量:16
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作者 马北越 厉英 +1 位作者 崔绍刚 翟玉春 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2010年第12期2331-2335,共5页
Zirconia-mullite-corundum composites were successfully prepared from fly ash,zircon and alumina powder by a reaction sintering process.The phase and microstructure evolutions of the composite synthesized at desired te... Zirconia-mullite-corundum composites were successfully prepared from fly ash,zircon and alumina powder by a reaction sintering process.The phase and microstructure evolutions of the composite synthesized at desired temperatures of 1 400,1 500 and 1 600°C for 4 h were characterized by X-ray diffractometry and scanning electronic microscopy,respectively.The influences of sintering temperature on shrinkage ratio,apparent porosity and bulk density of the synthesized composite were investigated.The formation process of the composites was discussed in detail.The results show that the zirconia-mullite-corundum composites with good sintering properties can be prepared at 1 600°C for 4 h.Zirconia particles can be homogeneously distributed in mullite matrix,and the zirconia particles are around 5μm.The formation process of zirconia-mullite-corundum composites consists of decomposition of zircon and mullitization process. 展开更多
关键词 zirconia MULLITE sintering properties reaction sintering process fly ash ZIRCON
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Self-assembled synthesis of oxygen-doped g-C3N4 nanotubes in enhancement of visible-light photocatalytic hydrogen 被引量:8
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作者 Yizeng Zhang Zhiwu Chen +2 位作者 Jinliang Li Zhenya Lu Xin Wang 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2021年第3期36-44,共9页
Currently,photocatalytic water splitting is regarded as promising technology in renewable energy generation.However,the conversion efficiency suffers great restriction due to the rapid recombination of charge carriers... Currently,photocatalytic water splitting is regarded as promising technology in renewable energy generation.However,the conversion efficiency suffers great restriction due to the rapid recombination of charge carriers.Rational designed the structure and doping elements become important alternative routes to improve the performance of photocatalyst.In this work,we rational designed oxygen-doped graphitic carbon nitride(OCN)nanotubes derived from supermolecular intermediates for photocata lytic water splitting.The as prepared OCN nanotubes exhibit an outstanding hydrogen evolution rate of 73.84μmol h^(-1),outperforming the most of reported one dimensional(1D)g-C_(3)N_(4) previously.Due to the rational oxygen doping,the band structure of g-C_(3)N_(4) is meliorated,which can narrow the band gap and reduce the recombination rate of photogene rated carriers.Furthermore,the hollow nanotube structure of OCN also provide multiple diffuse reflection during photocata lytic reaction,which can significantly promote the utilization capacity of visible light and enhance the photocatalytic water splitting performance.It is believed that our work not only rationally controls the nanostructure,but also introduces useful heteroatom into the matrix of photocatalyst,which provides an effective way to design high-efficiency g-C_(3)N_(4) photocatalyst. 展开更多
关键词 Graphitic carbon nitride Oxygen-doped NANOTUBE Photocatalytic water splitting Reaction process
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Advanced oxidation technology for H_2S odor gas using non-thermal plasma 被引量:5
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作者 Tao ZHU Ruonan WANG +2 位作者 Wenjing BIAN Yang CHEN Weidong JING 《Plasma Science and Technology》 SCIE EI CAS CSCD 2018年第5期45-50,共6页
Non-thermal plasma technology is a new type of odor treatment processing.We deal with H2Sfrom waste gas emission using non-thermal plasma generated by dielectric barrier discharge.On the basis of two criteria,removal ... Non-thermal plasma technology is a new type of odor treatment processing.We deal with H2Sfrom waste gas emission using non-thermal plasma generated by dielectric barrier discharge.On the basis of two criteria,removal efficiency and absolute removal amount,we deeply investigate the changes in electrical parameters and process parameters,and the reaction process of the influence of ozone on H2S gas removal.The experimental results show that H2S removal efficiency is proportional to the voltage,frequency,power,residence time and energy efficiency,while it is inversely proportional to the initial concentration of H2S gas,and ozone concentration.This study lays the foundations of non-thermal plasma technology for further commercial application. 展开更多
关键词 PLASMA ODOR dielectric barrier discharge absolute removal amount oxidation reaction process removal efficiency
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Reaction mechanism of roasting Zn_2SiO_4 using NaOH 被引量:4
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作者 Xiao-yi SHEN Hong-mei SHAO +3 位作者 Hui-min GU Bing CHEN Yu-chun ZHAI Pei-hua MA 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2018年第9期1878-1886,共9页
