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Application of deep learning in iron ore sintering process:a review
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作者 Yu-han Gong Chong-hao Wang +2 位作者 Jie Li Muhammad Nasiruddin Mahyuddin Mohamad Tarmizi Abu Seman 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2024年第5期1033-1049,共17页
In the wake of the era of big data,the techniques of deep learning have become an essential research direction in the machine learning field and are beginning to be applied in the steel industry.The sintering process ... In the wake of the era of big data,the techniques of deep learning have become an essential research direction in the machine learning field and are beginning to be applied in the steel industry.The sintering process is an extremely complex industrial scene.As the main process of the blast furnace ironmaking industry,it has great economic value and environmental protection significance for iron and steel enterprises.It is also one of the fields where deep learning is still in the exploration stage.In order to explore the application prospects of deep learning techniques in iron ore sintering,a comprehensive summary and conclusion of deep learning models for intelligent sintering were presented after reviewing the sintering process and deep learning models in a large number of research literatures.Firstly,the mechanisms and characteristics of parameters in sintering processes were introduced and analysed in detail,and then,the development of iron ore sintering simulation techniques was introduced.Secondly,deep learning techniques were introduced,including commonly used models of deep learning and their applications.Thirdly,the current status of applications of various types of deep learning models in sintering processes was elaborated in detail from the aspects of prediction,controlling,and optimisation of key parameters.Generally speaking,deep learning models that could be more effectively implemented in more situations of the sintering and even steel industry chain will promote the intelligent development of the metallurgical industry. 展开更多
关键词 Deep learning sintering process MODELLING Simulation technology Intelligent sintering
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Investigation of Sintering Technology for Composite of Stainless Steel and Partially Stabilized Zirconia
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作者 Wenquan ZHANG, Jianxin XIE, Changjing ZHANG and Zhiguo YANGSchool of Materials Science and Engineering, University of Science and Technology Beijing, Beijing 100083, China 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2002年第1期10-12,共3页
The sintering technology for mixed powdered extrusion rods of different proportions of stainless steel to magnesia partially stabilized zirconia (PSZ) was investigated. The effects of some sintering parameters includi... The sintering technology for mixed powdered extrusion rods of different proportions of stainless steel to magnesia partially stabilized zirconia (PSZ) was investigated. The effects of some sintering parameters including holding time, atmosphere and protective gas pressure on shrinkage, relative density, microstructure, micro-Vickers hardness and compression strength of sintered samples were mainly researched. The experimental results are as follows: (1) The shrinkage and the relative density of the sintered samples decrease as increasing stainless steel content in the composite, except for the case containing 90 percent of stainless steel; (2) The porosity in PSZ matrix rises as increasing the stainless steel content in the composite; (3) Longer sintering holding time, higher sintering vacuum and gas-pressure sintering process not only enhance the relative density, but also improve microstructure of composite; (4) Micro-Vickers hardness of PSZ matrix decreases as increasing stainless steel content, while that of stainless steel particles in sintered samples varies unnoticeably. 展开更多
关键词 PSZ Stainless steel COMPOSITE sintering technology
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Development and applications of Baosteel sintering flue gas desulphurization technology
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作者 SHEN Xiaolin LIU Daoqing LIN Yu SHI Lei WANG Ruyi 《Baosteel Technical Research》 CAS 2010年第2期7-12,共6页
The research background and technical features of Baosteel sintering flue gas desulphurization ( FGD)--swirl- jet-absorbing wet limestone-gypsum sintering FGD technology, process and equipment are introduced in this... The research background and technical features of Baosteel sintering flue gas desulphurization ( FGD)--swirl- jet-absorbing wet limestone-gypsum sintering FGD technology, process and equipment are introduced in this paper. Main contents and achievements of the pilot experiment and the engineering practice of Baosteel FGD are analyzed and discussed systematically. Past engineering practice experiences indicate that Baosteel FGD has the following merits: wide applicability to sintering flue gas features, such as frequently changing temperatures, unstable SO2 concentration, intensively fluctuating flow rates ,etc. ,high pollutants removal efficiency ,low investment and energy consumption; stable and reliable operation ,utilizable byproduct (gypsum), etc. It indicates that Baosteel sintering FGD is of extensive application value for the FGD of large and medium-scaled sintering machines. 展开更多
