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Development and application of an intelligent thermal state monitoring system for sintering machine tails based on CNN-LSTM hybrid neural networks 被引量:1
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作者 Da-lin Xiong Xin-yu Zhang +3 位作者 Zheng-wei Yu Xue-feng Zhang Hong-ming Long Liang-jun Chen 《Journal of Iron and Steel Research International》 2025年第1期52-63,共12页
Real-time prediction and precise control of sinter quality are pivotal for energy saving,cost reduction,quality improvement and efficiency enhancement in the ironmaking process.To advance,the accuracy and comprehensiv... Real-time prediction and precise control of sinter quality are pivotal for energy saving,cost reduction,quality improvement and efficiency enhancement in the ironmaking process.To advance,the accuracy and comprehensiveness of sinter quality prediction,an intelligent flare monitoring system for sintering machine tails that combines hybrid neural networks integrating convolutional neural network with long short-term memory(CNN-LSTM)networks was proposed.The system utilized a high-temperature thermal imager for image acquisition at the sintering machine tail and employed a zone-triggered method to accurately capture dynamic feature images under challenging conditions of high-temperature,high dust,and occlusion.The feature images were then segmented through a triple-iteration multi-thresholding approach based on the maximum between-class variance method to minimize detail loss during the segmentation process.Leveraging the advantages of CNN and LSTM networks in capturing temporal and spatial information,a comprehensive model for sinter quality prediction was constructed,with inputs including the proportion of combustion layer,porosity rate,temperature distribution,and image features obtained from the convolutional neural network,and outputs comprising quality indicators such as underburning index,uniformity index,and FeO content of the sinter.The accuracy is notably increased,achieving a 95.8%hit rate within an error margin of±1.0.After the system is applied,the average qualified rate of FeO content increases from 87.24%to 89.99%,representing an improvement of 2.75%.The average monthly solid fuel consumption is reduced from 49.75 to 46.44 kg/t,leading to a 6.65%reduction and underscoring significant energy saving and cost reduction effects. 展开更多
关键词 Sinter quality Convolutional neural network Long short-term memory Image segmentation FeO prediction
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Aging Dynamics in Polymer Powder Bed Fusion Systems:The Case of Selective Laser Sintering
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作者 Bruno Alexandre de Sousa Alves Dimitrios Kontziampasis Abdel-Hamid Soliman 《Additive Manufacturing Frontiers》 2025年第2期156-166,共11页
Additive manufacturing(AM)is an advanced production method for layer-by-layer fabrication,offering a paradigm shift in manufacturing.However,the sustainability of AM processes is poor,since suppliers recommend reusing... Additive manufacturing(AM)is an advanced production method for layer-by-layer fabrication,offering a paradigm shift in manufacturing.However,the sustainability of AM processes is poor,since suppliers recommend reusing 50%-70%of reprocessed powder,contributing to a significant increase in material disposal.To explore the possibility of fully reusing the polymeric material,we conduct a comprehensive characterisation of the powder particulates,in combination with analysis of the final prints.Utilizing optical and scanning electron microscopes,we statistically evaluate the size,morphology,and shape of the particles.Furthermore,tensile strength and deformation of printed bars is evaluated,showcasing the impact of aging on the print properties.The findings reveal that consecutive reuse of used powder significantly influences dimensional accuracy of the printed parts.We detect a 30.63%relative value of shrinkage after six printing iterations,which corresponds to an absolute shrinkage increase by 0.98%.This is significant considering the standard shrinkage for the material used is already 3.2%.Additionally,parts that are printed with reused material exhibit a small increase in elongation at yield,as well as an unexpected rise in tensile strength.Significant agglomeration of small particles is observed in the aged powder,since there are particles of less than 10μm,which are not found in the virgin powder.These results contribute to a better understanding of the issues related to the reusing of aged material,and offer invaluable insights for mitigating the environmental impact that is associated with material disposal in AM. 展开更多
