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Rapid assembling organ prototypes with controllable cell-laden multi-scale sheets 被引量:6
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作者 Qing Gao Peng Zhao +3 位作者 Ruijian Zhou Peng Wang Jianzhong Fu Yong He 《Bio-Design and Manufacturing》 SCIE CSCD 2019年第1期1-9,共9页
A native organ has heterogeneous structures, sirength, and cell components. It is a big challenge to fabricate organ prototypes with controllable shapes, strength, and cells. Herein, a hybrid method is developed to fa... A native organ has heterogeneous structures, sirength, and cell components. It is a big challenge to fabricate organ prototypes with controllable shapes, strength, and cells. Herein, a hybrid method is developed to fabricate organ prototypes with controlled cell deposition by integrating extrusion-based 3D printing, electrospinning, and 3D bioprinting. Multi-scale sheets were first fabricated by 3D printing and electrospinning;then, all the sheets were assembled into organ prototypes by sol-gel react io n duri ng bioprinting. With this method, macroscale structures fabricated by 3D printing ensure the customized structures and provide mechanical support, nanoscale structures fabricated by electrospinning offer a favorable environment for cell growth, and different types of cells with controllable densities are deposited in accurate locations by bioprinting. The results show that L929 mouse fibroblasts encapsulated in the structures exhibited over 90% survival within 10 days and maintai ned a high proliferation rate. Furthermore, the cells grew in spherical shapes first and then migrated to the nano scale fibers showing stretched morphology. Additionally, a branched vascular structure was successfully fabricated using the presented method. Compared with other methods, this strategy offers an easy way to simultancously realize the shape control, nanolibrous structures, and cell accurate deposition, which will have potemidi applications in tissue cngineering. 展开更多
关键词 ORGAN prototypes 3D printing ELECTROSPINNING 3D BIOPRINTING MULTI-SCALE SHEETS
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EFFECT OF TIME AND ENVIRONMENT ON THE DIMENSION PRECISION AND MASS OF LOM PROTOTYPES
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作者 张连洪 李华友 《Transactions of Tianjin University》 EI CAS 2001年第3期214-216,共3页
The effect of time and environment on the dimension precision and mass of LOM prototypes was experimentally investigated.It is to identify the stability of the dimension of LOM prototypes after forming.The results sho... The effect of time and environment on the dimension precision and mass of LOM prototypes was experimentally investigated.It is to identify the stability of the dimension of LOM prototypes after forming.The results show that the dimension and the mass tendency to grow,which is mainly caused by elastic recovery and moisture absorption and is characterized principally by the growth of Z dimension.Self restraint can be a significant factor to influence Z growth of LOM prototypes. 展开更多
关键词 laminated object manufacturing (LOM) time effect dimension stability rapid prototyping
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Prototypes and Vocabulary Teaching
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作者 王乐 《陕西师范大学学报(哲学社会科学版)》 CSSCI 北大核心 2006年第S1期337-338,共2页
The prototype theory suggests that many metal concepts we have are really prototypes.It claims that children first learn words that are "basic" because they reflect aspects of the world,prototypes, which sta... The prototype theory suggests that many metal concepts we have are really prototypes.It claims that children first learn words that are "basic" because they reflect aspects of the world,prototypes, which stand out automatically from the rest of what they see.Basic level words should be taught first. 展开更多
关键词 PROTOTYPE prototype theory prototype theory of vocabulary
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Improvement of the Fit of Bra Prototypes Developed Based on the Existing Bodice Blocks for Adult Women 被引量:1
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作者 刘驰 王利珍 +1 位作者 贾培培 徐步高 《Journal of Donghua University(English Edition)》 EI CAS 2018年第3期244-251,共8页
