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Modelling of a tubular solid oxide fuel cell with different designs of indirect internal reformer 被引量:4
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作者 P.Kim-Lohsoontorn F.Priyakorn +1 位作者 U.Wetwatana N.Laosiripojana 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2014年第2期251-263,共13页
The cell performance and temperature gradient of a tubular solid oxide fuel cell with indirect internal reformer (IIR-SOFC) fuelled by natural gas, containing a typical catalytic packed-bed reformer, a catalytic coa... The cell performance and temperature gradient of a tubular solid oxide fuel cell with indirect internal reformer (IIR-SOFC) fuelled by natural gas, containing a typical catalytic packed-bed reformer, a catalytic coated wall reformer, a catalytic annular reformer, and a novel catalytic annular-coated wall reformer were investigated with an aim to determine the most efficient internal reformer system. Among the four reformer designs, IIR-SOFC containing an annular-coated wall reformer exhibited the highest performance in terms of cell power density (0.67 W.cm 2) and electrical efficiency (68%) with an acceptable temperature gradient and a moderate pressure drop across the reformer (3.53 × 10 5 kPa). IIR-SOFC with an annular-coated wall reformer was then studied over a range of operating conditions: inlet fuel temperature, operating pressure, steam to carbon (S : C) ratio, gas flow pattern (co-flow and counter-flow pattern), and natural gas compositions. The simulation results showed that the temperature gradient across the reformer could not be decreased using a lower fuel inlet temperature (1223 K-1173 K) and both the power density and electrical efficiency of the cell also decreased by lowering fuel inlet temperature. Operating in higher pressure mode (1-10 bar) improved the temperature gradient and cell performance. Increasing the S : C ratio from 2 : 1 to 4:1 could decrease the temperature drop across the reformer but also decrease the cell performance. The average temperature gradient was higher and smoother in IIR-SOFC under a co-flow pattern than that under a counter-flow pattern, leading to lower overpotential and higher cell performance. Natural gas compositions significantly affected the cell performance and temperature gradient. Natural gas containing lower methane content provided smoother temperature gradient in the system but showed lower power density and electrical efficiency. 展开更多
关键词 indirect internal reforming solid oxide fuel cell annular-coated wall reformer packed-bed reformer catalytic coated wall reformer catalyticannular reformer
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Operation Window of Integrated Methanol Steam Reformer/High‑Temperature Proton Exchange Membrane Fuel Cells:A Three‑Dimensional Numerical Study
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作者 Hongbo Rui Runfa Qiu +2 位作者 Jing Xu Chenxi Cao Minghui Zhu 《Transactions of Tianjin University》 2025年第5期463-477,共15页
Stack-integrated methanol steam reformer(MSR)/high-temperature proton exchange membrane fuel cell(HT-PEMFC)systems enable simultaneous hydrogen production and power generation within monolithic devices,significantly r... Stack-integrated methanol steam reformer(MSR)/high-temperature proton exchange membrane fuel cell(HT-PEMFC)systems enable simultaneous hydrogen production and power generation within monolithic devices,significantly reducing system complexity and costs.However,in situ heat exchange between endothermic reforming layers and exothermic fuel cell layers creates complex thermal interactions under variable loads,posing a critical challenge to stable operation.Here,we systematically evaluate the adiabatic operational limits of a fully coupled stack-integrated MSR/HT-PEMFC using three-dimensional computational fluid dynamics.Although thermoneutral operation can be achieved at 0.4 A/cm^(2) under isothermal conditions,adiabatic operation introduces temperature gradients exceeding 30℃ and elevates reformate carbon monoxide(CO)concentrations beyond 2000×10^(−6),which can irreversibly degrade fuel cell performance.Parametric analysis reveals a critical trade-off:reducing voltage or increasing methanol feed rates lowers CO levels by 38%but degrades system efficiency by 15%,highlighting an inherent safety–efficiency conflict in adiabatic systems.These findings underscore the necessity of coordinated voltage and methanol feed flow regulation,as well as strategic decoupling of MSR and PEMFC for practical implementation. 展开更多