关键词 Additive manufacturing 3D printing Powder bed fusion Selective laser sintering POLYMERS SUSTAINABILITY RECYCLING
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Removal mechanism of zinc in pre-reductive sintering process
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作者 Wei Lv Min Gan Xiao-Hui Fan 《Journal of Iron and Steel Research International》 2026年第3期366-374,共9页
In recent years,an increase in the content of Zn,the impurity element,in ironmaking raw materials has led to the deterioration of iron-bearing resources and has introduced new challenges to sintering dezincification.A... In recent years,an increase in the content of Zn,the impurity element,in ironmaking raw materials has led to the deterioration of iron-bearing resources and has introduced new challenges to sintering dezincification.A thorough understanding of the reaction behavior of Zn during the sintering process can form a theoretical foundation for the development of efficient dezincification technology.Therefore,the reaction behavior of Zn was investigated under different temperatures and atmospheres using thermodynamic calculations and experimental simulations,and the phase transformation of Zn in each pre-reductive sintering zone was investigated.The results showed that Zn-containing materials were mainly converted into ZnO when the temperature reached 700℃,and ZnO began to combine with Fe_(2)O_(3)to form ZnFe_(2)O_(4)at approximately 800℃.At low CO concentration,ZnFe_(2)O_(4)was stable,while ZnO combined with iron oxide to form Fe_(0.85-x)Zn_(x)O in a strong reduction atmosphere.ZnFe_(2)O_(4)could also be converted into Fe_(0.85-x)Zn_(x)O and FeO.A part of Zn was converted to elemental Zn,which was volatilized and removed into the gas phase above 1000℃.Therefore,the feasibility of dezincification via pre-reductive sintering was confirmed.At the coke ratio of 18.0 wt.%of the sintering material,the Zn removal rate reached 62.3 wt.%. 展开更多
关键词 Zinc removal DEZINCIFICATION Iron ore sintering Pre-reductive sintering Thermodynamic equilibrium Reaction behavior Phase transformation
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Effect of sintering temperature on microstructure and mechanical properties of 95W-HEA alloys
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作者 Shi-dong XIE Liang-liang TANG +2 位作者 Bo-hua DUAN Zhuang-zhi WU De-zhi WANG 《Transactions of Nonferrous Metals Society of China》 2026年第2期538-551,共14页
The use of high entropy alloy as a binder for tungsten heavy alloys offers potential advantages.The 95W-5CoCrFeMnNi alloys(95W-HEAs)were prepared via powder metallurgy at sintering temperatures of 1400−1550℃.The micr... The use of high entropy alloy as a binder for tungsten heavy alloys offers potential advantages.The 95W-5CoCrFeMnNi alloys(95W-HEAs)were prepared via powder metallurgy at sintering temperatures of 1400−1550℃.The microstructure analysis revealed that the tungsten phase in 95W-HEAs exhibited a nearly spherical morphology in the HEA binder matrix and the formation of a Cr−Mn oxide mixed phase was observed.The sintering temperature exerted a significant influence on the relative density,grain size,W−W contiguity,and mechanical properties of the alloys.The optimal performance was achieved when sintering at 1450℃,yielding a relative density of 96.61%,a W−W contiguity of 0.528,an average grain size of 18.97μm,a compressive strength of 2234.82 MPa,and a hardness of HV 400.6.The activation energy for the diffusion of tungsten in the liquid phase formed by HEA binder was calculated to be 354.514 kJ/mol,highlighting its role in controlling grain growth. 展开更多
关键词 tungsten heavy alloys high entropy alloy binder sintering temperature DENSIFICATION mechanical properties
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Advancements in titanium nanocomposites:Microstructure and fretting wear resistance via spark plasma sintering
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作者 Basant Lal Abhijit Dey 《International Journal of Minerals,Metallurgy and Materials》 2026年第1期265-281,共17页
