检索结果-内蒙古大学图书馆

Dual-head alternating attention-based adaptive convolutional framework for improving low-resource and imbalanced text classification

引用

Neural Computing and Applications 2025年 1-21页

作者： Agbesi, Victor Kwaku Chen, Wenyu Hossin, Md Altab Ukwuoma, Chiagoziem C. School of Computer Science and Engineering University of Electronic Science and Technology of China No. 2006 Xiyuan Ave West Hi-Tech Zone Sichuan Chengdu China School of Innovation and Entrepreneurship Chengdu University No. 2025 Chengluo Avenue 610106 Sichuan Chengdu China College of Nuclear Technology and Automation Engineering Chengdu University of Technology Sichuan Chengdu610059 China Sichuan Engineering Technology Research Center for Industrial Internet Intelligent Monitoring and Application Chengdu University of Technology Sichuan Chengdu610059 China

Low-resource imbalance texts pose significant challenges due to class imbalance, adversely affecting the performance of deep learning approaches. To address this issue, we propose a dual-head alternating attention-based adaptive convolutional framework with label embedding (AltXLM-AdaCLE), a novel framework designed for imbalanced text classification in low-resourced datasets. Our framework features a new alternating attention model, which combines a dual-head attention mechanism with a bidirectional long short-term memory network, facilitating dynamic filter generation that adapts to the input data’s characteristics and enhances the capture of relevant features and long-range dependencies. A key innovation in this study is the dual-head attention mechanism, which utilizes an alternating reading sequence to extract information from multiple document segments, thereby minimizing information loss and improving the understanding of complex relationships. Furthermore, we introduce a method for embedding class labels in a shared vector space with the text, allowing the model to leverage label information throughout the classification process, which is particularly beneficial for imbalanced datasets. Our framework also incorporates an adaptive convolutional layer that processes text features and label embeddings, generating more representative features of the underlying data distribution and improving classification performance. Experimental results on six low-resourced imbalance text datasets validate the effectiveness of AltXLM-AdaCLE with an average AUC gain of 26.42%, demonstrating its superiority over existing methods. © The Author(s), under exclusive licence to Springer-Verlag London Ltd., part of Springer Nature 2025.

关键词： Vector spaces

来源：评论

学校读者我要写书评

暂无评论

Sub-Classification and Type Identification of Weathering Silicate Glasses Based on Spectral Clustering

Sub-Classification and Type Identification of Weathering Sil...

引用

2023 International Conference on Computational and Mathematical Methods in engineering, CMME 2023

作者： Xie, Kunshuo Tang, Ge Lu, Boyu Liu, Hao Wang, Linlin College of Nuclear Technology and Automation Engineering Chengdu University of Technology Sichuan Chengdu610059 China

Ancient glass products are often weathered to varying degrees after excavation. Detection and analysis of their chemical composition will help to study the ancient glass making process. In this paper, we take a group of ancient glass products as samples, and study the sub-classification and type identification of weathered silicate glasses. Firstly, we identify the main factor of glass weathering through chi-squared test and Fisher's exact test, then conduct a significance test on the basis of preprocessing various data of glass cultural relics. Secondly, the glass samples are classified into high potassium glass and lead barium glass by spectral clustering method, and further sub-classified into eight classes. The sub-classes are named based on feature extraction, and the clustering quality is tested by contour coefficient. Finally, we analyze the chemical composition affecting the glass types by combining the non-parametric tests to identify the types of glass cultural relics by multiple linear regression with significance testing. In addition, correlation test, spectral clustering and multiple linear regression are used to study the sub-classification and type identification of weathered silicate glasses, which provides a reference for further study of ancient glass making process and weathering process. © Published under licence by IOP Publishing Ltd.

关键词： Multiple linear regression

来源：评论

学校读者我要写书评

暂无评论

Seismic landslide detection based on Transformer and RNN algorithm

Seismic landslide detection based on Transformer and RNN alg...

引用

2023 IEEE International Conference on Sensors, Electronics and Computer engineering, ICSECE 2023

作者： Yang, Qingru Zhang, Xin Xie, Yuxuan Huang, Shuhong Kong, Junfeng Zhang, Xiaoyu Chengdu China Chengdu University of Technology College of Mechanical and Electrical Engineering Chengdu China Chengdu University of Technology College of Nuclear Technology and Automation Engineering Chengdu China

ISBN: (纸本)9798350313734

This paper proposes a seismic landslide detection method based on Transformer and RNN algorithm. This method uses seismic data and topographic data as inputs, encodes the data through the Transformer model, and then inputs the encoded data into the RNN model for classification. In the training process, we use the cross entropy loss function and Adam optimizer. To verify the effectiveness of the method, we used public data sets for experiments, and the results show that our proposed method can significantly improve the accuracy of seismic landslide detection. In addition, we interpret the results by visualization method and analyze the performance of the model under different parameters. Our method is expected to provide effective support for earthquake landslide prediction and early warning. © 2023 IEEE.