关键词 Methanol steam reforming High-temperature proton exchange membrane fuel cell Computational fluid dynamics Multiphysics modeling Integration
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基于Reformer模型的文本情感分析 被引量:2
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作者 王珊 黄海燕 乔伟涛 《计算机工程与设计》 北大核心 2022年第4期1089-1095,共7页
为提高中文文本情感分析任务的准确率,优化训练时长,提出基于Reformer的文本情感分析模型。利用Reformer模型的上下文语义编码能力,充分获得文本上下文的特征,提高文本分类准确率;在Transformer模型的基础上,引入局部敏感哈希注意力机... 为提高中文文本情感分析任务的准确率,优化训练时长,提出基于Reformer的文本情感分析模型。利用Reformer模型的上下文语义编码能力,充分获得文本上下文的特征,提高文本分类准确率;在Transformer模型的基础上,引入局部敏感哈希注意力机制及可逆残差,降低模型的复杂度及内存的占用。在3个公开数据集上进行实验,实验结果表明,该模型在准确率及训练时间上均优于其它模型。 展开更多
关键词 文本情感分析 深度学习 reformer模型 局部敏感哈希注意力机制 可逆残差
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一种采用SVD-Reformer的高精度滚动轴承故障诊断方法 被引量:3
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作者 郑直 李显泽 +2 位作者 张华钦 王志军 刘伟民 《制造业自动化》 2024年第9期33-41,126,共10页
引入Reformer对滚动轴承进行故障诊断时,存在精度和效率都很低的问题。针对上述问题,引入了奇异值分解(SVD)方法和全连接层网络对Reformer进行了改进处理,提出了一种高精度和高效率的SRFC新方法。首先,利用SVD对所输入长序列信号数据压... 引入Reformer对滚动轴承进行故障诊断时,存在精度和效率都很低的问题。针对上述问题,引入了奇异值分解(SVD)方法和全连接层网络对Reformer进行了改进处理,提出了一种高精度和高效率的SRFC新方法。首先,利用SVD对所输入长序列信号数据压缩成不同的小数据段,并进行消噪处理;其次,利用并行的Reformer对上述小数据段进行细节故障特征提取;再次,利用全连接层网络调整上述特征信息大小,并将其融合为一体;最后,将上述特征信息作为输入,利用另一种全连接层网络实现故障诊断。经过实测滚动轴承故障信号分析可知,所提SRFC新方法的精度高达96%,比原算法Reformer提高了12.94%,与Transformer相当;所提SRFC新方法的运行时间低至6.36 s,分别比原算法Reformer和Transformer降低了95.73%和96.93%。因此,所提SRFC新方法在精度和效率方面具有优越性。 展开更多
关键词 滚动轴承 reformer 奇异值分解 全连接层网络
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Using Aspen HYSYS to Develop a Custom Molecule-based Reformer Model
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作者 Wang Xinlei Hou Zhen +3 位作者 Zhou Xiang Zhang Lei Liu Xiaoyu Guo Jinbiao 《China Petroleum Processing & Petrochemical Technology》 SCIE CAS CSCD 2024年第3期102-108,共7页
A new continuous catalytic reforming model was configured by using a molecule-based reactor module. Themodel was based on the Sinopec Research Institute of Petroleum Processing Co., Ltd. continuous catalytic reformer ... A new continuous catalytic reforming model was configured by using a molecule-based reactor module. Themodel was based on the Sinopec Research Institute of Petroleum Processing Co., Ltd. continuous catalytic reformer fullmodel, and was reduced to a size of 157 naphtha molecules (C1−C12) that underwent 764 reactions. The new model inheritedthe advantages of the original model, and had better solving performance and flexibility owing to support by the AspenHYSYS environment. Typical commercial plant data were selected for model validation, which showed advantages in theaccuracy of detailed predictions and the range of its application. In addition, the solving time was reduced from minutes toseconds. Therefore, the simplified model proved to be feasible for industrial application. 展开更多
关键词 molecular-based model continuous catalytic reformer Aspen HYSYS
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Three Great Reformers of the Roman Army
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作者 Zihao Zhang(John) 《Journal of Contemporary Educational Research》 2018年第1期15-20,共6页
Rome was famous because of its strong military force and it dominate the Mediterranean Sea.However,it was facing severe shortage of soldiers for a long time during 150 BCE.This problem had enormously effect on the Rom... Rome was famous because of its strong military force and it dominate the Mediterranean Sea.However,it was facing severe shortage of soldiers for a long time during 150 BCE.This problem had enormously effect on the Roman society and political life such as the appearance of slavery in Rome and the use of violence in Rome.The reasons why Rome had shortage f soldiers were related to its own military system and political system.The three great reformers,Tiberius Gracchus,Caius Gracchus and Caius Marius tried their best to solve the problem.Gracchus brothers failed but Marius succeed.Experiences we can learn from these reforms will also be mentioned. 展开更多
关键词 ROMAN army SHORTAGE of SOLDIERS reform and reformer SENATE Gracchus BROTHERS Marius experiences
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Evaluation Performance of Different Types Catalysts of an Industrial Secondary Reformer Reactor in the Ammonia Plants
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作者 Ali Ashour AL-Dhfeery Ala’a Abdulrazaq Jassem 《Modern Research in Catalysis》 2012年第3期43-51,共9页
