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基于Ⅰ-Ⅴ曲线全局特征提取的光伏组串Swin-Transformer故障诊断方法
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作者 昌千琳 罗永捷 +2 位作者 王强钢 任博 周念成 《电工技术学报》 北大核心 2025年第23期7664-7676,共13页
为提高光伏系统自动化运维水平,该文提出一种基于Ⅰ-Ⅴ曲线全局特征提取的光伏组串Swin-Transformer故障诊断方法,以实现准确可靠的智能化光伏状态监测。首先,通过校正与归一化预处理提升Ⅰ-V曲线数据的规范性;其次,采用格拉姆角场、递... 为提高光伏系统自动化运维水平,该文提出一种基于Ⅰ-Ⅴ曲线全局特征提取的光伏组串Swin-Transformer故障诊断方法,以实现准确可靠的智能化光伏状态监测。首先,通过校正与归一化预处理提升Ⅰ-V曲线数据的规范性;其次,采用格拉姆角场、递归图和相对位置矩阵多维度刻画Ⅰ-Ⅴ曲线的动态特性,提取表征光伏组串状态信息的Ⅰ-Ⅴ全局特征;然后,针对特征图的局部区域周期性重复等特点,提出Swin Transformer故障诊断模型,采用分层结构聚合局部特征实现层次化表示,设计移位窗口机制融合局部与全局特征,通过局部自注意力计算实现高效故障诊断;最后,3.75 kW光伏系统的仿真和现场实验表明,所提方法在相对位置矩阵特征变换下性能最佳,可精确诊断不同条件和严重程度的多种故障。在每类样本数低至25个时模型准确率为99.67%,在30 dB噪声干扰下模型准确率为99.56%。采用多种特征数据与不同算法进行消融实验,验证了所提特征提取法与故障诊断模型的优越性,该研究为光伏组串稳定运行提供了可靠的技术支持。 展开更多
关键词 光伏组串 故障诊断 Ⅰ-Ⅴ曲线 全局特征 swin-transformer
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基于Swin-Transformer的多尺度多源域自适应轴承故障诊断 被引量:1
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作者 周玉国 张志凯 +2 位作者 张金超 于春风 周立俭 《机床与液压》 北大核心 2025年第1期32-42,共11页
针对当前多源域自适应方法无法充分挖掘多源域中不同尺度故障信息的问题,提出一种基于Swin-Transformer(Swin-T)的多尺度多源域自适应轴承故障诊断方法。通过连续小波变换,获得振动信号在不同频带的特征。为更充分地利用多源域中不同尺... 针对当前多源域自适应方法无法充分挖掘多源域中不同尺度故障信息的问题,提出一种基于Swin-Transformer(Swin-T)的多尺度多源域自适应轴承故障诊断方法。通过连续小波变换,获得振动信号在不同频带的特征。为更充分地利用多源域中不同尺度的故障信息,提出基于Swin-T的多尺度特征提取网络。为了减小各域之间的数据分布差异,构建基于最大均值差异的特征对齐网络,并根据不同尺度对分类的贡献赋予权值。此外,构建多尺度特征融合模块,对不同尺度的特征信息进行融合,得到故障特征集。最后,利用Softmax对特征集进行故障分类,并通过最小化多分类器预测差异损失得到最终分类结果。在凯斯西储大学和青岛理工大学轴承数据集上,该方法的故障分类准确度分别达到99.63%和99.40%。 展开更多
关键词 轴承 故障诊断 多源域自适应 swin-transformer 多尺度特征提取 最大均值差异
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基于ARM架构与Docker的Swin-Transformer遥感影像云检测方法研究
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作者 陆俊南 戴山 胡昌苗 《无线电工程》 2025年第12期2373-2384,共12页
针对特定平台下遥感影像分割、分类应用,提出了一种基于ARM架构与Docker容器化部署的Swin-Transformer遥感影像云检测方法。通过构建无符号16位的图像-标签样本,保持地物的光谱细节不被压缩丢失,与传统的8位自然图像相比,提升了云与雪... 针对特定平台下遥感影像分割、分类应用,提出了一种基于ARM架构与Docker容器化部署的Swin-Transformer遥感影像云检测方法。通过构建无符号16位的图像-标签样本,保持地物的光谱细节不被压缩丢失,与传统的8位自然图像相比,提升了云与雪高亮类别的可分性和检测精度。同时,针对ARM架构硬件及操作系统,采用基于Docker容器化技术的跨平台部署方案,实现算法环境的一致性封装与灵活迁移。数据实验表明,利用基于ImageNet-1k样本预训练的Swin-Transformer模型进行小块推理并添加精细化调整进行模型迭代,结合模型迭代的主动学习策略,提升了复杂场景下的地物分类准确率,同时基于ARM的Docker部署方案保持了跨平台的兼容性,为特定环境中的遥感智能解译提供了可行技术路径。 展开更多
关键词 ARM DOCKER swin-transformer 分割 云检测
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改进Swin-Transformer的地震数据噪声压制方法研究
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作者 易玺 罗仁泽 《软件导刊》 2025年第1期35-42,共8页
随机噪声作为非相干噪声的主要组成部分,一直是地震资料处理的重点和难点。传统随机噪声压制方法在处理地震数据时容易出现伪影、边缘信息模糊等问题,有必要开发一种基于深度学习的随机噪声压制方法,通过直接学习图像的深层特征实现去... 随机噪声作为非相干噪声的主要组成部分,一直是地震资料处理的重点和难点。传统随机噪声压制方法在处理地震数据时容易出现伪影、边缘信息模糊等问题,有必要开发一种基于深度学习的随机噪声压制方法,通过直接学习图像的深层特征实现去噪。鉴于Swin-Transformer能够有效挖掘图像的深层信息,提出一种基于Swin-Transformer的改进去噪方法。该方法采用编码器—解码器的Unet框架,采用一长一短双通道并行提取编码器中的多个维度特征,并引入新的特征融合机制来合并这些特征,最终由解码器重现提取到的有用信息。采用实际工区数据进行测试,实验结果表明,与当前主流深度学习模型相比,所提方法的SNR和SSIM分别最高提升2.33 dB和0.07,去噪性能优异。 展开更多
关键词 swin-transformer Unet 图像去噪 地震数据
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基于CBAM-Swin-Transformer迁移学习的海上微动目标分类方法
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作者 何肖阳 陈小龙 +3 位作者 杜晓林 苏宁远 袁旺 关键 《系统工程与电子技术》 北大核心 2025年第4期1155-1167,共13页
雷达作为海上目标监测和识别的重要手段,海上目标运动特征精细化描述与分类是其关键技术。基于深度学习的卷积网络分类方法不依赖于模型,但仍难以适应复杂多变的海洋环境、多样性海上目标,泛化能力有限。将卷积注意力机制模块(convoluti... 雷达作为海上目标监测和识别的重要手段,海上目标运动特征精细化描述与分类是其关键技术。基于深度学习的卷积网络分类方法不依赖于模型,但仍难以适应复杂多变的海洋环境、多样性海上目标,泛化能力有限。将卷积注意力机制模块(convolutional block attention module,CBAM)融入Swin-Transformer网络,并基于迁移学习(transfer learning,TL)策略,提出一种兼顾舰船目标和低空旋翼飞行目标的海上微动目标分类方法(简称为TL-CBAM-Swin-Transformer),提升多种观测条件下的模型分类适应能力。首先,建立海上微动目标模型,并基于3种雷达实测数据构建海面非匀速平动、三轴转动、直升机、固定翼无人机的微动时频数据集。然后,设计TL-CBAM-Swin-Transformer网络,CBAM从通道维和空间维提取特征,提高其小尺度中多头注意力信息的提取能力。实测数据验证结果表明,相比Swin-Transformer,所提网络的分类准确度提升3.43%。采用TL法,将所提网络在ImageNet数据上进行预训练,将智能像素处理(intelligent pixel processing,IPIX)雷达微动目标作为源域进行预训练,并迁移至科学与工业研究委员会(Council for Scientific and Industrial Research,CSIR)雷达微动目标,分类概率达97.9%,将直升机旋翼作为源域进行预训练并迁移至固定翼无人机,分类概率达98.8%,验证了所提算法具有较强的泛化能力。 展开更多