An in-depth study of bra pattern designs based on the existing bodice blocks was conducted to improve bra fit.The two popular bra prototypes,D's and Y's prototypes developed based on the existing bodice blocks... An in-depth study of bra pattern designs based on the existing bodice blocks was conducted to improve bra fit.The two popular bra prototypes,D's and Y's prototypes developed based on the existing bodice blocks for adult women,were first analyzed to understand their structural differences.Four bra samples were created and modified with respect to the standard shape and size of 75 B female mannequin breasts to compare the fit of the two bra prototypes.The fitness of these four bra samples was then tested on the mannequin and also on a real model of the same size.The examples demonstrated in the paper illustrate the principles and procedures for designing good-fit bras,and the bodice blocks using to develop bra prototypes in this study can also be replaced and widespread applied in other kind of bodice blocks in the future. 展开更多
关键词 bra prototype bodice block pattern design intimate apparel bra fit
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Three-Dimensional Prototypes and Evaluation of Their Structure and Form
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作者 MU Lin ZHAO Yuxiao 《Journal of Donghua University(English Edition)》 EI CAS 2019年第2期205-211,共7页
In order to reveal the appearance of the clothing prototype on the human body,the characteristics of the human body’s structure above the waist section were studied.Based on the experimental data of the fit prototype... In order to reveal the appearance of the clothing prototype on the human body,the characteristics of the human body’s structure above the waist section were studied.Based on the experimental data of the fit prototype,three-dimensional prototypes features were comparatively analyzed.And then objectively evaluating the relationship was conducted between the planar structure lines of different prototypes and the human body.The results showed that the prototypes analyzed basically conformed to the size of the human body.However,when they were worn on the human body,there were problems in the structure and forming.The main reason was that the side seam was skewed to different degrees.The results of this study provide reference for many practitioners to choose prototypes. 展开更多
关键词 PROTOTYPE human BODY THREE-DIMENSIONAL FORMING PLANAR STRUCTURE
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On Prototypes from the Perspective of Semantics and Categorization
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作者 Yun Xu 《International English Education Research》 2015年第3期147-149,共3页
Cognitive linguistics is a new approach to language study, which can offer better explanation for language phenomena, and provide more theoretical instructions for English learning. In recent years, the prototype theo... Cognitive linguistics is a new approach to language study, which can offer better explanation for language phenomena, and provide more theoretical instructions for English learning. In recent years, the prototype theory, as the cornerstone of cognitive linguistics, has been employed in different research fields, such as phonology, syntax, semantics, English teaching, etc..This thesis attempts to review and discuss the researches done so far on semantics and categorization based on a cognitive theory -- the prototype theory. 展开更多
关键词 The Prototype Theory Cognitive Semantics CATEGORIZATION
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Safety Assessment of Ionic Liquid-Based Lithium-Ion Battery Prototypes
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作者 J. Kalhoff G.-T. Kim +1 位作者 S. Passerini G. B. Appetecchi 《Journal of Power and Energy Engineering》 2016年第3期9-18,共10页