In this paper, the effect of catalyst shape and characteristics has been investigated where five types of a catalyst were examined under the same operation conditions, where catalysts are similar in the chemical prope... In this paper, the effect of catalyst shape and characteristics has been investigated where five types of a catalyst were examined under the same operation conditions, where catalysts are similar in the chemical properties (Ni/MgOAl2O3) but it's different in their physical properties in the catalyst section of secondary reformer. The secondary reformer involves continuation of the methane reforming reaction that began in the primary reformer to produce Nitrogen and Hydrogen in the ammonia plant. In order to evaluate performance of various types of catalysts in the secondary reformer reactor, mathematical model have been created. The mathematical model covers all aspects of major chemical kinetics, heat and mass transfer phenomena in the secondary reformer in the ammonia plant at steady state conditions. It aims to optimize the best catalyst from five types of catalyst of the secondary reformer reactor in the State Company of Fertilizers South Region in the Basra/Iraq. The mathematical model allows calculating the axial variations of compositions, temperature and pressure of the gases inside two reactors in series by using the atomic molar balance and adiabatic flame temperature in the combustion section while, in the catalyst section, they are predicted by using a one-dimensional heterogeneous catalytic reaction model. The analysis evaluation performance of the catalyst (RKS-2-7H') have good results than other the catalyst types (RKS - 2, ICI 54 - 2, RKS-2-7H”, RKS-2-7H”’) in catalyst zone of the secondary reformer. 展开更多
关键词 Fertilizers AUTOTHERMAL reformer Steam REFORMING CATALYSIS Hydrogen Production
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Simultaneous syngas production with different H_2/CO ratio in a multi-tubular methane steam and dry reformer by utilizing of CLC
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作者 Mohsen Abbasi Mehdi Farniaei +1 位作者 Mohammad Reza Rahimpour Alireza Shariati 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2015年第1期54-64,共11页
For syngas production, the combustion of fossil fuels produces large amounts of CO2 as a greenhouse gas annually which intensifies global warming. In this study, chemical looping combustion (CLC) has been utilized f... For syngas production, the combustion of fossil fuels produces large amounts of CO2 as a greenhouse gas annually which intensifies global warming. In this study, chemical looping combustion (CLC) has been utilized for the elimination of CO2 emission to atmosphere during simultaneous syngas production with different H2/CO ratio in steam reforming of methane (SR) and dry reforming of methane (DR) in a CLC-SR-DR configuration. In CLC-SR-DR with 184 reformer tubes (similar to an industrial scale steam reformer in Zagros Petrochemical Company, Assaluyeh, Iran), DR reaction occurs over Rh-based catalysts in 31 tubes. Also, SR reaction is happened over Ni-based catalysts in 153 tubes. CLC via employment of Mn-based oxygen carriers supplies heat for DR and SR reactions and produces CO2 and H2O as raw materials simultaneously. A steady state heterogeneous catalytic reaction model is applied to analyze the performance and applicability of the proposed CLC-SR-DR configuration. Simulation results show that combustion efficiency reached 1 at the outlet of fuel reactor (FR). Therefore, pure CO2 and H2O can be recycled to DR and SR sides, respectively. Also, CH4 conversion reached 0.2803 and 0.7275 at the outlet of SR and DR sides, respectively. Simulation results indicate that, 3223 kmol.h-l syngas with a H2/CO ratio equal to 9.826 was produced in SR side of CLC-SR-DR. After that, 1844 kmol.h-1 syngas with a H2/CO ratio equal to 0.986 was achieved in DR side of CLC-SR-DR. Results illustrate that by increasing the number of DR tubes to 50 tubes and considering 184 fixed total tubes in CLC-SR-DR, CH4 conversions in SR and DR sides decreased 2.69% and 3.31%, respectively. However, this subject caused total syngas production in SR and DR sides (in all of 184 tubes) enhance to 5427 kmol-h-1. Finally, thermal and molar behaviors of the proposed configuration demonstrate that CLC-SR-DR is applicable for simultaneous syngas production with high and low Hx/CO ratios in an environmental friendly process. 展开更多
关键词 chemical looping combustion (CLC) dry reforming of methane (DR) steam reforming of methane carbon dioxide capturing syngas produc-tion
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Experimental assessment of a plasma-catalyst hybrid reformer for hydrogen production via partial oxidation of dimethyl ether