关键词 雷达目标分类 海上微动目标 迁移学习 swin-transformer网络 注意力机制 时频分析
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医学图像分割中YOLO与Swin-Transformer的多模态融合研究
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作者 齐豪 刘玮 齐静 《信息系统工程》 2025年第10期117-120,共4页
本文基于医学图像分割主流方法回顾,研究了YOLO模型的快速定位能力与Swin-Transformer的全局建模优势,提出一种多模态融合分割方法。该方法设计了双分支结构,一方面利用YOLO系列模型实现病灶区域的初步检测与特征提取,另一方面引入Swin-... 本文基于医学图像分割主流方法回顾,研究了YOLO模型的快速定位能力与Swin-Transformer的全局建模优势,提出一种多模态融合分割方法。该方法设计了双分支结构,一方面利用YOLO系列模型实现病灶区域的初步检测与特征提取,另一方面引入Swin-Transformer进行长距离依赖建模与上下文理解,并利用融合机制集成两者特征,提升其分割性能。在多个医学图像数据集上进行了实验,分析了不同模块对整体性能的影响。结果表明,该方法在保持推理速度的同时,显著提高了分割的准确性与鲁棒性,优于现有主流方法。 展开更多
关键词 医学图像分割 YOLO swin-transformer 多模态融合 深度学习
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Ecological Dynamics of a Logistic Population Model with Impulsive Age-selective Harvesting
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作者 DAI Xiangjun JIAO Jianjun 《应用数学》 北大核心 2026年第1期72-79,共8页
In this paper,we establish and study a single-species logistic model with impulsive age-selective harvesting.First,we prove the ultimate boundedness of the solutions of the system.Then,we obtain conditions for the asy... In this paper,we establish and study a single-species logistic model with impulsive age-selective harvesting.First,we prove the ultimate boundedness of the solutions of the system.Then,we obtain conditions for the asymptotic stability of the trivial solution and the positive periodic solution.Finally,numerical simulations are presented to validate our results.Our results show that age-selective harvesting is more conducive to sustainable population survival than non-age-selective harvesting. 展开更多
关键词 The logistic population model Selective harvesting Asymptotic stability EXTINCTION
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Modeling of Precipitation over Africa:Progress,Challenges,and Prospects
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作者 A.A.AKINSANOLA C.N.WENHAJI +21 位作者 R.BARIMALALA P.-A.MONERIE R.D.DIXON A.T.TAMOFFO M.O.ADENIYI V.ONGOMA I.DIALLO M.GUDOSHAVA C.M.WAINWRIGHT R.JAMES K.C.SILVERIO A.FAYE S.S.NANGOMBE M.W.POKAM D.A.VONDOU N.C.G.HART I.PINTO M.KILAVI S.HAGOS E.N.RAJAGOPAL R.K.KOLLI S.JOSEPH 《Advances in Atmospheric Sciences》 2026年第1期59-86,共28页
In recent years,there has been an increasing need for climate information across diverse sectors of society.This demand has arisen from the necessity to adapt to and mitigate the impacts of climate variability and cha... In recent years,there has been an increasing need for climate information across diverse sectors of society.This demand has arisen from the necessity to adapt to and mitigate the impacts of climate variability and change.Likewise,this period has seen a significant increase in our understanding of the physical processes and mechanisms that drive precipitation and its variability across different regions of Africa.By leveraging a large volume of climate model outputs,numerous studies have investigated the model representation of African precipitation as well as underlying physical processes.These studies have assessed whether the physical processes are well depicted and whether the models are fit for informing mitigation and adaptation strategies.This paper provides a review of the progress in precipitation simulation overAfrica in state-of-the-science climate models and discusses the major issues and challenges that remain. 展开更多
关键词 RAINFALL MONSOON climate modeling CORDEX CMIP6 convection-permitting models
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Design optimization and FEA of B-6 and B-7 levels ballistics armor:A modelling approach
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作者 Muhammad Naveed CHU Jinkui +1 位作者 Atif Ur Rehman Arsalan Hyder 《大连理工大学学报》 北大核心 2026年第1期66-77,共12页