关键词 sintering flue gas desulphurization technology engineering practice
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Sintering Densification of Boron Carbide Materials and Their Research Progress
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作者 ZOU Xin CHEN Ping'an +3 位作者 XU Guangping LI Xiangcheng ZHU Yingli ZHU Boquan 《China's Refractories》 CAS 2023年第4期22-27,共6页
Boron carbide(B_(4)C)has excellent high-temperature oxidation resistance,high hardness,low relative density,high melting point and excellent abrasive resistance,which is widely used in fields such as refractories,wear... Boron carbide(B_(4)C)has excellent high-temperature oxidation resistance,high hardness,low relative density,high melting point and excellent abrasive resistance,which is widely used in fields such as refractories,wear-resistant materials and lightweight protective materials.The research progress and application of B_(4)C materials in China and overseas in recent years were summarized.The influences of sintering processes(pressureless sintering,hot-pressing sintering,hot isostatic pressing sintering,spark plasma sintering and microwave sintering)and sintering additives(simple substances,oxides and carbides)on the B_(4)C densification were analyzed.The development of B_(4)C materials was prospected. 展开更多
关键词 boron carbide REFRACTORIES DENSIFICATION preparation method sintering additive research progress
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PROMOTING SCIENCE AND TECHNOLOGY PROGRESS
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作者 Lu Rongde Magistrate of Wuxi County,Jiangsu Province 《中国新技术新产品》 1995年第1期6-6,共1页
Since China initiated the policy of reform and opening,Wuxi County has gained rapid development inindustry,agriculture and all the social undertakings.It was continuously appraised as the first of“OneHundred Powerful... Since China initiated the policy of reform and opening,Wuxi County has gained rapid development inindustry,agriculture and all the social undertakings.It was continuously appraised as the first of“OneHundred Powerful Counties of Comprehensive Strength of Rural Economics in China”for two years.So itis called the“First County in China”.In 1994,its GNP reached 17.5 billion yuan RMB and the gross in-dustrial and agricultural output value reached 65.04 billion.Benefiting from the industry,the 展开更多
关键词 PROMOTING SCIENCE AND technology progress
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Application of New Maintenance Technology in Sintering Machine Furnace
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作者 SONG Shunsheng 《外文科技期刊数据库(文摘版)工程技术》 2021年第8期322-324,共5页
The role of sintering machine is to ignite and burn the burnt mixture through ignition furnace, keep the temperature, transport it to the next working procedure, and cools it to form finished ore. In the past, the hig... The role of sintering machine is to ignite and burn the burnt mixture through ignition furnace, keep the temperature, transport it to the next working procedure, and cools it to form finished ore. In the past, the high heat generated by the combustion of the mixture could not be recycled. Now, by improving the system process, the high heat generated by sintering machine combustion can be recycled. The improvement of system technology has resulted in the change of sintering machine structure, which makes the previous maintenance technology not well developed. This paper introduces the advantages of the application effect of the new maintenance technology in the furnace by describing the changes of the maintenance technology in the ignition furnace and the holding furnace before and after the structural changes of the sintering machine. 展开更多
关键词 sintering machine maintenance limitations process optimization new maintenance technology applic
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Values of the Times of Marx's Theory of Science and Technology Progress and Utilization of Natural Resources 被引量:1
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作者 Jiefang ZHU 《Meteorological and Environmental Research》 CAS 2020年第4期78-82,共5页