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作者 宋凌珺 李兴虎 《Journal of Central South University》 SCIE EI CAS 2014年第5期1956-1960,共5页
In this work,hydrogen is produced from partial oxidation reforming of dimethyl ether (DME) by a plasma-catalyst hybrid reformer under atmospheric pressure.The plasma-catalyst hybrid reformer which includes both plas... In this work,hydrogen is produced from partial oxidation reforming of dimethyl ether (DME) by a plasma-catalyst hybrid reformer under atmospheric pressure.The plasma-catalyst hybrid reformer which includes both plasma and catalyst reactors is designed.A spark discharge is used as a non-equilibrium plasma source,and it is used to ionize the mixture of DME and air.The performances of the reformer are characterized experimentally in terms of gas concentrations,hydrogen yield,DME conversion ratio,and specific energy consumption.The effects of discharge frequency,reaction temperature,air-to-DME ratio and space velocity are investigated.The experimental results show that the plasma-catalyst hybrid reformer enhances hydrogen yield when reaction temperature drops below 620 ℃.At 450 ℃,hydrogen yield of hybrid reforming is almost three times that of catalyst reforming.When space velocity is 510 h-1,hydrogen yield is 67.7%,and specific energy consumption is 12.2 k J/L-H2. 展开更多
关键词 spark discharge plasma HYBRID REFORMING hydrogen production dimethyl ether
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多源数据集下基于PiReformer的风电出力预测研究
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作者 汪沛 袁方 +3 位作者 曹辉 李友平 华小军 余意 《武汉大学学报(工学版)》 2025年第12期1944-1951,F0003,共9页
提出了一种基于PiReformer的风功率预测模型。首先,针对海量高维传感器捕获的数据,提出融合F检验、互信息与方差分析的特征筛选方法,将3类方法提取的特征融合后输入后续预测模型。进一步,在现有Reformer模型的基础上,对嵌入层进行转置... 提出了一种基于PiReformer的风功率预测模型。首先,针对海量高维传感器捕获的数据,提出融合F检验、互信息与方差分析的特征筛选方法,将3类方法提取的特征融合后输入后续预测模型。进一步,在现有Reformer模型的基础上,对嵌入层进行转置改进并引入随机噪声,显著提升了模型性能;同时,提出改进的前馈层网络,基于门控线性单元(gated linear unit,GLU)改进单一全连接层,增强对非线性特征的提取能力。此外,模型具备反向残差结构及局部敏感哈希(locality sensitive Hashing,LSH)注意力模块。将所提方法应用于实际风电场的风功率预测,相较于现有模型,取得了更高精度的预测结果。 展开更多
关键词 风功率预测 reformer 门控线性单元
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Modeling of Packed Bed Methanol Steam Reformer Integrated with Tubular High Temperature Proton Exchange Membrane Fuel Cell
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作者 LIU Menghua SHI Yixiang CAI Ningsheng 《Journal of Thermal Science》 SCIE EI CAS CSCD 2023年第1期81-92,共12页
This work proposes a novel tubular structure of high-temperature proton exchange membrane fuel cell(PEMFC)integrated with a built-in packed-bed methanol steam reformer to provide hydrogen for power output.A two-dimens... This work proposes a novel tubular structure of high-temperature proton exchange membrane fuel cell(PEMFC)integrated with a built-in packed-bed methanol steam reformer to provide hydrogen for power output.A two-dimensional axisymmetric non-isothermal model was developed in COMSOL Multiphysics 5.4 to simulate the performance of a tubular high temperature proton membrane fuel cell and a packed bed methanol reformer.The model considers the coupling multi-physical processes,including methanol reforming reaction,water gas shift reaction,methanol cracking reaction as well as the heat,mass and momentum transport processes.The sub-model of the tubular packed-bed methanol reformer is validated between 433 K and 493 K with the experimental data reported in the literature.The sub-model of the high temperature proton exchange fuel cell is validated between 393 K and 433 K with the published literature.Our results show that power output and temperature distribution of the integrated unit depend on methanol flow rates and working voltages.It was suggested that stable power generation performance of 0.14 W/cm_(2)and temperature drop in methanol steam reformer of≤10 K could be achieved by controlling the methanol space-time ratio of≥250 kg·s/mol with working voltage at 0.6 V,even in the absence of an external heat source. 展开更多
关键词 high temperature proton exchange membrane fuel cell methanol steam reformer tubular PEMFC hydrogen production Multiphysics modeling
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Steering China’s High-Quality Growth
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作者 《China Today》 2026年第1期16-19,共4页
Chinese President Xi Jinping has guided China through a year of resilient growth via forward-looking reforms and innovation-driven transformation that is shaping the nation’s economic trajectory for 2026 and beyond.