Utilizing finite element analysis,the ballistic protection provided by a combination of perforated D-shaped and base armor plates,collectively referred to as radiator armor,is evaluated.ANSYS Explicit Dynamics is empl... Utilizing finite element analysis,the ballistic protection provided by a combination of perforated D-shaped and base armor plates,collectively referred to as radiator armor,is evaluated.ANSYS Explicit Dynamics is employed to simulate the ballistic impact of 7.62 mm armor-piercing projectiles on Aluminum AA5083-H116 and Steel Secure 500 armors,focusing on the evaluation of material deformation and penetration resistance at varying impact points.While the D-shaped armor plate is penetrated by the armor-piercing projectiles,the combination of the perforated D-shaped and base armor plates successfully halts penetration.A numerical model based on the finite element method is developed using software such as SolidWorks and ANSYS to analyze the interaction between radiator armor and bullet.The perforated design of radiator armor is to maintain airflow for radiator function,with hole sizes smaller than the bullet core diameter to protect radiator assemblies.Predictions are made regarding the brittle fracture resulting from the projectile core′s bending due to asymmetric impact,and the resulting fragments failed to penetrate the perforated base armor plate.Craters are formed on the surface of the perforated D-shaped armor plate due to the impact of projectile fragments.The numerical model accurately predicts hole growth and projectile penetration upon impact with the armor,demonstrating effective protection of the radiator assemblies by the radiator armor. 展开更多
关键词 radiator armor ballistics simulation Johnson-Cook model armor-piercing projectile perforated D-shaped armor plate
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Do Higher Horizontal Resolution Models Perform Better?
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作者 Shoji KUSUNOKI 《Advances in Atmospheric Sciences》 2026年第1期259-262,共4页
Climate model prediction has been improved by enhancing model resolution as well as the implementation of sophisticated physical parameterization and refinement of data assimilation systems[section 6.1 in Wang et al.(... Climate model prediction has been improved by enhancing model resolution as well as the implementation of sophisticated physical parameterization and refinement of data assimilation systems[section 6.1 in Wang et al.(2025)].In relation to seasonal forecasting and climate projection in the East Asian summer monsoon season,proper simulation of the seasonal migration of rain bands by models is a challenging and limiting factor[section 7.1 in Wang et al.(2025)]. 展开更多
关键词 enhancing model resolution refinement data assimilation systems section climate model climate projection higher horizontal resolution seasonal forecasting simulation seasonal migration rain bands model resolution
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A Predictive Model for the Elastic Modulus of High-Strength Concrete Based on Coarse Aggregate Characteristics
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作者 LI Liangshun LI Huajian +2 位作者 HUANG Fali YANG Zhiqiang DONG Haoliang 《Journal of Wuhan University of Technology(Materials Science)》 2026年第1期121-137,共17页
To investigate the influence of coarse aggregate parent rock properties on the elastic modulus of concrete,the mineralogical properties and stress-strain curves of granite and dolomite parent rocks,as well as the stre... To investigate the influence of coarse aggregate parent rock properties on the elastic modulus of concrete,the mineralogical properties and stress-strain curves of granite and dolomite parent rocks,as well as the strength and elastic modulus of mortar and concrete prepared with mechanism aggregates of the corresponding lithology,and the stress-strain curves of concrete were investigated.In this paper,a coarse aggregate and mortar matrix bonding assumption is proposed,and a prediction model for the elastic modulus of mortar is established by considering the lithology of the