Marx's theory of scientific and technological progress and utilization of natural resources is an indispensable and important part of Marx's economic theory.To realize the harmonious unification of man and nat... Marx's theory of scientific and technological progress and utilization of natural resources is an indispensable and important part of Marx's economic theory.To realize the harmonious unification of man and nature,man must correctly understand the effect of scientific and technological progress on the use of natural resources,fundamentally solve the problem that scientific and technological progress cannot replace the position of natural resources in economic development,and objectively evaluate the relationship between human power and the power of nature.Grasping and comprehending the scientific connotation of Marx's theory of scientific and technological progress and utilization of natural resources has a very important theoretical value and practical significance for saving and effectively using natural resources and building an environment-friendly society. 展开更多
关键词 Scientific and technological progress Utilization of natural resources Values of the times
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Will Market-Oriented Reforms Propel Technology Progress?Empirical Evidence from China’s High-Tech Sectors
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作者 Dai Kuizao Liu Youjin 《China Economist》 2021年第4期85-100,共16页
This paper aims to explore the effects of market-oriented reforms on industrial technology progress.Based on a theoretical analysis,we performed an empirical study with a marketization index and panel data of high-tec... This paper aims to explore the effects of market-oriented reforms on industrial technology progress.Based on a theoretical analysis,we performed an empirical study with a marketization index and panel data of high-tech sectors in China.We found that market-oriented reforms had significantly propelled technology progress in China’s high-tech sectors,and the effects became more evident after China’s WTO entry.Market-oriented reforms induced technology progress by increasing capital allocation efficiency,R&D input,and technology diffusion.Among various aspects of market-oriented reforms,the institutional environment exerted the most significant effects,followed by the economy’s non-state sector,product market development,and factor market development;the government-market relationship index influenced technology’s progress the least.The effects are heterogeneous across sectors with different technology attributes and more significant for technology-intensive sectors.Our findings offer policy implications for China’s ongoing market-oriented reforms and policy design for technology progress in high-tech sectors. 展开更多
关键词 market-oriented reforms technology progress transmission mechanism high-tech sectors
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Fabrication and fracture behaviors of the continuous brittle fiber reinforced tungsten composites fabricated via field-assisted sintering technology
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作者 Rui Shu Yi-Ran Mao +5 位作者 Jan WCoenen Alexis Terra Stephan Schonen Johann Riesch Christian Linsmeier Christoph Broeckmann 《Tungsten》 2025年第1期172-182,共11页
Tungsten(W)is a promising candidate material for the plasma-facing components in future fusion reactors.However,it has issues regarding the intrinsic brittleness as well as operational embrittlement.Tungsten fiber rei... Tungsten(W)is a promising candidate material for the plasma-facing components in future fusion reactors.However,it has issues regarding the intrinsic brittleness as well as operational embrittlement.Tungsten fiber reinforced tungsten(W_(f)/W)composites overcome these issues by using extrinsic toughening mechanisms.Due to neutron irradiation and high-temperature recrystallization during fusion operation,the ductility of the fibers may degrade over a long period of service.Therefore,it is necessary to investigate the fracture behavior of W_(f)/W composites with brittle fibers.In the present work,the tungsten fibers were embrittled by carbonization.Subsequently,the continuous brittle W_(f)/W composite with yttrium oxide(Y_(2)O_(3))interface was fabricated by the field-assisted sintering technology process.The microstructure of the prepared W_(f)/W composites was characterized.The fracture behavior and toughening mechanisms were discussed in detail based on the experimental results of 3-point bending tests and the corresponding finite element simulation.The composites show a pseudo-ductile fracture behavior.Cracks are hindered and deflected by the de-bonded fiber-matrix interface.The extrinsic toughening mechanisms of interface de-bonding,crack bridging,and fiber pull-out are active.This indicates the reinforcement concept still works even though all components in the W_(f)/W are brittle. 展开更多
关键词 Interface Fracture behavior Numerical simulation W/W composites Field-assisted sintering technology(FAST)
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Investigating on casting mold (or core) making with coated sand by the selected laser sintering 被引量:7
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作者 Zitian FAN Naiyu HUANG +1 位作者 Yan LI Zhili LIU 《China Foundry》 SCIE CAS 2004年第2期122-126,共5页