This study investigated enhancing the wear resistance of Ti6Al4V alloys for medical applications by incorporating Ti C nanoreinforcements using advanced spark plasma sintering(SPS). The addition of up to 2.5wt% Ti C s... This study investigated enhancing the wear resistance of Ti6Al4V alloys for medical applications by incorporating Ti C nanoreinforcements using advanced spark plasma sintering(SPS). The addition of up to 2.5wt% Ti C significantly improved the mechanical properties, including a notable 18.2% increase in hardness(HV 332). Fretting wear tests against 316L stainless steel(SS316L) balls demonstrated a 20wt%–22wt% reduction in wear volume in the Ti6Al4V/Ti C composites compared with the monolithic alloy. Microstructural analysis revealed that Ti C reinforcement controlled the grain orientation and reduced the β-phase content, which contributed to enhanced mechanical properties. The monolithic alloy exhibited a Widmanstätten lamellar microstructure, while increasing the Ti C content modified the wear mechanisms from ploughing and adhesion(0–0.5wt%) to pitting and abrasion(1wt%–2.5wt%). At higher reinforcement levels, the formation of a robust oxide layer through tribo-oxide treatment effectively reduced the wear volume by minimizing the abrasive effects and plastic deformation. This study highlights the potential of SPS-mediated Ti C reinforcement as a transformative approach for improving the performance of Ti6Al4V alloys, paving the way for advanced medical applications. 展开更多
关键词 Ti6Al4V alloy TiC particle MICROSTRUCTURE wear mechanism spark plasma sintering
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Unlocking the potential of polyester-polymer:Assisting cold sintering of insoluble ceramics
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作者 Yue Hu Quan Jin +2 位作者 Tiangang Ma Jian Qi Ke Wang 《Nano Materials Science》 2026年第1期69-77,共9页
The cold sintering process(CSP)is a green and innovative method of material densification at low temperatures(<350°C).The traditional CSP entails the addition of liquid phases as a solvent to achieve material ... The cold sintering process(CSP)is a green and innovative method of material densification at low temperatures(<350°C).The traditional CSP entails the addition of liquid phases as a solvent to achieve material densification through the dissolution-precipitation mechanism.However,it is difficult to realize for materials with low solubility.To address this challenge,a universal cold sintering method without the addition of liquid phases has been proposed in this work.The addition of a special polyester-polymer assisted the densification of insoluble ceramics,and hydroxyapatite(HA)and Al_(2)O_(3)were successfully sintered below 100°C,achieving 95-100%densities in a short time(5-20 min).This achievement can be attributed to the low glass transition temperature and the abundance of active sites(C=O)of the polyester-polymer.The denser ceramics exhibited enhanced mechanical properties,with the compression strength of polymer-assisted CSP HA increasing by 147.3%compared to the nanoparticles.Additionally,serving as an advanced bone substitute material,HA underwent quantitative analysis using the CCK-8 method and assessed the impact of polymer presence on cell proliferation and cytotoxicity.Meanwhile,a tight bonding between the polymer and ceramic materials was achieved during CSP,providing a generalized method for designing multifunctional ceramic-polymer. 展开更多
关键词 Cold sintering process Insoluble ceramic Polyester-polymer Rapid densification
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Study on pollutant reduction effect and environmental benefits of ultra-low emission retrofit of iron and steel sintering process:A case study of a steel group in Gansu province
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作者 Yuhao Zhang Peiqiang Zhao +5 位作者 Mingli Li Xinglin Zhang Zewei Liu Dahai Yan Chao Chen Wei Fang 《Chinese Journal of Chemical Engineering》 2026年第1期220-229,共10页
Iron and steel industry is one of the main sources of air pollution emissions in China.The sintering process is an important link in the blast furnace ironmaking process,but it is also accompanied by a large number of... Iron and steel industry is one of the main sources of air pollution emissions in China.The sintering process is an important link in the blast furnace ironmaking process,but it is also accompanied by a large number of pollutants.Under the background of ultra-low emissions,iron and steel enterprises urgently need to upgrade their existing processes to address the existing process in practical application problems.In this study,a steel group in Gansu Province was taken as an example.By comparing and