mechanism sand and the slurry components.An equivalent coarse aggregate elastic modulus model was established by considering factors such as coarse aggregate particle size,volume fraction,and mortar thickness between coarse aggregates.Based on the elastic modulus of the equivalent coarse aggregate and the remaining mortar,a prediction model for the elastic modulus of the two and three components of concrete in series and then in parallel was established,and the predicted values differed from the measured values within 10%.It is proposed that the coarse aggregate elastic modulus in highstrength concrete is the most critical factor affecting the elastic modulus of concrete,and as the coarse aggregate elastic modulus increases by 27.7%,the concrete elastic modulus increases by 19.5%. 展开更多
关键词 elastic modulus prediction model MINERALOGICAL influence mechanism
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Global Stability of Traveling Wavefronts for a Belousov-Zhabotinsky Model with Mixed Nonlocal and Degenerate Diffusions
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作者 Yuting YANG Guobao ZHANG 《Journal of Mathematical Research with Applications》 2026年第1期87-102,共16页
In this paper,we are concerned with the stability of traveling wavefronts of a Belousov-Zhabotinsky model with mixed nonlocal and degenerate diffusions.Such a system can be used to study the competition among nonlocal... In this paper,we are concerned with the stability of traveling wavefronts of a Belousov-Zhabotinsky model with mixed nonlocal and degenerate diffusions.Such a system can be used to study the competition among nonlocally diffusive species and degenerately diffusive species.We prove that the traveling wavefronts are exponentially stable,when the initial perturbation around the traveling waves decays exponentially as x→-∞,but in other locations,the initial data can be arbitrarily large.The adopted methods are the weighted energy with the comparison principle and squeezing technique. 展开更多
关键词 Belousov-Zhabotinsky model nonlocal diffusion stability comparison principle weighted energy
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An effective deep-learning prediction of Arctic sea-ice concentration based on the U-Net model
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作者 Yifan Xie Ke Fan +2 位作者 Hongqing Yang Yi Fan Shengping He 《Atmospheric and Oceanic Science Letters》 2026年第1期34-40,共7页
Current shipping,tourism,and resource development requirements call for more accurate predictions of the Arctic sea-ice concentration(SIC).However,due to the complex physical processes involved,predicting the spatiote... Current shipping,tourism,and resource development requirements call for more accurate predictions of the Arctic sea-ice concentration(SIC).However,due to the complex physical processes involved,predicting the spatiotemporal distribution of Arctic SIC is more challenging than predicting its total extent.In this study,spatiotemporal prediction models for monthly Arctic SIC at 1-to 3-month leads are developed based on U-Net-an effective convolutional deep-learning approach.Based on explicit Arctic sea-ice-atmosphere interactions,11 variables associated with Arctic sea-ice variations are selected as predictors,including observed Arctic SIC,atmospheric,oceanic,and heat flux variables at 1-to 3-month leads.The prediction skills for the monthly Arctic SIC of the test set(from January 2018 to December 2022)are evaluated by examining the mean absolute error(MAE)and binary accuracy(BA).Results showed that the U-Net model had lower MAE and higher BA for Arctic SIC compared to two dynamic climate prediction systems(CFSv2 and NorCPM).By analyzing the relative importance of each predictor,the prediction accuracy relies more on the SIC at the 1-month lead,but on the surface net solar radiation flux at 2-to 3-month leads.However,dynamic models show limited prediction skills for surface net solar radiation flux and other physical processes,especially in autumn.Therefore,the U-Net model can be used to capture the connections among these key physical processes associated with Arctic sea ice and thus offers a significant advantage in predicting Arctic SIC. 展开更多