Using a special coated sand as the material of the selected laser sintering (SLS), the authors test and investigate the strength change of the test samples in terms of different sintering parameters (scanning speed, l... Using a special coated sand as the material of the selected laser sintering (SLS), the authors test and investigate the strength change of the test samples in terms of different sintering parameters (scanning speed, laser power, sintering thickness, and so on). The characteristics of coated sand hardening by laser beam are analyzed. The sintered mold (or core) for given casting is poured with molten metal. 展开更多
关键词 rapid prototyping selected laser sintering(SLS) laser scanning casting mold(core) technological parameters
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Application status and comparison of dioxin removal technologies for iron ore sintering process 被引量:3
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作者 Hong-ming Long Qi Shi +3 位作者 Hong-liang Zhang Ru-fei Wei Tie-jun Chun Jia-xin Li 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2018年第4期357-365,共9页
The emission of dioxins from the iron ore sintering process is the largest emission source of dioxins, and the reduction in dioxin emission from the iron ore sintering process to the environment is increasingly import... The emission of dioxins from the iron ore sintering process is the largest emission source of dioxins, and the reduction in dioxin emission from the iron ore sintering process to the environment is increasingly important. Three approaches to control the emission of dioxins were reviewed: source control, process control, and terminal control. Among them, two terminal control technologies, activated carbon adsorption and selective reduction technology, were discussed in detail. Following a comparison of the reduction technologies, the terminal control method was indicated as the key technology to achieve good control of dioxins during the sintering process. For the technical characteristics of the sintering process and flue gas, multiple methods should be collectively considered, and the most suitable method may be addition of inhibitors + ultra-clean dust collection (electrostatic precipitation/bag filter) + desulphurization + selective catalytic reduction to sufficiently remove multiple pollutants, which provides a direction for the cooperative disposal of flue gas pollutants in future. 展开更多
关键词 Iron ore sintering process DIOXINS Removal technology Activated carbon adsorption Selective catalyticreduction
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Sintering behavior, microstructure and properties of TiC-FeCr hard alloy 被引量:3
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作者 Farid Akhtar Shiju Guo +1 位作者 Jawid Askari Jianjun Tian 《Journal of University of Science and Technology Beijing》 CSCD 2007年第1期89-93,共5页
TiC based cermets were produced with FeCr, as a binder, by conventional P/M (powder metallurgy) to near 〉97% of the theoretical density. Sintering temperature significantly affects the mechanical properties of the ... TiC based cermets were produced with FeCr, as a binder, by conventional P/M (powder metallurgy) to near 〉97% of the theoretical density. Sintering temperature significantly affects the mechanical properties of the composite. The sintering temperature of 〉1360℃ caused severe chemical reaction between TiC particles and the binder phase. In the TiC-FeCr cermets, the mechanical properties did not vary linearly with the carbide content. Optimum mechanical properties were found in the composite containing 57wt% TiC reinforcement, when sintered at 1360℃ for 1 h. Use of carbon as an additive enhanced the mechanical properties of the composites. Cermets containing carbon as an additive with 49wt% TiC exhibited attractive mechanical properties. The microstructure of the developed composite contained less or no debonding, representing good wettabifity of the binder with TiC particles. Homogeneous distribution of the TiC particles ensured the presence of isotropic mechanical properties and homogeneous distribution of stresses in the composite. Preliminary experiments for evaluation of the oxidation resistance of FeCr bonded TiC cermets indicate that they are more resistant than WC-Co hardmetals. 展开更多
关键词 powder technology hard alloy sintering REINFORCEMENT mechanical property
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Plasma preparation and low-temperature sintering of spherical TiC –Fe composite powder 被引量:2
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作者 Jian-jun Wang Jun-jie Hao +1 位作者 Zhi-meng Guo Song Wang 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2015年第12期1328-1333,共6页