关键词： Seismology

来源：评论

学校读者我要写书评

暂无评论

Effect of He/dpa ratio on bubble characteristics in Fe9Cr1.5W0.4Si F/M steel during irradiation and annealing

引用

Journal of Materials Science & technology 2024年第30期197卷 17-24页

作者： Dewang Cui Kefei Pei Ziqi Cao Yipeng Li Yifan Ding Yuanming Li Shichao Liu Guang Ran College of Energy Xiamen UniversityXiamen361102China Science and Technology on Reactor System Design Technology Laboratory Chengdu610213China College of Chemistry and Chemical Engineering Xiamen UniversityXiamen361005China Fujian Provincial Nuclear Energy Engineering Technology Research Center Xiamen361102China Nuclear Power Institute of China Chengdu610213China

The He production rate(i.e.,He/dpa)in nuclear reactors strongly affects the degradation of material *** is an important but not yet fully understood ***,the effect of He/dpa on bubble char-acteristics in Fe9Cr1.5W0.4Si ferrite-martensitic(F/M)steel was in situ studied during 400 keV Fe^(+)and 30 keV He^(+)dual-beam irradiation at 723 K with three ratios of 100,500,and 2500 appm He/dpa and subsequent stepwise annealing using transmission electron microscopy(TEM).He/dpa strongly affected the bubble *** irradiation,the higher the He/dpa,the smaller the size of irradiated bubbles,but the higher their ***,He/dpa didn’t affect the final saturation size of irradiated bubbles for all three cases,which was-2.2 *** annealing,high He/dpa caused large,immobile,dense polyhedral bubbles with a wider bubble size distribution,while low He/dpa caused small,low-mobility,and relatively low-density spherical *** was found that the higher the He/dpa ratio,the greater the swelling during irradiation and annealing,and annealing further enhanced the ***,the tunnel structure was first found in body-centered cubic(BCC)F/M steel during in-situ *** current work provides valuable and potential insights for further understanding the He/dpa effects in materials serving in different nuclear reactors.

关键词： He effect Ferritic-martensitic steel He bubble Ion irradiation Annealing

来源：评论

学校读者我要写书评

暂无评论

FEASIBILITY AND SAFETY ANALYSIS OF SOLID-STATE REACTOR FOR LUNAR SURFACE EXPLORATION 31

FEASIBILITY AND SAFETY ANALYSIS OF SOLID-STATE REACTOR FOR L...

引用

2024 31st International Conference on nuclear engineering, ICONE 2024

作者： Yugao, Ma Jiahao, Lu Yue, Liu Suyi, Zhang Muhao, Zhang Science and Technology on Reactor System Design Technology Laboratory Nuclear Power Institute of China Chengdu610213 China College of Nuclear Technology and Automation Engineering Chengdu University of Technology Chengdu610059 China

ISBN: (纸本)9780791888247

The Fission Surface Power System is a feasible solution for future lunar surface exploration energy supply, with the solid-state reactor being considered a primary candidate. This paper presents a modeling and analysis of a solid-state reactor based on publicly available information. Using the reactor Monte Carlo program RMC and the commercial finite element analysis software ANSYS, the reactor is modeled and analyzed. The power distribution of the active zone and reactivity feedback coefficients of the entire core are obtained. The result indicates a negative reactivity feedback coefficient, confirming this reactor design's inherent safety. Furthermore, a two-dimensional reactor model is constructed to obtain the temperature distribution during full-power operation, and non-passive residual heat removal analysis and radiative heat loss failure analysis are performed. At the failure condition of all heat pipes, the maximum core temperature is 742 K, which is below the reactor safety temperature limit, confirming the residual heat removal capability of the solid-state reactor in the loss of heat sink. Additionally, the self-developed transient reactor system analysis program is used for thermal safety analysis. The thermal parameters and heat transfer limits of high-temperature alkali metal heat pipes within the reactor are obtained, with the ratio of heat transfer limit to the heat load of 2.05 demonstrating sufficient safety margins of the heat pipe operation in the reactor. The results manifest that the core is satisfied with the existing criteria for anticipated operating occurrences of solid-state reactors, verifying the excellent safety performance of this reactor design. Based on the analysis and calculations in this study, it is concluded that this reactor design exhibits superior safety performance, which is attributed to the neutron physics design concept of the intermediate neutron spectrum and the thermal-hydraulic design concept of non-passive residual h