In this paper we report the results of combined cycle- and life-aging and abuse tests carried out under severe conditions on Li<sub>4</sub>Ti<sub>5</sub>O<sub>12</sub>/LiFePO<sub... In this paper we report the results of combined cycle- and life-aging and abuse tests carried out under severe conditions on Li<sub>4</sub>Ti<sub>5</sub>O<sub>12</sub>/LiFePO<sub>4</sub> lithium-ion stacked prototypes using a PYR<sub>14</sub> FSI-LiTFSI ionic liquid electrolyte. No relevant degradation phenomena took place within ionic liquid electrolyte during prolonged inactivity period or overcharging. No fire/explosion or venting event as well as no gas development occurred during abuse tests, which led only to modest raise in temperature. Therefore, electrodes based on Li<sub>4</sub>Ti<sub>5</sub>O<sub>12</sub> and LiFePO<sub>4</sub> active materials can be favorably combined with non-volatile and non-flammable pyrrolidinium FSI ionic liquid electrolytes to realize highly safe lithium-ion battery systems. 展开更多
关键词 Ionic Liquids Lithium-Ion Battery Prototype Abuse Tests
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The Role and Place of Artificial Neural Network Architectures Structural Redundancy in the Input Data Prototypes and Generalization Development
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作者 Conrad Onésime Oboulhas Tsahat Ngoulou-A-Ndzeli Béranger Destin Ossibi 《Journal of Computer and Communications》 2024年第7期1-11,共11页
Neural Networks (NN) are the functional unit of Deep Learning and are known to mimic the behavior of the human brain to solve complex data-driven problems. Whenever we train our own neural networks, we need to take ca... Neural Networks (NN) are the functional unit of Deep Learning and are known to mimic the behavior of the human brain to solve complex data-driven problems. Whenever we train our own neural networks, we need to take care of something called the generalization of the neural network. The performance of Artificial Neural Networks (ANN) mostly depends upon its generalization capability. In this paper, we propose an innovative approach to enhance the generalization capability of artificial neural networks (ANN) using structural redundancy. A novel perspective on handling input data prototypes and their impact on the development of generalization, which could improve to ANN architectures accuracy and reliability is described. 展开更多
关键词 Multilayer Neural Network Multidimensional Nonlinear Interpolation Generalization by Similarity Artificial Intelligence Prototype Development
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CSNS Magnet System and Prototypes Fabrication 被引量:2
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作者 邓昌东 陈福三 +3 位作者 孙献静 陈宛 孙耀霖 石才土 《Chinese Physics C》 SCIE CAS CSCD 北大核心 2008年第z1期71-73,共3页
The 1.6GeV synchrotron of China Spallation Neutron Source(CSNS)project is a Rapid Cycling Synchrotron (RCS),which accelerates a high-intensity proton beam from 80MeV to 1.6GeV at a repetition rate of 25Hz.The RCS magn... The 1.6GeV synchrotron of China Spallation Neutron Source(CSNS)project is a Rapid Cycling Synchrotron (RCS),which accelerates a high-intensity proton beam from 80MeV to 1.6GeV at a repetition rate of 25Hz.The RCS magnet system consists of 24 dipole magnets(main dipoles),48 quadrupole magnets(main quadrupoles),16 sextupole magnets,some tune shift quadrupoles and corrector magnets.All the magnets are of large aperture for a high beam power of 0.1MW,one design issue is the fringe field at pole end.And the main dipoles and main quadrupoles work at 25Hz repetition rate,the eddy current is an additional issue.In this paper the magnet design of the two kinds of main magnets will be described. 展开更多
关键词 CSNS dipole prototype quadrupole prototype sample coil
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Prototypes,modifications,and hydrocarbon enrichment variations in basins influenced by Tethyan evolution:A comparative analysis of the Persian Gulf Basin and the Sichuan Basin 被引量:5
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作者 Zhiliang HE Zhijun JIN +7 位作者 Shuangjian LI Guoping BAI Xueyan LV Jinrui GUO Jian GAO Jinyin YIN Yingqiang LI Dingye ZHENG 《Science China Earth Sciences》 SCIE EI CAS CSCD 2023年第12期2871-2897,共27页
