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A hybrid deep neural network based on multi-time window convolutional bidirectional LSTM for civil aircraft APU hazard identification

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Chinese Journal of Aeronautics 2022年第4期35卷 344-361页

作者： Di ZHOU xiao zhuang Hongfu ZUO Civil A viation Key Laboratory of Aircraft Health Monitoring and Intelligent Maintenance College of Civil AviationNanjing University of Aeronautics and AstronauticsNanjing 210016China Department of Mechanical and Industrial Engineering University of TorontoToronto M5S 3G8Canada College of Science Nanjing University of Aeronautics and AstronauticsNanjing 210016China

Safety is one of the important topics in the field of civil aviation. Auxiliary Power Unit(APU) is one of important components in aircraft, which provides electrical power and compressed air for aircraft. The hazards in APU are prone to cause economic losses and even casualties. So,actively identifying the hazards in APU before an accident occurs is necessary. In this paper, a Hybrid Deep Neural Network(HDNN) based on multi-time window convolutional neural network-Bidirectional Long Short-Term Memory(CNN-Bi LSTM) neural network is proposed for active hazard identification of APU in civil aircraft. In order to identify the risks caused by different types of failures, the proposed HDNN simultaneously integrates three CNN-Bi LSTM basic models with different time window sizes in parallel by using a fully connected neural network. The CNN-Bi LSTM basic model can automatically extract features representing the system state from the input data and learn the time information of irregular trends in the time series data. Nine benchmark models are compared with the proposed HDNN. The comparison results show that the proposed HDNN has the highest identification accuracy. The HDNN has the most stable identification performance for data with imbalanced samples.

关键词： Civil aviation Convolutional neural networks Deep neural networks Hazard identification Long short-term memory

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The influences of perforating phase and bedding planes on the fracture deflection in laminated shale

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Petroleum Science 2024年第2期21卷 1221-1230页

作者： Ming-Zhe Gu Mao Sheng xiao-Ying zhuang Xin-Yi Li Gen-Sheng Li National Key Laboratory of Petroleum Resources and Engineering China University of PetroleumBeijing102249China College of Petroleum Engineering China University of PetroleumBeijing102249China College of Civil Engineering Tongji UniversityShanghai200092China

The perforating phase leads to complex and diverse hydraulic fracture propagation behaviors in laminated shale formations. In this paper, a 2D high-speed imaging scheme which can capture the interaction between perforating phase and natural shale bedding planes was proposed. The phase field method was used to simulate the same conditions as in the experiment for verification and hydraulic fracture propagation mechanism under the competition of perforating phase and bedding planes was discussed.The results indicate that the bedding planes appear to be no influence on fracture propagation while the perforating phase is perpendicular to the bedding planes, and the fracture propagates along the perforating phase without deflection. When the perforating phase algins with the bedding planes, the fracture initiation pressure reserves the lowest value, and no deflection occurs during fracture propagation. When the perforating phase is the angle 45°, 60°and 75°of bedding planes, the bedding planes begin to play a key role on the fracture deflection. The maximum deflection degree is reached at the perforating phase of75°. Numerical simulation provides evidence that the existence of shale bedding planes is not exactly equivalent to anisotropy for fracture propagation and the difference of mechanical properties between different shale layers is the fundamental reason for fracture deflection. The findings help to understand the intrinsic characteristics of shale and provide a theoretical basis for the optimization design of field perforation parameters.

关键词： Shale Propagation Perforating Bedding Structure

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Tilting subcategories in extriangulated categories

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Frontiers of Mathematics in China 2020年第1期15卷 225-253页

作者： Bin ZHU xiao zhuang Department of Mathematical Sciences Tsinghua UniversityBeijing 100084China

Extriangulated category was introduced by H.Nakaoka and Y.Palu to give a unification of properties in exact categories anjd triangulated categories.A notion of tilting(resp.,cotilting)subcategories in an extriangulated category is defined in this paper.We give a Bazzoni characterization of tilting(resp.,cotilting)subcategories and obtain an Auslander-Reiten correspondence between tilting(resp.,cotilting)subcategories and coresolving covariantly(resp.,resolving contravariantly)finite subcatgories which are closed under direct summands and satisfy some cogenerating(resp.,generating)conditions.Applications of the results are given:we show that tilting(resp.,cotilting)subcategories defined here unify many previous works about tilting modules(subcategories)in module categories of Artin algebras and in abelian categories admitting a cotorsion triples;we also show that the results work for the triangulated categories with a proper class of triangles introduced by A.Beligiannis.