A spherical Fe matrix composite powder containing a high volume fraction (82vo1%) of fine TiC reinforcement was produced using a novel process combining in situ synthesis and plasma techniques. The composite powder ... A spherical Fe matrix composite powder containing a high volume fraction (82vo1%) of fine TiC reinforcement was produced using a novel process combining in situ synthesis and plasma techniques. The composite powder exhibited good sphericity and a dense structure, and the fine sub-micron TiC particles were homogeneously distributed in the α-Fe matrix. A TiC-Fe cermet was prepared from the as-prepared spherical composite powder using powder metallurgy at a low sintering temperature; the product exhibited a hardness of HRA 88.5 and a flexural strength of 1360 MPa. The grain size of the fine-grained TiC and special surface structure of the spherical powder played the key roles in the fabrication process. 展开更多
关键词 powder technology cermets radio frequency plasma sintering numerical simulation
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Research Progress on the Improvement of Clinical Practice Ability of Trainee Nurses Based on Augmented Reality Technology Teaching Mode
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作者 Jing He Lingi Jiang 《Journal of Clinical and Nursing Research》 2025年第7期277-282,共6页
With the iteration and upgrading of medical technology and the continuous growth of public health demands,the quality of nursing services has become a core indicator for measuring the effectiveness of the medical syst... With the iteration and upgrading of medical technology and the continuous growth of public health demands,the quality of nursing services has become a core indicator for measuring the effectiveness of the medical system.The clinical practice ability of nursing staff is directly related to the safety of patient diagnosis and treatment and the rehabilitation process.However,the current clinical nursing talent training model is facing bottlenecks such as limited practical scenarios and fragmented case cognition.This study focuses on the teaching application of augmented reality(AR)technology in hospital Settings and systematically reviews the research progress on the improvement of clinical practice ability of trainee nurses based on the AR immersive teaching model.By constructing a clinical teaching scenario that integrates virtual and real,AR technology can dynamically simulate complex case handling processes and enhance nursing students’three-dimensional cognition of condition assessment,operation norms,and emergency plans.Hospitals,as the core base for practical teaching,can effectively shorten the connection cycle between theoretical teaching and clinical practice by integrating AR technology,improve the clinical practice level of trainee nurses,and provide an innovative model for optimizing the path of clinical nursing talent cultivation. 展开更多
关键词 Augmented Reality technology(AR) Teaching mode Trainee nurse Clinical practice ability Research progress
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PHLOGOPITE GLASS CERAMIC BY POWDER SINTERING PROCESS 被引量:2
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作者 何峰 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 1998年第1期49-53,共5页
Phlogopite glass ceramics can be made by powder sintering technology. This paper now studies the factors which affect properties of the sintered phlogopite glass ceramic by X-ray diffraction in qualitative and quanti... Phlogopite glass ceramics can be made by powder sintering technology. This paper now studies the factors which affect properties of the sintered phlogopite glass ceramic by X-ray diffraction in qualitative and quantitative way, and discusses the method improved the machinable properties of phlogopite glass ceramic. (Author abstract) 展开更多
关键词 phlogopite glass ceramic sintering technology POWDER machinable properties
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Insights into Fermentation Technology for Traditional Chinese Medicine:Progress and Applications 被引量:1
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作者 Chen Zhen Zhang Shupei +3 位作者 Li Jialu Du Wanying Yang Mengyuan Chen Dan 《Animal Husbandry and Feed Science》 CAS 2024年第1期32-41,共10页
Traditional Chinese medicine(TCM)has an exemplary role in the treatment and prevention of diseases.However,the advancement of TCM has been constrained by several factors,including its intricate structure,low active in... Traditional Chinese medicine(TCM)has an exemplary role in the treatment and prevention of diseases.However,the advancement of TCM has been constrained by several factors,including its intricate structure,low active ingredient concentration,prolonged growth cycle,and the dfficulty in artificial cultivation.In recent years,research on the fermentation technology of TCM has increased.This paper provides an overview of the advantages of TCM fermentation technology,including efficiency enhancement and toxicity reduction,the development of new drugs,and the secondary utilization of dregs.Additionally,it discusses the progress of research on the application of fermented TCM in animal husbandry and disease treatment.The aim is to provide theoretical guidance for TCM fermentation technology research and the development of fermented TCM. 展开更多