关键词 forward looking reforms high quality growth STEERING resilient growth innovation driven transformation
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Setting the Path for Further Development
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《ChinAfrica》 2026年第1期2-2,共1页
Guangdong Province in south China is a pacesetter,pioneer,and pilot zone of China’s reform and opening up.Of the first batch of four special economic zones established in 1980,which was a milestone in China’s reform... Guangdong Province in south China is a pacesetter,pioneer,and pilot zone of China’s reform and opening up.Of the first batch of four special economic zones established in 1980,which was a milestone in China’s reform and opening up,three are in Guangdong Province. 展开更多
关键词 special economic zones reform opening up Guangdong province
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Reformer Takes French Reins
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《Beijing Review》 2007年第20期3-3,共1页
The painful reforms chosen by French voters to rejuvenate their sluggish economy have smoothed the way for Nicolas Sarkozy to take up France’s top political job.The 52-year-old leader of the ruling right-wing
关键词 reformer Takes French Reins
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Fault Tolerance for Reformers
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《Beijing Review》 2009年第8期46-47,共2页
Government officials in southwest China’s Chongqing Municipality are being given the benefit of the doubt for misdemeanors.A recently issued regulation states that officials who have made mistakes and incurred
关键词 Fault Tolerance for reformers
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Is It Right to Exempt Failed Reformers?
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《Beijing Review》 2010年第42期46-47,共2页
On August 9, the government of Wuhan,in central China’s Hubei Province, ap-proved the management regulations for thecity’s Donghu Hi-tech Development Zone.One clause in the document has
关键词 Is It Right to Exempt Failed reformers
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Research progress on metal-support interactions over Ni-based catalysts for CH_(4)-CO_(2)reforming reaction 被引量:1
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作者 SUN Kai JIANG Jianfei +4 位作者 LIU Zixuan GENG Shiqi LIU Zhenmin YANG Jiaqian LI Shasha 《燃料化学学报(中英文)》 北大核心 2025年第4期434-451,共18页
With ongoing global warming and increasing energy demands,the CH_(4)-CO_(2)reforming reaction(dry reforming of methane,DRM)has garnered significant attention as a promising carbon capture and utilization technology.Ni... With ongoing global warming and increasing energy demands,the CH_(4)-CO_(2)reforming reaction(dry reforming of methane,DRM)has garnered significant attention as a promising carbon capture and utilization technology.Nickel-based catalysts are renowned for their outstanding activity and selectivity in this process.The impact of metal-support interaction(MSI),on Ni-based catalyst performance has been extensively researched and debated recently.This paper reviews the recent research progress of MSI on Ni-based catalysts and their characterization and modulation strategies in catalytic reactions.From the perspective of MSI,the effects of different carriers(metal oxides,carbon materials and molecular sieves,etc.)are introduced on the dispersion and surface structure of Ni active metal particles,and the effect of MSI on the activity and stability of DRM reactions on Ni-based catalysts is discussed in detail.Future research should focus on better understanding and controlling MSI to improve the performance and durability of nickel-based catalysts in CH_(4)-CO_(2)reforming,advancing cleaner energy technologies. 展开更多
关键词 CO_(2)utilization CH_(4)-CO_(2)reforming Ni-based catalysts metal-support interactions supports
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New chapter in reform and development of organ donation and transplantation in China: Embracing past, grounding in national conditions, upholding steadfast belief, and looking forward to future 被引量:4
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作者 Hong-Tao Zhao Shu-Sen Zheng +12 位作者 Jia Fan Jia-Hong Dong Zhong-Hua Chen Wu-Jun Xue Qi-Fa Ye Hai-Bo Wang Jing-Yu Chen Zhe Zheng Feng Huo Xiao-Shun He Miao Pu Jie Zhao Jie-Fu Huang 《Hepatobiliary & Pancreatic Diseases International》 2025年第1期6-13,共8页