analyzing the pollutant emission characteristics before and after the ultra-low emission retrofit,the collaborative control effect of the combined process on SO_(2),NO_(x),particulate matter,and dioxins after the new retrofit was systematically evaluated.The results show that after the retrofit,the concentrations of particulate matter,SO_(2) and NO_(x) have dropped to near-zero levels,and the dioxin removal efficiency has reached 98.87%,with all indicators being better than the national ultra-low emission standards.The study confirms that the optimal combination of multi-pollutant collaborative treatment technologies is the key to achieving efficient emission reduction,among which selective catalytic reduction technology has a particularly significant synergistic removal effect on NO_(x) and dioxins.This study provides an important technical reference and practical basis for the ultra-low emission retrofit of the steel industry,and has important guiding significance for promoting the green retrofit of the industry.Its ultra-low emission retrofit is of great significance for achieving green and low-carbon development. 展开更多
关键词 Ultra-low emission Collaborative governance sintering process Emission reduction effect
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Effect of hydrogen-rich gas injection on sintering behavior in thick beds:mechanistic insights and analysis
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作者 Rui Wang Chao Fang +7 位作者 Wang-Ping Wu Jun-Jie Zeng Yu-Xiao Xue Ming-Rui Yang Yang You Wen-Hao Yu Jian Xu Xue-Wei Lv 《Journal of Iron and Steel Research International》 2026年第1期180-192,共13页
Coke oven gas(COG)and natural gas(NG),both high-calorific by-products derived from the steel industry,have gained prominence as alternative fuels in the sintering process,thereby supporting dual objectives of emission... Coke oven gas(COG)and natural gas(NG),both high-calorific by-products derived from the steel industry,have gained prominence as alternative fuels in the sintering process,thereby supporting dual objectives of emission reduction and carbon neutrality.While existing research on hydrogen-rich gas injection has predominantly concentrated on conventional thin-bed sintering,investigations into its application within thick-bed sintering remain comparatively scarce.Thick-bed sintering,recognized for enhancing energy efficiency and increasing sinter output,encounters challenges such as uneven heat distribution and diminished permeability,which can negatively impact process efficiency and product quality.To address these issues,sinter pot experiments were conducted to assess the effects of NG and COG injection on thick-bed sintering performance.Findings reveal that NG injection in thick beds mirrors the behavior observed in conventional thin-bed sintering,effectively optimizing the process and achieving a carbon reduction potential exceeding 10%.In contrast,COG injection in thick-bed conditions demonstrates notable differences,substantially lowering the solid fuel consumption rate but detrimentally affecting sinter strength and overall production.However,by optimizing the timing of COG injection,it is feasible to improve sinter yield while concurrently reducing solid fuel usage.These outcomes provide valuable insights for the advancement of gas injection technologies in thick-bed sintering,thereby contributing to energy conservation and emission mitigation efforts within the sintering industry. 展开更多
关键词 Hydrogen-rich gas Iron ore sintering Thick bed CO_(2)emission reduction Fuel consumption reduction
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Reaction behavior of ferric oxide in system Fe_2O_3-SiO_2-Al_2O_3 during reductive sintering process 被引量:7
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作者 周秋生 李闯 +3 位作者 李小斌 彭志宏 刘桂华 齐天贵 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2016年第3期842-848,共7页