关键词 Fermentation technology Traditional Chinese medicine Animal husbandry APPLICATION Research progress
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Progress and prospect of mid-deep geothermal reinjection technology
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作者 Jing Hu Yan-guang Liu +2 位作者 Xin Wang Ying-nan Zhang Mei-hua Wei 《Journal of Groundwater Science and Engineering》 2024年第3期321-338,共18页
Mid-deep geothermal reinjection technology is crucial for the sustainable development of geothermal resources,which has garnered significant attention and rapid growth in recent years.Currently,various geothermal rein... Mid-deep geothermal reinjection technology is crucial for the sustainable development of geothermal resources,which has garnered significant attention and rapid growth in recent years.Currently,various geothermal reinjection technologies lag behind,lacking effective integration to address issues like low reinjection rates and thermal breakthrough.This paper reviews the basic principles and development history of mid-deep geothermal reinjection technology,focusing on various technical methods used in the process and analyzing their applicability,advantages,and disadvantages under different geological conditions.It highlights the unique challenges posed by deep geothermal resources,including high temperature,high pressure,high stress,chemical corrosion,and complex geological structures.Additionally,it addresses challenges in equipment selection and durability,system stability and operation safety,environmental impact,and sustainable development.Finally,the paper explores future directions for mid-deep geothermal reinjection technology,highlighting key areas for further research and potential pathways for technological innovation.This comprehensive analysis aims to accelerate the advancement of geothermal reinjection technology,offering essential guidance for the efficient reinjection and sustainable development of geothermal resources. 展开更多
关键词 Middle and deep geothermal Geothermal reinjection Sustainable development Technological progress Research path
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Research Progress of Additive Manufacturing Technology in Energetic Material Field at Home and Abroad
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作者 Runpeng Jiang 《Journal of Materials Science and Chemical Engineering》 2024年第3期51-59,共9页
As a subversive manufacturing technology, additive manufacturing technology has many technical advantages such as high freedom of design and not limited by complex structure of parts. The application of additive manuf... As a subversive manufacturing technology, additive manufacturing technology has many technical advantages such as high freedom of design and not limited by complex structure of parts. The application of additive manufacturing technology to the charge molding of energetic materials will subvert the traditional manufacturing concept of energetic materials, realize the advanced charge design concept, shorten the research and development time of weapons and equipment, and improve the comprehensive performance of weapons and equipment, which is of great significance for the rapid development of high-tech weapons and equipment. This paper analyzes the research progress of additive manufacturing technology in the field of energetic materials at home and abroad and puts forward some suggestions for future research of this technology. . 展开更多
关键词 Additive Manufacturing technology Energetic Material Research progress
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Research Progress on Trimethoprim Cyclodextrin Inclusion Complexes
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作者 Jiedan Liao Jiawei Weng +1 位作者 Zhuoran Deng Lanyi Zhang 《Journal of Clinical and Nursing Research》 2025年第8期359-367,共9页
Trimethoprim(TMP),as a broad-spectrum bacteriostatic antibiotic,is widely used in clinical anti-infection therapy and livestock breeding.However,its low water solubility leads to insufficient bioavailability,which has... Trimethoprim(TMP),as a broad-spectrum bacteriostatic antibiotic,is widely used in clinical anti-infection therapy and livestock breeding.However,its low water solubility leads to insufficient bioavailability,which has become a key problem restricting its development.Cyclodextrins and their derivatives,with their unique cyclic structures,can form inclusion complexes with TMP to improve its properties.This article reviews the pharmacological characteristics of TMP,the types and properties of common cyclodextrins,focusing on introducing various preparation methods of trimethoprim cyclodextrin inclusion complexes and multiple characterization methods for identifying the inclusion complexes,aiming to provide a reference for further research and development of trimethoprim cyclodextrin inclusion complexes. 展开更多
关键词 TRIMETHOPRIM CYCLODEXTRIN Inclusion technology Characterization method Research progress
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