The hydrocarbon accumulation modes and differences in the Tethyan realm serve as a hot research topic in the petroleum geology community at home and abroad.Both the Persian Gulf Basin in the Middle East and the Sichua... The hydrocarbon accumulation modes and differences in the Tethyan realm serve as a hot research topic in the petroleum geology community at home and abroad.Both the Persian Gulf Basin in the Middle East and the Sichuan Basin in China,situated on the southern and northern sides of the Tethyan realm,respectively,record the whole geological process of the opening and closure of the Prototethys,the Paleotethys,and the Neotethys sequentially,exhibiting anomalous hydrocarbon enrichment.Based on the analysis of the plate tectonic evolution in the Tethyan realm,this study dissects the structures and hydrocarbon accumulation conditions of both basins.Followed by a systematic comparative analysis of the factors controlling hydrocarbon enrichment in the process of plate breakup and convergence in the Tethyan realm,this study proposes petroleum exploration targets in the realm.The results are as follows:(1)Since the Meso-Neoproterozoic,the Persian Gulf Basin and the Sichuan Basin have undergone similar tectonic evolution in the early stage but different in the late stage.Under the influence of the formation and evolution of the Prototethys,Paleotethys,and Neotethys oceans,both basins experienced multi-stage development and modification,forming two major extension-convergence cycles.Consequently,both basins are characterized by the vertical orderly superimposition of various basin prototypes in the order of rift-intracratonic basin(passive continental margin)-foreland.(2)The fact that the Tethyan realm was long located at medium-low latitudes and the local anoxic environment formed in the process of plate breakup and convergence played a vital role in the formation of extensive source rocks.The source rocks are predominantly distributed in underfilled rifts and deep depressions that were connected to the ocean in the unidirectional continental breakup process;basin-slopes and intra-shelf basins on passive continental margins;basinal lows within intracratonic basins,and underfilled foredeeps in foreland basins.The favorable areas for the formation of carbonate reservoirs include platform margins,submarine highs and paleo-uplifts within platforms,and fault zones.The evaporite cap rocks,intimately associated with the basin evolutionary stages and global dry-hot events,are critical for large-scale hydrocarbon preservation.(3)Under the influence of Tethyan evolution,the Persian Gulf Basin and the Sichuan Basin share similar primary factors controlling hydrocarbon enrichment.The moderate tectono-sedimentary differentiation and structural modification in the process of prototype basin superimposition,as well as the spatio-temporal matching of elements critical for hydrocarbon accumulation,are beneficial for the development of large oil and gas fields.The macroscopic hydrocarbon distribution is dictated by source rock-cap rock assemblages,while the local hydrocarbon distribution is governed by trap-reservoir assemblages.The critical factors determining the differential hydrocarbon enrichment in the Persian Gulf Basin and the Sichuan Basin include plate size and position,basement stability,eustatic movement,paleoclimate,and tectonic transformation.Besides,different tectonic modification intensities are closely related to the type,enrichment degree,and distribution of hydrocarbon reservoirs. 展开更多
关键词 Tethyan realm Unidirectional breakup and convergence Basin prototype Structural modification Hydrocarbon enrichment Exploration target Persian Gulf Basin Sichuan Basin
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Uncomfortable prototypes: Rethinking socio-cultural factors for the design of public housing in Billiri, north east Nigeria
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作者 Joy Joshua Maina 《Frontiers of Architectural Research》 CSCD 2013年第3期310-321,共12页
Public housing delivery in developing countries often involves the provision of government- funded housing units. Over time, occupants transform such units to suit their changing needs or to increase and improve housi... Public housing delivery in developing countries often involves the provision of government- funded housing units. Over time, occupants transform such units to suit their changing needs or to increase and improve housing stock-a practice that has been the focus of several documented studies intended to inform policy makers about changing housing trends. Abandoned units have, however, received comparatively less attention. The present paper reports findings from the