关键词 Arctic sea-ice concentration Deep-learning prediction U-Net model CFSv2 NorCPM
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Tail clamping induces anxiety-like behaviors and visceral hypersensitivity in rat models of non-erosive reflux disease
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作者 Mi Lv Xin Liu +6 位作者 Kai-Yue Huang Yu-Xi Wang Zheng Wang Li-Li Han Hui Che Lin Lv Feng-Yun Wang 《World Journal of Psychiatry》 2026年第1期356-368,共13页
BACKGROUND Non-erosive reflux disease(NERD),the main gastroesophageal reflux subtype,features reflux symptoms without mucosal damage.Anxiety links to visceral hypersensitivity in NERD,yet mechanisms and animal models ... BACKGROUND Non-erosive reflux disease(NERD),the main gastroesophageal reflux subtype,features reflux symptoms without mucosal damage.Anxiety links to visceral hypersensitivity in NERD,yet mechanisms and animal models are unclear.AIM To establish a translational NERD rat model with anxiety comorbidity via tail clamping and study corticotropin-releasing hormone(CRH)-mediated neuroimmune pathways in visceral hypersensitivity and esophageal injury.METHODS Sprague-Dawley(SD)and Wistar rats were grouped into sham,model,and modified groups(n=10 each).The treatments for the modified groups were as follows:SD rats received ovalbumin/aluminum hydroxide suspension+acid perfusion±tail clamping(40 minutes/day for 7 days),while Wistar rats received fructose water+tail clamping.Esophageal pathology,visceral sensitivity,and behavior were assessed.Serum CRH,calcitonin gene-related peptide(CGRP),5-hydroxytryptamine(5-HT),and mast cell tryptase(MCT)and central amygdala(CeA)CRH mRNA were measured via ELISA and qRT-PCR.RESULTS Tail clamping induced anxiety,worsening visceral hypersensitivity(lower abdominal withdrawal reflex thresholds,P<0.05)and esophageal injury(dilated intercellular spaces and mitochondrial edema).Both models showed raised serum CRH,CGRP,5-HT,and MCT(P<0.01)and CeA CRH mRNA expression(P<0.01).Behavioral tests confirmed anxiety-like phenotypes.NERD-anxiety rats showed clinical-like symptom severity without erosion.CONCLUSION Tail clamping induces anxiety in NERD models,worsening visceral hypersensitivity via CRH neuroimmune dysregulation,offering a translational model and highlighting CRH as a treatment target. 展开更多
关键词 Non-erosive reflux disease Anxiety and depression Animal model Tail-clamping Corticotropin hormones
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Processing map for oxide dispersion strengthening Cu alloys based on experimental results and machine learning modelling
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作者 Le Zong Lingxin Li +8 位作者 Lantian Zhang Xuecheng Jin Yong Zhang Wenfeng Yang Pengfei Liu Bin Gan Liujie Xu Yuanshen Qi Wenwen Sun 《International Journal of Minerals,Metallurgy and Materials》 2026年第1期292-305,共14页
Oxide dispersion strengthened(ODS)alloys are extensively used owing to high thermostability and creep strength contributed from uniformly dispersed fine oxides particles.However,the existence of these strengthening pa... Oxide dispersion strengthened(ODS)alloys are extensively used owing to high thermostability and creep strength contributed from uniformly dispersed fine oxides particles.However,the existence of these strengthening particles also deteriorates the processability and it is of great importance to establish accurate processing maps to guide the thermomechanical processes to enhance the formability.In this study,we performed particle swarm optimization-based back propagation artificial neural network model to predict the high temperature flow behavior of 0.25wt%Al2O3 particle-reinforced Cu alloys,and compared the accuracy with that of derived by Arrhenius-type constitutive model and back propagation artificial neural network model.To train these models,we obtained the raw data by fabricating ODS Cu alloys using the internal oxidation and reduction method,and conducting systematic hot compression tests between 400 and800℃with strain rates of 10^(-2)-10 S^(-1).At last,processing maps for ODS Cu alloys were proposed by combining processing parameters,mechanical behavior,microstructure characterization,and the modeling results achieved a coefficient of determination higher than>99%. 展开更多