Pure compounds and kaolin were employed to investigate the reaction behavior of ferric oxide in thetrinarysystem Fe2O3?SiO2?Al2O3 during reductive sintering process. The thermodynamic analyses and reductive sintering ... Pure compounds and kaolin were employed to investigate the reaction behavior of ferric oxide in thetrinarysystem Fe2O3?SiO2?Al2O3 during reductive sintering process. The thermodynamic analyses and reductive sintering experimental results show that ferrous oxide generated from the reduction of ferric oxide by carbon can react with silicon dioxide and aluminum oxide to form ferrous silicate and hercynite at 1173 K, respectively. In the trinary system Fe2O3?SiO2?Al2O3, ferrous oxide obtained from ferric oxide reduction preferentially reacts with aluminum oxide to form hercynite, and the reaction of ferrous oxide with silicon dioxide occurs only when there is surplus ferrous oxide after the exhaustion of aluminum oxide. When sintering temperature rises to 1473 K, hercynite further reacts with silicon dioxide to form mullite and ferrous oxide. Results presented in this work may throw a new light upon the separation of alumina and silica present in Al/Fe-bearing materials with low mass ratio of alumina to silica in alumina production. 展开更多
关键词 reductive sintering ferric oxide ferrous silicate HERCYNITE MULLITE KAOLIN
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SOFTWARE SYSTEM FOR SELECTIVE LASER SINTERING
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作者 高立群 朱力群 +2 位作者 唐亚新 黄因慧 余承业 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 1997年第1期53-57,共5页
The advent of rapid prototyping & manufacturing techniques represents a major breakthrough in production engineering. This paper is concerned with the software system aspects of the selective laser sintering (SL... The advent of rapid prototyping & manufacturing techniques represents a major breakthrough in production engineering. This paper is concerned with the software system aspects of the selective laser sintering (SLS),i.e.the issues that deal with an external geometric CAD model to automatically control the physical layering fabrication process as directly as possible ,regardless of the source of the model. The general issues are described and some key methods are given in this paper. 展开更多
关键词 CAD program systems rapid prototyping & manufacturing selective laser sintering
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Low-field magnetoresistance of (1-x)La_(0.6)Dy_(0.1)Sr_(0.3)MnO_3/0.5x (Sb_2O_3) composite system under different sintering temperatures of matrix 被引量:7
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作者 Yang, Jie Yan, Guoqing +4 位作者 Wang, Guiying Tang, Yonggang Song, Qixiang Zhang, Mingyu Peng, Zhensheng 《Rare Metals》 SCIE EI CAS CSCD 2012年第3期276-280,共5页
A series of (1-x)La0.6Dy0.1Sr0.3MnO3/0.5x(Sb2O3)(x=0.15) samples were prepared by the solid-state reaction method, and the influence of sintering temperature of the matrix on low-field magnetoresistance of (1-x)La0.6D... A series of (1-x)La0.6Dy0.1Sr0.3MnO3/0.5x(Sb2O3)(x=0.15) samples were prepared by the solid-state reaction method, and the influence of sintering temperature of the matrix on low-field magnetoresistance of (1-x)La0.6Dy0.1Sr0.3MnO3/0.5x (Sb2O3) was studied through the measurements of X-ray diffraction (XRD) patterns, scanning electron microscope (SEM) image, resistivity-temperature (ρ-T) curves, and magnetoresistance-temperature (MR-T) curves. The results indicate that for the samples with low sintering temperature of the matrix, lowfield magnetoresistance effect appears on the whole temperature range and can be explained by grain boundary effect; for the sample with high sintering temperature of the matrix, intrinsic magnetoresistance peak appears on the high-temperature range, low-field magnetore-sistance effect appears on low temperature range, and the magnetoresistance in the magnetic field of 0.2 T and on the comparatively large temperature range between 280 K and 225 K hardly changes with temperature and remains at 4.8%, which can be explained by the competition between the intrinsic magnetoresistance induced by double-exchange function inside grains and the tunneling magnetoresis-tance (TMR) induced by grain boundary effect. The temperature stability of magnetoresistance is beneficial to the practical applications of MR. 展开更多
关键词 low-field magnetoresistance two-phase composite sintering temperature of the matrix perovskite manganite
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Adaptive prediction system of sintering through point based on self-organize artificial neural network 被引量:5
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作者 冯其明 李 桃 +1 位作者 范晓慧 姜 涛 《中国有色金属学会会刊:英文版》 CSCD 2000年第6期804-807,共4页