documentation and analyses of abandoned and modified prototype units in Billiri, the main town occupied by the Tangale community in north east Nigeria. The methodology involves space syntax methods, as well as the analyses of space use patterns in 45 randomly selected compounds built by the community and in two sets of prototype housing units in the study area. Results suggest that socio-cultural factors related to kinship, security, and basic needs, which form part of the community heritage, are inadequately reflected in the location and design of the units, accounting for their abandonment and modification. These findings have implications for future housing policies in the area. 展开更多
关键词 Public housing Prototype units Socio-cultural factorsTangale land North east Nigeria
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From Imperfection to Perfection: Advanced 3D Facial Reconstruction Using MICA Models and Self-Supervision Learning
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作者 Thinh D.Le Duong Q.Nguyen +1 位作者 Phuong D.Nguyen H.Nguyen-Xuan 《Computer Modeling in Engineering & Sciences》 2025年第2期1459-1479,共21页
Research on reconstructing imperfect faces is a challenging task.In this study,we explore a data-driven approach using a pre-trained MICA(MetrIC fAce)model combined with 3D printing to address this challenge.We propos... Research on reconstructing imperfect faces is a challenging task.In this study,we explore a data-driven approach using a pre-trained MICA(MetrIC fAce)model combined with 3D printing to address this challenge.We propose a training strategy that utilizes the pre-trained MICA model and self-supervised learning techniques to improve accuracy and reduce the time needed for 3D facial structure reconstruction.Our results demonstrate high accuracy,evaluated by the geometric loss function and various statistical measures.To showcase the effectiveness of the approach,we used 3D printing to create a model that covers facial wounds.The findings indicate that our method produces a model that fits well and achieves comprehensive 3D facial reconstruction.This technique has the potential to aid doctors in treating patients with facial injuries. 展开更多
关键词 3D face reconstruction self-supervised learning face defect 3D printed prototypes
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基于Prototype反向蒸馏的无监督多类别异常检测
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作者 何立仁 彭博 池明旻 《计算机科学》 北大核心 2025年第2期202-211,共10页
无监督异常检测因只需要正常样本进行训练而被广泛应用于工业质检等领域。直接将现有的单类别异常检测方法应用到多类别异常检测中会导致性能显著下降,其中基于知识蒸馏的异常检测方法将预训练的教师模型关于正常样本的特征知识蒸馏到... 无监督异常检测因只需要正常样本进行训练而被广泛应用于工业质检等领域。直接将现有的单类别异常检测方法应用到多类别异常检测中会导致性能显著下降,其中基于知识蒸馏的异常检测方法将预训练的教师模型关于正常样本的特征知识蒸馏到学生模型中,然而它们在多类别异常检测中存在无法保证学生模型只学习到正常样本知识的问题。文中提出一种基于反向知识蒸馏框架的无监督多类别异常检测方法(Prototype based Reverse Distillation,PRD),其通过Multi-class Normal Prototype模块和Sparse Prototype Recall训练策略来学习教师模型关于多类别正常样本特征的Prototype,并以此来过滤学生模型的输入特征,从而确保学生模型只学习到教师模型关于正常样本的特征知识。PRD在多种工业异常检测数据集上性能均超越了现有的SOTA方法,定性、定量和消融实验验证了PRD整体框架和内部模块的有效性。 展开更多
关键词 异常检测 无监督学习 Prototype学习 知识蒸馏 预训练特征
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Scope,nature,and exploration significance of Ordos Basin during geological historical periods,NW China 被引量:1
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作者 HE Dengfa CHENG Xiang +10 位作者 ZHANG Guowei ZHAO Wenzhi ZHAO Zhe LIU Xinshe BAO Hongping FAN Liyong ZOU Song KAI Baize MAO Danfeng XU Yanhua CHENG Changyu 《Petroleum Exploration and Development》 2025年第4期855-871,共17页
Based on the analysis of surface geological survey,exploratory well,gravity-magnetic-electric and seismic data,and through mapping the sedimentary basin and its peripheral orogenic belts together,this paper explores s... Based on the analysis of surface geological survey,exploratory well,gravity-magnetic-electric and seismic data,and through mapping the sedimentary basin and its peripheral orogenic belts together,this paper explores systematically the boundary,distribution,geological structure,and tectonic attributes of the Ordos prototype basin in the geological historical periods.The results show that the Ordos block is bounded to the west by the Engorwusu Fault Zone,to the east by the Taihangshan Mountain Piedmont Fault Zone,to the north by the Solonker-Xilamuron Suture Zone,and