关键词： Extriangulated category tilting subcategory Auslander-Reiten correspondence Bazzoni characterization

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Growth and Interactions of Multi-Source Perturbations in Convection-Allowing Ensemble Forecasts

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Journal of Tropical Meteorology 2024年第2期30卷 118-131页

作者：张璐闵锦忠庄潇然王世璋魏莉青 Key Laboratory of Meteorological Disaster of Ministry of Education/Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disasters Nanjing University of Information Science and TechnologyNanjing 210044 China Jiangsu Meteorological Observatory Jiangsu Meteorological ServiceNanjing 210008 China Nanjing Joint Institute for Atmospheric Sciences Nanjing 210000 China

This study investigated the growth of forecast errors stemming from initial conditions(ICs),lateral boundary conditions(LBCs),and model(MO)perturbations,as well as their interactions,by conducting seven 36 h convectionallowing ensemble forecast(CAEF)experiments.Two cases,one with strong-forcing(SF)and the other with weak-forcing(WF),occurred over the Yangtze-Huai River basin(YHRB)in East China,were selected to examine the sources of uncertainties associated with perturbation growth under varying forcing backgrounds and the influence of these backgrounds on growth.The perturbations exhibited distinct characteristics in terms of temporal evolution,spatial propagation,and vertical distribution under different forcing backgrounds,indicating a dependence between perturbation growth and forcing background.A comparison of the perturbation growth in different precipitation areas revealed that IC and LBC perturbations were significantly influenced by the location of precipitation in the SF case,while MO perturbations were more responsive to convection triggering and dominated in the WF case.The vertical distribution of perturbations showed that the sources of uncertainties and the performance of perturbations varied between SF and WF cases,with LBC perturbations displaying notable case dependence.Furthermore,the interactions between perturbations were considered by exploring the added values of different source perturbations.For the SF case,the added values of IC,LBC,and MO perturbations were reflected in different forecast periods and different source uncertainties,suggesting that the combination of multi-source perturbations can yield positive interactions.In the WF case,MO perturbations provided a more accurate estimation of uncertainties downstream of the Dabie Mountain and need to be prioritized in the research on perturbation development.

关键词： convection-allowing ensemble forecast forcing background perturbation growth interactions added value

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U型组合再生混凝土-高强混凝土梁抗火性能

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工程力学 2024年第6期41卷 9-18页

作者：肖建庄陈子璇同济大学土木工程学院上海200092 广西大学土木建筑工程学院南宁530004 广西大学双碳科学与技术研究院南宁530004

为突破单一混凝土材料在受力和抗火两方面的性能难以协同优化的难题,该文创新性地提出U型组合再生混凝土-高强混凝土梁(简称为RAC-HSC组合梁),系统地开展了火灾试验和常温、火后受弯试验,综合分析了不同工况下组合梁的性能表现。研究表... 详细信息

为突破单一混凝土材料在受力和抗火两方面的性能难以协同优化的难题,该文创新性地提出U型组合再生混凝土-高强混凝土梁(简称为RAC-HSC组合梁),系统地开展了火灾试验和常温、火后受弯试验,综合分析了不同工况下组合梁的性能表现。研究表明:火灾下,RAC-HSC组合梁的耐火性能显著优于高强混凝土整浇梁,其梁内温度较低,跨中挠度较小,跨中未出现明显裂缝,且未观察到爆裂现象;常温及高温后的受弯试验中,RAC-HSC组合梁的屈服荷载、极限承载力及初始刚度均显著优于再生混凝土梁,基本达到或超过普通混凝土整浇梁和高强混凝土整浇梁的水平。该文所提出的U型组合再生混凝土-高强混凝土梁是混凝土构件“抗火-受力一体化设计”的有益尝试。