关键词 oxide dispersion strengthened Cu alloys constitutive model machine learning hot deformation processing maps
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Growing a Rural Future--A young Ugandan channels insights from China’s model villages to build a more resilient,cooperative and forward-looking Busoga
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作者 LI XIAOYU 《ChinAfrica》 2026年第1期56-57,共2页
In the lush heart of Uganda’s Busoga sub-region,Isaac Imaka is charting a new course for rural development.After seven years in national media,he left the newsroom and stepped into the soil.The former reporter with t... In the lush heart of Uganda’s Busoga sub-region,Isaac Imaka is charting a new course for rural development.After seven years in national media,he left the newsroom and stepped into the soil.The former reporter with the Daily Monitor was driven by the belief that communities like his in Jinja North deserved more than chronic poverty and hand-to-mouth survival. 展开更多
关键词 community resilience Uganda rural development model villages rural future Busoga sub region cooperative development rural journalism
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Effects of noninvasive brain stimulation on motor functions in animal models of ischemia and trauma in the central nervous system
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作者 Seda Demir Gereon R.Fink +1 位作者 Maria A.Rueger Stefan J.Blaschke 《Neural Regeneration Research》 2026年第4期1264-1276,共13页
Noninvasive brain stimulation techniques offer promising therapeutic and regenerative prospects in neurological diseases by modulating brain activity and improving cognitive and motor functions.Given the paucity of kn... Noninvasive brain stimulation techniques offer promising therapeutic and regenerative prospects in neurological diseases by modulating brain activity and improving cognitive and motor functions.Given the paucity of knowledge about the underlying modes of action and optimal treatment modalities,a thorough translational investigation of noninvasive brain stimulation in preclinical animal models is urgently needed.Thus,we reviewed the current literature on the mechanistic underpinnings of noninvasive brain stimulation in models of central nervous system impairment,with a particular emphasis on traumatic brain injury and stroke.Due to the lack of translational models in most noninvasive brain stimulation techniques proposed,we found this review to the most relevant techniques used in humans,i.e.,transcranial magnetic stimulation and transcranial direct current stimulation.We searched the literature in Pub Med,encompassing the MEDLINE and PMC databases,for studies published between January 1,2020 and September 30,2024.Thirty-five studies were eligible.Transcranial magnetic stimulation and transcranial direct current stimulation demonstrated distinct strengths in augmenting rehabilitation post-stroke and traumatic brain injury,with emerging mechanistic evidence.Overall,we identified neuronal,inflammatory,microvascular,and apoptotic pathways highlighted in the literature.This review also highlights a lack of translational surrogate parameters to bridge the gap between preclinical findings and their clinical translation. 展开更多
关键词 noninvasive brain stimulation preclinical modeling STROKE transcranial direct current stimulation transcranial magnetic stimulation traumatic brain injury