关键词： Lunar surface analysis

来源：评论

学校读者我要写书评

暂无评论

Intelligent identification method of insulation pull rod defects based on intactness-aware Mosaic data augmentation and fusion of YOLOv5s

引用

High Voltage 2024年第5期9卷 1171-1182页

作者： Changyun Li Yuze Hua Yilin Liu Kai Liu Sanyi Zhang College of Electrical Engineering and Automation Shandong University of Science and TechnologyQingdaoChina College of Electrical Engineering Southwest Jiaotong UniversityChengduChina Institute of Information Engineering Chinese Academy of SciencesBeijingChina

The authors introduce the intactness-aware Mosaic data augmentation strategy,designed to tackle challenges such as low accuracy in detecting defects in insulation pull rods,limited timeliness in intelligent analysis,and the absence of a comprehensive database for information on insulation pull rod *** proposed strategy incorporates the YOLOv5s algorithm for detecting defects in insulation pull ***,the YOLOv5s network was constructed,and a dataset containing photos of insulation pull rods with white spots,fractures,impurities,and bubble flaws was compiled to capture images of *** research presented a data enhancement approach to improve the images and establish a dataset for insulation pull rod *** YOLOv5s algorithm was applied for both training and testing purposes.A comparative analysis was conducted to assess the detection performance of YOLOv5s against a conventional target detector for identifying defects in insulation pull ***,the utility of Mosaic's data augmentation technique,which incorporates intactness awareness,was evaluated to enhance the accuracy of identifying insulation pull rod *** research findings indicate that the YOLOv5s algorithm is employed for intelligent detection and precise localisation of *** intactnessaware Mosaic data augmentation strategy significantly improves the accuracy of detecting faults in insulation pull *** YOLOv5s model used achieves a performance index mAP@0.5:0.95 of 0.563 on the test set,distinct from the training set *** a threshold of 0.5,the mAP@0.5 score is 0.904,indicating a substantial improvement in both detection efficiency and accuracy compared to conventional target detection *** approaches for identifying defects in insulation pull rods are introduced.

关键词： Mosaic insulation defects

来源：评论

学校读者我要写书评

暂无评论

Experimental Study on Impedance Characteristics of Trees under 10kV Voltage

Experimental Study on Impedance Characteristics of Trees und...

引用

2023 Panda Forum on Power and Energy, PandaFPE 2023

作者： Yang, Sen Zhao, Shenyuan Li, Linlin Chen, Tianxiang The College of Nuclear Technology and Automation Engineering Chengdu University of Technology Cheng Du China

ISBN: (纸本)9798350321173

The tree direct contact line is the fault type that has the greatest impact on the power system in the tree-line contradiction. At present, most of the existing studies are aimed at the monitoring and disposal of tree-line faults, but there are few studies on the impedance characteristics of trees when tree- line faults occur. Based on the 10k V simulated test line, this paper experimentally studies the change process, development trend and change characteristics of tree impedance when trees of different types, lengths and moisture contents have tree-line faults, as well as the influence of different system capacitive currents on fault characteristics. The experiment took three different species of pine, eucalyptus and bamboo as the test objects. The results showed that the impedance characteristics of the three different species of trees during tree line contact discharge were different, among which pine and eucalyptus had larger impedance and bamboo had smaller impedance. And the correlation between tree length and tree impedance is not strong. Under the premise of the same tree species, the impedance of the part with high moisture content is small, and the impedance of the part with low moisture content is large. In the time range of 0 20s, the impedance of trees decreases with the increase of discharge time. © 2023 IEEE.

关键词： Bamboo

来源：评论

学校读者我要写书评

暂无评论

Design of Upper Limb Posture Detection and Trajectory Matching Based on Motion Capture 8

Design of Upper Limb Posture Detection and Trajectory Matchi...

引用

8th International Conference on Electromechanical Control technology and Transportation, ICECTT 2023

作者： Wang, Linlin Li, Siyi Liu, Hao Xie, Kunshuo College of Nuclear Technology and Automation Engineering Chengdu University of Technology Sichuan Chengdu China College of Mechanical and Electrical Engineering Chengdu University of Technology Sichuan Chengdu China

ISBN: (纸本)9781510668331

As biomechanics research evolves, the significance of motion capture technology in domains like film and television, gaming, and motion training is progressively gaining prominence, with an expanding repertoire of applications. Optical motion capture, employing optical dynamic capture equipment founded on a 3D imaging analysis system within a specified setting, stands as the most mature technique. However, its high cost and constraints pertaining to venue and environmental factors limit its usage. Conversely, inertial motion capture devices, functional under non-optical conditions, can cater to the needs of the broader public. To further enhance affordability, portability, and simplification of the device, this study proposes an embedded system design grounded on a nine-axis inertial sensor. It captures the posture of each joint in the human upper limb and wirelessly transmits the data to the Unreal Engine 3D arm model for action replication and motion trajectory delineation. Thus, it generates feedback results facilitating remote motion control. © 2023 SPIE.