A soft sensing method of burning through point (BTP) was described and a new predictive parameter—the mathematics inflexion point of waste gas temperature curve in the middle of the strand was proposed. The artificia... A soft sensing method of burning through point (BTP) was described and a new predictive parameter—the mathematics inflexion point of waste gas temperature curve in the middle of the strand was proposed. The artificial neural network was used in predicting BTP, modification on backpropagation algorithm was made in order to improve the convergence and self organize the hidden layer neurons. The adaptive prediction system developed on these techniques shows its characters such as fast, accuracy, less dependence on production data. The prediction of BTP can be used as operation guidance or control parameter.[ 展开更多
关键词 sintering process BURNING through POINT prediction artificial NEURAL network BP algorith
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Mineral transition and formation mechanism of calcium aluminate compounds in CaO-Al2O3-Na2O system during high-temperature sintering 被引量:3
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作者 Hai-yan Yu Xiao-lin Pan +1 位作者 Yong-pan Tian Gan-feng Tu 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2020年第7期924-932,共9页
The mineral transition and formation mechanism of calcium aluminate compounds in CaO-Al2O3-Na2O system during the hightemperature sintering process were systematically investigated using DSC-TG,XRD,SEM-EDS,FTIR,and Ra... The mineral transition and formation mechanism of calcium aluminate compounds in CaO-Al2O3-Na2O system during the hightemperature sintering process were systematically investigated using DSC-TG,XRD,SEM-EDS,FTIR,and Raman spectra,and the crystal structure of Na4Ca3(AlO2)10 was also simulated by Material Studio software.The results indicated that the minerals formed during the sintering process included Na4Ca3(AlO2)10,CaO·Al2O3,and 12 CaO·7 Al2O3,and the content of Na4Ca3(AlO2)10 could reach 92 wt%when sintered at 1200°C for 30 min.The main formation stage of Na4Ca3(AlO2)10 occurred at temperatures from 970 to 1100°C,and the content could reach82 wt%when the reaction temperature increased to 1100°C.The crystal system of Na4Ca3(AlO2)10 was tetragonal,and the cells preferred to grow along crystal planes(110)and(210).The formation of Na4Ca3(AlO2)10 was an exothermic reaction that followed a secondary reaction model,and its activation energy was 223.97 kJ/mol. 展开更多
关键词 calcium aluminate sodium oxide crystal structure formation kinetics sintering
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Sintering,crystallization and dielectric properties of CaO-B_2O_3-SiO_2 system glass ceramics 被引量:3
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作者 戴斌 朱海奎 +2 位作者 周洪庆 许贵军 岳振星 《Journal of Central South University》 SCIE EI CAS 2012年第8期2101-2106,共6页
CaO-B203-SiO2 (CBS) glass powders are prepared by conventional glass melting method at different melting temperatures whose properties and microstructures are characterized by X-ray diffraction (XRD) and scanning ... CaO-B203-SiO2 (CBS) glass powders are prepared by conventional glass melting method at different melting temperatures whose properties and microstructures are characterized by X-ray diffraction (XRD) and scanning electron microscopy (SEM). It is found that there are SiO2 and some unknown phases in CBS glass melting liquid from 1 300 ℃ to 1 500 ℃ and the amount of these phases decreases with the increase of the melting temperature. The CBS glass melted at 1 450 ℃ could be sintered from 830 ℃ to 930 ℃ and the bulk densities of the samples are all higher than 2.4 g/cm^3. From the points of the properties and energy conservation, the melting temperature of 1 450 ℃ is the optimal melting temperature. The glass ceramic sintered at 850 ℃ exhibits better dielectric properties: er=6.33, tan6=2.2×10^-3 at 10 GHz, and the major phases of the samples are CaSiO3, CaB2O4 and SiO2. 展开更多
关键词 glass ceramics CAO-B2O3-SIO2 sintering dielectric properties microstructure
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Research and Application of Expert System Skeleton for Controlling Sintering Process 被引量:2
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作者 LONG Hong-ming FAN Xiao-hui +1 位作者 JIANG Tao DAI Lin-qing 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2008年第5期6-8,共3页
An expert system skeleton tool of sintering process was constructed using object-oriented method, which can actualize two functions, i. e. , the shell function and the program function. The skeleton tool offered a pla... An expert system skeleton tool of sintering process was constructed using object-oriented method, which can actualize two functions, i. e. , the shell function and the program function. The skeleton tool offered a platform to build a prototype system, to program class code, and to develop the expert system. Four branch expert systems were developed using the skeleton tool including the control of chemical composition, the control of sintering process state, the control of expended energy, and the diagnosis of abnormity. It is found that the performance of all systems is satisfactory in practice. 展开更多