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Risk factors for paternal perinatal depression in Chinese advanced maternal age couples:A regression mixture model
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作者 Xing Yin Juan Du +1 位作者 Shao-Lian Cai Xing-Qiang Chen 《World Journal of Psychiatry》 2026年第1期267-277,共11页
BACKGROUND Paternal perinatal depression(PPD)is closely associated with maternal mental health challenges,marital strain,and adverse child developmental outcomes.Despite its significant impact,PPD remains under-recogn... BACKGROUND Paternal perinatal depression(PPD)is closely associated with maternal mental health challenges,marital strain,and adverse child developmental outcomes.Despite its significant impact,PPD remains under-recognized in family-centered clinical practice.Concurrently,against the backdrop of rising rates of delayed marriage and China’s Maternity Incentive Policy,the proportion of women giving birth at an advanced maternal age is increasing.Nevertheless,research specifically examining PPD among spouses of older mothers remains critically scarce,both in China and globally.AIM To investigate PPD and its influencing factors in Chinese advanced maternal age families.METHODS This cross-sectional study included 358 participants;it was conducted among fathers of pregnant women of advanced maternal age at five hospitals in the Pearl River Delta region of China from September 2023 to June 2024.Data were collected via a general information questionnaire,the Social Support Rating Scale,and the Edinburgh Postnatal Depression Scale.Latent profile analysis and regression mixture models(RMMs)were adopted to analyze the latent PPD types and factors that influenced PPD.RESULTS The incidence of PPD was 16.48%,and three profiles were identified:Low-symptomatic(175 cases,48.89%),monophasic(140 cases,39.10%),and high-symptomatic(43 cases,12.01%).The RMM analysis revealed that first pregnancy,low income(<¥3000/month),part-time work,and a history of abnormal pregnancy were positively associated with the high-symptomatic type(P<0.05).Conversely,high subjective support and support utilization were negatively associated with the high-symptomatic type compared with the low-symptomatic type(P<0.05).Good couple relationships,high objective and subjective support,and high support utilization were negatively associated with monophasic disorder(P<0.05).CONCLUSION PPD incidence is high among Chinese fathers with advanced maternal age partners,and the characteristics of depression are varied.Healthcare practitioners should prioritize individuals with low levels of social support. 展开更多
关键词 Advanced maternal age Paternal perinatal depression Fathers’mental health Regression mixture model Advanced-age pregnancy Latent profile analysis
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Novel therapies for myasthenia gravis:Translational research from animal models to clinical application
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作者 Benedetta Sorrenti Christian Laurini +4 位作者 Luca Bosco Camilla Mirella Maria Strano Adele Ratti Yuri Matteo Falzone Stefano Carlo Previtali 《Neural Regeneration Research》 2026年第5期1834-1848,共15页
Myasthenia gravis is a chronic autoimmune disorder that affects the neuromuscular junction leading to fluctuating skeletal muscle fatigability. The majority of myasthenia gravis patients have detectable antibodies in ... Myasthenia gravis is a chronic autoimmune disorder that affects the neuromuscular junction leading to fluctuating skeletal muscle fatigability. The majority of myasthenia gravis patients have detectable antibodies in their serum, targeting acetylcholine receptor, muscle-specific kinase, or related proteins. Current treatment for myasthenia gravis involves symptomatic therapy, immunosuppressive drugs such as corticosteroids, azathioprine, and mycophenolate mofetil, and thymectomy, which