The reaction kinetics of roasting zinc silicate using NaOH was investigated.The orthogonal test was employed to optimize the reaction conditions and the optimized reaction conditions were as follows:molar ratio of NaO... The reaction kinetics of roasting zinc silicate using NaOH was investigated.The orthogonal test was employed to optimize the reaction conditions and the optimized reaction conditions were as follows:molar ratio of NaOH to Zn2SiO4 of 16:1,reaction temperature of 550°C,and reaction time of 2.5 h.In order to ascertain the phases transformation and reaction processes of zinc oxide and silica,the XRD phase analysis was used to analyze the phases of these specimens roasted at different temperatures.The final phases of the specimen roasted at 600°C were Na2ZnO2,Na4SiO4,Na2ZnSiO4 and NaOH.The reaction kinetic equation of roasting was determined by the shrinking unreacted core model.Aiming to investigate the reaction mechanism,two control models of reaction rate were applied:chemical reaction at the particle surface and diffusion through the product layer.The results indicated that the diffusion through the product layer model described the reaction process well.The apparent activation energy of the roasting was 19.77 kJ/mol. 展开更多
关键词 reaction mechanism KINETICS Zn2SiO4 NaOH roasting reaction process phase transformation
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Anion intercalated layered-double-hydroxide structure for efficient photocatalytic NO remove 被引量:4
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作者 Wangchen Huo Tong Cao +4 位作者 Xiaoying Liu Weina Xu Biqin Dong Yuxin Zhang Fan Dong 《Green Energy & Environment》 SCIE CSCD 2019年第3期270-277,共8页
Due to the easily controllable interlayer anions,metal cation composition proportion and thickness,which is beneficial to modify surface chemical state and tune bandgap,layered double hydroxides(LDHs)have great promis... Due to the easily controllable interlayer anions,metal cation composition proportion and thickness,which is beneficial to modify surface chemical state and tune bandgap,layered double hydroxides(LDHs)have great promising potential for photocatalytic applications.In this study,we have successfully synthesized the ZnAl–LDH intercalated the single anion between ZnAl cationic interlayer without anionic impurities by using a facile calcining and reconstructing routes.The electron structure and surface chemical state of the prepared products have been investigated by combining the DFT calculation and experimental characterization methods.UV–vis DRS was used to certify the light absorption of the prepared products,and we performed the DFT calculation to demonstrate the density of state and activation of reactant.These results suggested that the ZnAl–LDH–CO3 possessed the more proper band structure and superior ability to activate NO and O2 for accelerating the photocatalytic NO oxidation activity.Moreover,the in situ DRIFTS with dynamically monitoring intermediates and products over the ZnAl–LDH–CO3 was adopted to declare the photocatalytic NO oxidized process during the photocatalytic reaction process.This work illustrated the influence of different interlayer anions to the electron structure and surface chemical state of ZnAl–LDH structure through the experimental verification combined DFT calculation and the photocatalytic NO oxidized process via in situ DRIFTS analyzing,which would provide a novel way to design and fabricate the efficient photocatalysis,and understand the reaction process. 展开更多
关键词 Photocatalytic NO oxidation ZnAl-LDH Reaction process and mechanism In situ DRIFTS DFT calculation
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Preparation of Cu nanoparticles with NaBH_4 by aqueous reduction method 被引量:3
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作者 LIU Qing-ming ZHOU De-bi +2 位作者 Yuya YAMAMOTO Ryoichi ICHINO Masazumi OKIDO 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2012年第1期117-123,共7页
Cu nanoparticles were prepared by reducing Cu2+ ions with NaBH4 in alkaline solution. The effects of NaBH4 concentration and dripping rate on the formation of Cu nanoparticles were studied. The optimum conditions are... Cu nanoparticles were prepared by reducing Cu2+ ions with NaBH4 in alkaline solution. The effects of NaBH4 concentration and dripping rate on the formation of Cu nanoparticles were studied. The optimum conditions are found to be 0.2 mol/L Cu2+, solution with pH=12, temperature of 313 K and 1% gelatin as dispersant, to which 0.4 mol/L NaBH4 is added at a dripping rate of 50 mL/min. NH3-H2O is found to be the optimal complexant to form the Cu precursor. A series experiments were conducted to study the reaction process at different time points. 展开更多
关键词 Cu nanoparticles aqueous reduction method PRECURSOR reaction process
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Fabrication of an r-Al_2Ti intermetallic matrix composite reinforced with α-Al_2O_3 ceramic by discontinuous mechanical milling for thermite reaction 被引量:1
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作者 A.Mosleh M.Ehteshamzadeh R.Taherzadeh Mousavian 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2014年第10期1037-1043,共7页
In this study, a powder mixture with an Al/TiO2 molar ratio of 10/3 was used to form an r-Al2Ti intermetallic matrix composite (IMC) reinforced with α-Al2O3 ceramic by a novel milling technique, called discontinuou... In this study, a powder mixture with an Al/TiO2 molar ratio of 10/3 was used to form an r-Al2Ti intermetallic matrix composite (IMC) reinforced with α-Al2O3 ceramic by a novel milling technique, called discontinuous mechanical milling (DMM) instead of milling and ignition of the produced thermite. The results of energy dispersive X-ray spectroscopy (EDX) and X-ray diffraction (XRD) of samples with varying milling time indicate that this fabrication process requires considerable mechanical energy. It is shown that Al2Ti-α-Al2O3 IMC with small grain size was produced by DMM after 15 h of ball milling. Peaks for γ-TLA1 as well as Al2Ti and Al2O3 are observed in XRD patterns after DMM followed by heat treatment. The microhardness of the DMM-treated composite produced after heat treatment was higher than Hv 700. 展开更多
关键词 composite materials INTERMETALLICS ALUMINA titanium aluminide ball milling thermite reaction process
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