关键词 sintering process expert system skeleton tool knowledge base illation engine
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Formation kinetics and transition mechanism of CaO·SiO2 in low-calcium system during high-temperature sintering 被引量:2
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作者 PAN Xiao-lin CUI Wei-xue +1 位作者 ZHANG Can YU Hai-yan 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第11期3269-3277,共9页
The crystal structure,formation kinetics and micro-morphology of CaO·SiO2 during high-temperature sintering process were studied in low-calcium system by XRD,FT-IR,Raman and SEM-EDS methods.When the molar ratio o... The crystal structure,formation kinetics and micro-morphology of CaO·SiO2 during high-temperature sintering process were studied in low-calcium system by XRD,FT-IR,Raman and SEM-EDS methods.When the molar ratio of CaCO3 to SiO2 is 1.0,β-2CaO·SiO2 forms firstly during the heating process,and then CaO·SiO2 is generated by the transformation reaction of pre-formed 2CaO·SiO2 with SiO2.3CaO·SiO2 and 3CaO·2SiO2 do not form either in the heating or sintering process.Rising the sintering temperature and prolonging the holding time promote the phase transition of 2CaO·SiO2 to CaO·SiO2,resulting in the sintered products a small blue shift and broadening in Raman spectra.The content of CS can reach 97.4%when sintered at 1400℃ for 1 h.The formation kinetics of CaO·SiO2 follows the second-order chemical reaction model,and the corresponding apparent activation energy and pre-exponential factor are 505.82 kJ/mol and 2.16×10^14 s^−1 respectively. 展开更多
关键词 calcium silicate compounds formation kinetics crystal structure MICROSTRUCTURE sinter process
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Design and development of expert system for controlling sintering process 被引量:1
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作者 Wang Haidong(王海东) Qiu Guanzhou(邱冠周) Huang Shengsheng(黄圣生) 《中国有色金属学会会刊:英文版》 EI CSCD 1999年第3期651-654,共4页
The general structure of expert system for controlling sintering process has been proposed. It includes knowledge base, inference engine, data acquisition system, learning system, knowledge base management system, exp... The general structure of expert system for controlling sintering process has been proposed. It includes knowledge base, inference engine, data acquisition system, learning system, knowledge base management system, explanation system and so on. The control functions consist of sintering chemical composition control centered on basicity and sintering process state control centered on permeability. The adaptive prediction of sintering chemical composition, the control strategy centered on basicity, the control strategy centered on permeability, the judgement of permeability and the prediction of burn through point were studied. The software of system, which includes about 1 000 expert rules, was successfully applied in off line control of sintering process in a sintering plant. 展开更多
关键词 sintering EXPERT system PROCESS CONTROL
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Establishment and industrial practice of high-temperature process evaluation system in sintering 被引量:1
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作者 Yuan-dong Pei Sheng-li Wu +4 位作者 Xiao-jing Shao Zhi-xing Zhao Gang An Ze-jun Ma Wei-dong Zhang 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2018年第9期910-922,共13页
The behaviors of typical iron ores at high temperature were observed by confocal scanning laser microscopy. Four critical temperature points and liquid flow velocity at high temperatures of iron ores were obtained and... The behaviors of typical iron ores at high temperature were observed by confocal scanning laser microscopy. Four critical temperature points and liquid flow velocity at high temperatures of iron ores were obtained and the temperature points contain temperature at which sample starts to shrink, temperature at which the initial liquid phase forms, temperature at which a lot of liquid forms and temperature at which liquid consolidation ends. Under the same CaO to Fe203 