is primarily indicated in patients with thymoma or thymic hyperplasia. However, this condition continues to pose significant challenges including an unpredictable and variable disease progression, differing response to individual therapies, and substantial longterm side effects associated with standard treatments(including an increased risk of infections, osteoporosis, and diabetes), underscoring the necessity for a more personalized approach to treatment. Furthermore, about fifteen percent of patients, called “refractory myasthenia gravis patients”, do not respond adequately to standard therapies. In this context, the introduction of molecular therapies has marked a significant advance in myasthenia gravis management. Advances in understanding myasthenia gravis pathogenesis, especially the role of pathogenic antibodies, have driven the development of these biological drugs, which offer more selective, rapid, and safer alternatives to traditional immunosuppressants. This review aims to provide a comprehensive overview of emerging therapeutic strategies targeting specific immune pathways in myasthenia gravis, with a particular focus on preclinical evidence, therapeutic rationale, and clinical translation of B-cell depletion therapies, neonatal Fc receptor inhibitors, and complement inhibitors. 展开更多
关键词 acetylcholine receptor(AChR) animal models B-cell depletion biological therapies COMPLEMENT IMMUNOTHERAPY muscle-specific kinase(Mu SK) neonatal Fc receptor
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Human cerebral organoids:Complex,versatile,and human-relevant models of neural development and brain diseases
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作者 Raquel Coronel Rosa González-Sastre +8 位作者 Patricia Mateos-Martínez Laura Maeso Elena Llorente-Beneyto Sabela Martín-Benito Viviana S.Costa Gagosian Leonardo Foti Ma Carmen González-Caballero Victoria López-Alonso Isabel Liste 《Neural Regeneration Research》 2026年第3期837-854,共18页
The brain is the most complex human organ,and commonly used models,such as two-dimensional-cell cultures and animal brains,often lack the sophistication needed to accurately use in research.In this context,human cereb... The brain is the most complex human organ,and commonly used models,such as two-dimensional-cell cultures and animal brains,often lack the sophistication needed to accurately use in research.In this context,human cerebral organoids have emerged as valuable tools offering a more complex,versatile,and human-relevant system than traditional animal models,which are often unable to replicate the intricate architecture and functionality of the human brain.Since human cerebral organoids are a state-of-the-art model for the study of neurodevelopment and different pathologies affecting the brain,this field is currently under constant development,and work in this area is abundant.In this review,we give a complete overview of human cerebral organoids technology,starting from the different types of protocols that exist to generate different human cerebral organoids.We continue with the use of brain organoids for the study of brain pathologies,highlighting neurodevelopmental,psychiatric,neurodegenerative,brain tumor,and infectious diseases.Because of the potential value of human cerebral organoids,we describe their use in transplantation,drug screening,and toxicology assays.We also discuss the technologies available to study cell diversity and physiological characteristics of organoids.Finally,we summarize the limitations that currently exist in the field,such as the development of vasculature and microglia,and highlight some of the novel approaches being pursued through bioengineering. 展开更多
关键词 assembloids BIOENGINEERING challenges disease modeling drug screening and toxicology human brain organoids human pluripotent stem cells neurodegenerative diseases NEURODEVELOPMENT VASCULARIZATION
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