关键词： Engines

来源：评论

学校读者我要写书评

暂无评论

Research on Fire Time of Tree Line Fault Trees under 10kV Distribution Line 2

Research on Fire Time of Tree Line Fault Trees under 10kV Di...

引用

2nd Asia Power and Electrical technology Conference, APET 2023

作者： Yang, Sen Chen, Tianxiang Wang, Meng Zeng, Chaoxu Yang, Longshan Chen, Long The College of Nuclear Technology and Automation Engineering Chengdu University of Technology Cheng Du China

ISBN: (纸本)9798350359428

The tree direct contact line is the fault type that has the greatest impact on the power system in the tree-line contradiction. At present, most of the existing studies are aimed at the monitoring and disposal of tree line faults, but there are few studies on the fire time of tree line faults. Based on the 10kV simulated test line, this paper builds a tree line fault simulation test platform for 10 kV distribution lines. The common tree species under the transmission line in Sichuan are selected as test sample trees. The fire time of different types of trees after tree line failure is studied. The test study obtained the fire time of three kinds of trees under the condition of capacitance current of different lines to the ground. It was found that the fire time is not directly related to the tree and impedance. The main factors affecting the fire time are the thickness of the tree and the size of the capacitance current of the transmission line. The process of tree burning can be divided into 4 stages, namely: arc preheating stage, epidermal carbonization stage, water evaporation stage and branch burning stage, and can correspond to the changing trend of leakage current. The research results can provide technical reference for preventing wildfires caused by transmission line tree line faults. © 2023 IEEE.

关键词： Electric lines

来源：评论

学校读者我要写书评

暂无评论

Radiation Damage Simulation Using Molecular Dynamics in Ni-Based Alloy 5

Radiation Damage Simulation Using Molecular Dynamics in Ni-B...

引用

2023 5th International Conference on Modeling, Simulation, Optimization and Algorithm, ICMSOA 2023

作者： Shen, Yanxin Yang, Yue Ou, Xuelian Wang, Peng You, Zhenjiang Tian, Xiaofeng The College of Nuclear Technology and Automation Engineering Chengdu University of Technology Sichuan Sichuan Chengdu China Applied Nuclear Technology in Geosciences Key Laboratory of Sichuan Province Chengdu University of Technology Sichuan Chengdu China Center for Sustainable Energy and Resources Edith Cowan University JoondalupWA6027 Australia

In the present study, we investigated the irradiation-induced induction in Ni80Cr20, Ni80Fe20, Ni50Fe50, Ni40Fe40Cr20 by molecular dynamics (MD) simulation. A previously published modified potential is used to provide a detailed account of the process involved in the production and evolution of defects. Ni50Fe50 and Ni40Fe40Cr20 alloys exhibit comparable damage level and better radiation response compared to Ni80Cr20 and Ni80Fe20. The inhibition effect of interstitial clusters increases with the complexity of alloying elements. The alloying of Cr has resulted in Ni80Fe20 and Ni50Fe50 tend to form 1/3 dislocation loops while at the same time making Ni40Fe40Cr20 and Ni80Cr20 more susceptible to stacking fault tetrahedra formation than the remaining two alloys. © Published under licence by IOP Publishing Ltd.

关键词： Nickel alloys

来源：评论

学校读者我要写书评

暂无评论

建议与咨询留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

时间限定

文献类型

馆藏选择

核心期刊

语言

文献类型

帮助

文字说明：

检索规则说明：

检索范例：

分类表

所选分类

限定检索结果

文献类型

馆藏范围

日期分布

学科分类号

主题

机构

作者

语言

请选择保存的检索档案：

请选择收藏分类：

通借通还

建议与咨询 留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

时间限定

文献类型

馆藏选择

核心期刊

语言

文献类型

帮助

文字说明：

检索规则说明：

检索范例：

分类表

所选分类

限定检索结果

文献类型

馆藏范围

日期分布

学科分类号

主题

机构

作者

语言

请选择保存的检索档案： 新增检索档案 确定 取消

请选择收藏分类： 新增自定义分类 确定 取消

通借通还

建议与咨询留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

请选择保存的检索档案：

请选择收藏分类：