ratio, the liquid phase fluidity of iron ore fines of Carajas (IOC) is good. However, under the same basicity, as the content of SiO2 in IOC is low, the liquid phase fluidity of IOC is much smaller than that of Yandi fine. After analysis of the initial formation and development of the liquid phase and the final consolidation process, the high-temperature process evaluation system (HTPES for short) of iron ore was established. The idea of "dense ore matching fusible ore" instead of "relatively fusible ore" was proposed based on the results of HTPES and applied in ore matching of a sinter plant from Shougang Jingtang. The use of IOC (13-18%) instead of standard sintering fines (SSF) improved liquid phase fluidity and ensured the sinter quality. Furthermore, the use of IOC fine (18-23%) with Hainan fine (0-2%) instead of SSF, a mixture of hematite and Marra Mamba ore and concentrates guaranteed the quality of sinter ore through improving fluidity, in the meantime reducing ore matching costs. With the establishment and application of HTPES, the sinter plant has achieved good economic benefits under the premise of ensuring the quality of sinter ore. 展开更多
关键词 SINTER Iron ore In situ observation FLUIDITY EVALUATION Industrial practice
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Fabrication of Ti_2AlC by Spark Plasma Sintering from Elemental Powders and Thermodynamics Analysis of Ti-Al-C System 被引量:1
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作者 王苹 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2007年第2期325-328,共4页
A ternary-layered carbide Ti2AlC material could be synthesized by spark plasma sintering(SPS) technology using elemental powder mixture of Ti, Al and active carbon. By means of XRD and SEM, phases were identified an... A ternary-layered carbide Ti2AlC material could be synthesized by spark plasma sintering(SPS) technology using elemental powder mixture of Ti, Al and active carbon. By means of XRD and SEM, phases were identified and microscopically evaluated. The experimental results show that the main phase in the product was fully crystallized Ti2AlC with small particle size when sintered at 1200℃. The synthesis temperature of SPS was 200-400℃ lower than that of hot pressing (HP) or hot isostatic pressing (HIP). Through thermodynamics calculations, the mechanism of Ti2AlC was studied by calculating changes of Gibbs free energy of reactions. 展开更多
关键词 TI2ALC spark plasma sintering elemental powder thermodynamics analysis
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Prediction and optimization of flue pressure in sintering process based on SHAP 被引量:4
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作者 Mingyu Wang Jue Tang +2 位作者 Mansheng Chu Quan Shi Zhen Zhang 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS 2025年第2期346-359,共14页
Sinter is the core raw material for blast furnaces.Flue pressure,which is an important state parameter,affects sinter quality.In this paper,flue pressure prediction and optimization were studied based on the shapley a... Sinter is the core raw material for blast furnaces.Flue pressure,which is an important state parameter,affects sinter quality.In this paper,flue pressure prediction and optimization were studied based on the shapley additive explanation(SHAP)to predict the flue pressure and take targeted adjustment measures.First,the sintering process data were collected and processed.A flue pressure prediction model was then constructed after comparing different feature selection methods and model algorithms using SHAP+extremely random-ized trees(ET).The prediction accuracy of the model within the error range of±0.25 kPa was 92.63%.SHAP analysis was employed to improve the interpretability of the prediction model.The effects of various sintering operation parameters on flue pressure,the relation-ship between the numerical range of key operation parameters and flue pressure,the effect of operation parameter combinations on flue pressure,and the prediction process of the flue pressure prediction model on a single sample were analyzed.A flue pressure optimization module was also constructed and analyzed when the prediction satisfied the judgment conditions.The operating parameter combination was then pushed.The flue pressure was increased by 5.87%during the verification process,achieving a good optimization effect. 展开更多
关键词 sintering process flue pressure shapley additive explanation PREDICTION OPTIMIZATION
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