The reform stems from honesty and determination. Since 2005, organ donation and transplantation in China has undergone thorough reform, which complies with legislation requirements and ethical principles established b... The reform stems from honesty and determination. Since 2005, organ donation and transplantation in China has undergone thorough reform, which complies with legislation requirements and ethical principles established by the World Health Organization(WHO). Reform in China has demonstrated the unwavering confidence and utmost determination of the Chinese government and the Chinese transplantation community. The year 2015 marked a historic turning point when voluntary donations from Chinese citizens became the sole legitimate source for organ transplantation. Since 2015, China has gradually established and refined the “Chinese Mode” and “China System” for organ donation and transplantation, fulfilling its political pledge of reform, and has garnered international recognition, and fostered a social culture which promotes organ donation. This article reviewed the history of reform on organ donation and transplantation in China, presented a new pattern of establishment of organ donation system in the new era of the country, and the direction of advances in the future. 展开更多
关键词 Reform LEGISLATION Organ donation Organ transplantation Chinese mode High quality development
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South Sudan: The Perils of Security Governance and the Treacherous Path to Democratic Transition 被引量:1
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作者 Luka Biong Deng Kuol 《International Relations and Diplomacy》 2025年第2期50-73,共24页
There is a growing recognition of the critical role of security governance in advancing democratic transition in the post-conflict environment.Despite such a recognition,the security sector reform concept has overshad... There is a growing recognition of the critical role of security governance in advancing democratic transition in the post-conflict environment.Despite such a recognition,the security sector reform concept has overshadowed the importance of the overarching strategic role of security governance in transition to democracy,particularly in Africa.This paper assesses the status and challenges facing security governance and how they thwarted the efforts to furthering the democratic transition in South Sudan.The paper shows a deterioration in security,safety and security governance outcomes since the independence of South Sudan in 2011 with such a trend unlikely to be abated in the near future without strategic interventions.Some of the challenges facing security governance in South Sudan include the legacies of some historical events including the“Big Tent Policy”,absence of strategic leadership,lack of overarching policy framework,impractical and tenuous security arrangements in the 2018 peace agreement,persistent postponement of the first elections,and dysfunctional justice sector.The paper provides some strategic and operational recommendations to improve security governance and advance democratic transition in South Sudan.These recommendations include formulation of an inclusive and people-centered national security policy,rigorous judicial reform,and early political agreement on new political infrastructure if conditions for holding the first national elections are not met in 2026. 展开更多
关键词 SECURITY GOVERNANCE South Sudan Peace Agreement POLICY JUSTICE REFORM Democratic Transition
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Research on the Construction and Practice of an Evidence-Based Value-Added Evaluation System Based on Data-Driven 被引量:1
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作者 Lingduo Yang Lili Xu +2 位作者 Yan Xu Furong Peng Shuai Zhang 《Journal of Contemporary Educational Research》 2025年第5期61-67,共7页
Based on the educational evaluation reform,this study explores the construction of an evidence-based value-added evaluation system based on data-driven,aiming to solve the limitations of traditional evaluation methods... Based on the educational evaluation reform,this study explores the construction of an evidence-based value-added evaluation system based on data-driven,aiming to solve the limitations of traditional evaluation methods.The research adopts the method of combining theoretical analysis and practical application,and designs the evidence-based value-added evaluation framework,which includes the core elements of a multi-source heterogeneous data acquisition and processing system,a value-added evaluation agent based on a large model,and an evaluation implementation and application mechanism.Through empirical research verification,the evaluation system has remarkable effects in improving learning participation,promoting ability development,and supporting teaching decision-making,and provides a theoretical reference and practical path for educational evaluation reform in the new era.The research shows that the evidence-based value-added evaluation system based on data-driven can reflect students’actual progress more fairly and objectively by accurately measuring the difference in starting point and development range of students,and provide strong support for the realization of high-quality education development. 展开更多
关键词 DATA-DRIVEN Evidence-based evaluation Value-added evaluation Large model Educational evaluation reform
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