to the south by the Shangnan-Danfeng Suture Zone.The Ordos Basin boundary was the plate tectonic boundary during the Middle Proterozoic to Paleozoic,and the intra-continental deformation boundary in the Meso-Cenozoic.The basin survived as a marine cratonic basin covering the entire Ordos block during the Middle Proterozoic to Ordovician,a marine-continental transitional depression basin enclosed by an island arc uplift belt at the plate margin during the Carboniferous to Permian,a unified intra-continental lacustrine depression basin in the Triassic,and an intra-continental cratonic basin circled by a rift system in the Cenozoic.The basin scope has been decreasing till the present.The large,widespread prototype basin controlled the exploration area far beyond the present-day sedimentary basin boundary,with multiple target plays vertically.The Ordos Basin has the characteristics of a whole petroleum(or deposition)system.The Middle Proterozoic wide-rift system as a typical basin under the overlying Phanerozoic basin and the Cambrian-Ordovician passive margin basin and intra-cratonic depression in the deep-sited basin will be the important successions for oil and gas exploration in the coming years. 展开更多
关键词 basin boundary prototype basin tectonic attribute energy and ore deposit superimposed basin whole petroleum system oil and gas exploration area Ordos Basin
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混合属性数据聚类初始点选择的改进 被引量:3
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作者 赵立江 黄永青 《广西师范大学学报(自然科学版)》 CAS 北大核心 2007年第4期220-223,共4页
k-prototypes和模糊k-prototypes是处理数值属性和分类属性混合数据主要的聚类算法。但这两种聚类算法不足之处是对初值有明显的依赖。对初值选取方法进行了分析和研究,提出一种新的改进方法,可在一定程度上减少随机性。实际数据集仿真... k-prototypes和模糊k-prototypes是处理数值属性和分类属性混合数据主要的聚类算法。但这两种聚类算法不足之处是对初值有明显的依赖。对初值选取方法进行了分析和研究,提出一种新的改进方法,可在一定程度上减少随机性。实际数据集仿真结果表明改进算法有更高的稳定性和较强的伸缩性。 展开更多
关键词 聚类 k—modes k—prototypes 分类型数据 相异度
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Design and low-power test of an HOM-damped normal-conducting cavity for WALS
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作者 Cheng Wang Jian-Hao Tan +8 位作者 Ding-Hui Su Zi-He Gao Yu-Sen Guo Cheng-Cheng Xiao Yu-Xin Zhang Yuan-Cun Nie Wen-Cheng Fang Jian-Hua He Zhen-Tang Zhao 《Nuclear Science and Techniques》 2025年第6期80-90,共11页
Radio frequency(RF)cavities for advanced storage rings,also known as diffraction-limited storage rings,are under development.To this end,a competitive and promising approach involves normal-conducting continuous wave ... Radio frequency(RF)cavities for advanced storage rings,also known as diffraction-limited storage rings,are under development.To this end,a competitive and promising approach involves normal-conducting continuous wave technology.The design and preliminary test of a 499.654 MHz RF cavity for the Wuhan Advanced Light Source(WALS)based on specific beam parameters were conducted at the SSRF.Multi-objective evolutionary algorithms have been utilized to optimize RF properties,such as the power loss and power density,resulting in better performance in the continuous wave mode.Further improvements were made to suppress multipacting effects in the working area.To operate stably with the beam,higher-order mode dampers were applied to better address the coupling bunch instability than in previous designs,along with thermal analysis to achieve the desired RF performance.Comprehensive simulation studies demonstrated the stable operation of the RF cavity at the defined beam parameters in the WALS design.A prototype RF cavity was then developed,and the RF performance results in a low-power test showed good agreement with the design and simulation,exhibiting readiness for high-power experiments and operation. 展开更多
关键词 Continuous Wave MOEA Hom-damping Mechanical design Prototype testing
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Research on the Protection Strategies of Traditional Villages from the Perspective of Architectural Typology: Taking Nuogang Village and Wengji Village in the Jingmai Mountain as Examples
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作者 LAN Lan MA Yiqun LI Mingrui 《Journal of Landscape Research》 2025年第3期73-76,80,共5页
There are many traditional villages with well-preserved architectural types and images in the Jingmai Mountain,Yunnan Province.Through field investigations in traditional villages in the research area,this study appli... There are many traditional villages with well-preserved architectural types and images in the Jingmai Mountain,Yunnan Province.Through field investigations in traditional villages in the research area,this study applied the architectural typology,analyzed Nuogang Village of the Dai Nationality and Wengji Village of the Bulang Nationality from 3 perspectives of“point,line and surface”,explored the characteristics of village,architecture and landscape,and extracted the“prototypes”,tried to figure out the problems of the villages and then propose corresponding protection strategies,so as to support the preservation,renovation,improvement and utilization of traditional villages. 展开更多
关键词 Traditional village Architectural typology Jingmai Mountain PROTOTYPE Protection and development
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Lanthanide nitric oxides(LnNO,Ln=La-Lu)present unique trend in bonding structure and oxidation states of Ln
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作者 Zhi-Yu Wei Shu-Xian Hu 《Chinese Journal of Structural Chemistry》 2025年第9期11-13,共3页
Scientists have devoted considerable effort overs several decades to reduce automobile exhaust emissions,and one practical and important strategy is the catalytic conversion of nitric oxide(NO)[1].Previous studies hav... Scientists have devoted considerable effort overs several decades to reduce automobile exhaust emissions,and one practical and important strategy is the catalytic conversion of nitric oxide(NO)[1].Previous studies have shown that lanthanide(Ln)metals can catalytically reduce NO.Thus,the reactions of NO with Ln to form lanthanide-nitric oxide(LnNO)complexes have been designed and served as the simplest prototype molecules for studying NO chemisorption on metal surfaces[2]. 展开更多
关键词 LANTHANIDE prototype molecules nitric oxide metal surfaces catalytic conversion automobile exhaust emissions catalytic reduction CHEMISORPTION
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Image-Based Air Quality Estimation by Few-Shot Learning
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作者 Duc Cuong Pham Tien Duc Ngo Hoai Nam Vu 《Computers, Materials & Continua》 2025年第8期2959-2974,共16页
Air quality estimation assesses the pollution level in the air,supports public health warnings,and is a valuable tool in environmental management.Although air sensors have proven helpful in this task,sensors are often... Air quality estimation assesses the pollution level in the air,supports public health warnings,and is a valuable tool in environmental management.Although air sensors have proven helpful in this task,sensors are often expensive and difficult to install,while cameras are becoming more popular and accessible,from which images can be collected as data for deep learning models to solve the above task.This leads to another problem:several labeled images are needed to achieve high accuracy when deep-learningmodels predict air quality.In this research,we have threemain contributions:(1)Collect and publish an air quality estimation dataset,namely PTIT_AQED,including environmental image data and air quality;(2)Propose a deep learning model to predict air quality with few data,called PTIT_FAQE(PTIT Few-shot air quality estimation).We build PTIT_FAQE based on EfficientNet-a CNN architecture that ensures high performance in deep learning applications and Few-shot Learning with Prototypical Networks.This helps the model use only a fewtraining data but still achieve high accuracy in air quality estimation.And(3)conduct experiments to prove the superiority of PTIT_FAQE compared to other studies on both PTIT_AQED and APIN datasets.The results show that our model achieves an accuracy of 0.9278 and an F1-Score of 0.9139 on the PTIT_AQED dataset and an accuracy of 0.9467 and an F1-Score of 0.9371 on the APIN dataset,which demonstrate a significant performance improvement compared to previous studies.We also conduct detailed experiments to evaluate the impact of each component on model performance. 展开更多
关键词 Air quality estimation few-shot learning prototypical networks deep learning
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