关键词：组合混凝土梁再生混凝土高强混凝土抗火性能受力性能

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A human-specific insertion promotes cell proliferation and migration by enhancing TBC1D8B expression

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Science China(Life Sciences) 2024年第4期67卷 765-777页

作者： Hui Zhao Lin-Lin Liu Jian Sun Lian Jin Hai-Bing Xie Jian-Bo Li Hui Xu Dong-Dong Wu xiao-Lin zhuang Min-Sheng Peng Ya-Jun Guo Wei-Zhu Qian Newton OOtecko Wei-Jie Sun Liang-Hu Qu Jie He Zhao-Li Chen Rong Liu Ce-Shi Chen Ya-Ping Zhang State Key Laboratory for Conservation and Utilization of Bio-resource School of Life SciencesSchool of Ecology and Environmental ScienceYunnan UniversityKunming 650091China School of Forensic Medicine Kunming Medical UniversityKunming 650500China Academy of Biomedical Engineering Kunming Medical UniversityKunming 650500China The Third Affiliated Hospital Kunming Medical UniversityKunming 650118China Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences and Yunnan Province Kunming Institute of ZoologyChinese Academy of SciencesKunming 650201China State Key Laboratory of Genetic Resources and Evolution Yunnan Laboratory of Molecular Biology of Domestic AnimalsKunming Institute of ZoologyChinese Academy of SciencesKunming 650201China The Key Laboratory of Gene Engineering of the Ministry of Education State Key Laboratory for BiocontrolSun Yat-sen UniversityGuangzhou 510275China National Engineering Research Center for Antibody Medicine and Shanghai Key Laboratory of Cell Engineering and Antibody Shanghai 201203China Department of Thoracic Surgery Cancer Institute and HospitalChinese Academy of Medical Sciences and Peking Union Medical CollegeBeijing 100730China

Human-specific insertions play important roles in human phenotypes and diseases.Here we reported a 446-bp insertion(Insert-446)in intron 11 of the TBC1D8B gene,located on chromosome X,and traced its origin to a portion of intron 6 of the EBF1 gene on chromosome 5.Interestingly,Insert-446 was present in the human Neanderthal and Denisovans genomes,and was fixed in humans after human-chimpanzee divergence.We have demonstrated that Insert-446 acts as an enhancer through binding transcript factors that promotes a higher expression of human TBC1D8B gene as compared with orthologs in macaques.In addition,over-expression TBC1D8B promoted cell proliferation and migration through“a dual finger”catalytic mechanism(Arg538 and Gln573)in the TBC domain in vitro and knockdown of TBC1D8B attenuated tumorigenesis in vivo.Knockout of Insert-446 prevented cell proliferation and migration in cancer and normal cells.Our results reveal that the human-specific Insert-446 promotes cell proliferation and migration by upregulating the expression of TBC1D8B gene.These findings provide a significant insight into the effects of human-specific insertions on evolution.

关键词： human-specific insertion enhancer gene expression cell proliferation and migration

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Grape size detection and online gradation based on machine vision

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International Journal of Agricultural and Biological Engineering 2017年第1期10卷 226-233页

作者： Wang Qiaohua Tang Yihua xiao zhuang College of Engineering Huazhong Agricultural UniversityWuhan 430070China

This research investigated the size detecting and online grading of Red Globe grapes using images of entire cases,rather than individual grapes.Method of ellipse fitting based on iterative least median squares was proposed and the process of grape grading includes the following four steps:stem removal from the RGB and NIR images collected by the 2-CCD camera;edge extraction by multiple methods of edge detection,image binarization,morphological processing,et al.;size determination of individual grapes by using image segmentation and ellipse fitting to calculate short axis length;Finally,grading based on the 15%downgrade principle,this means that if the case contains more than 15%of multiple grades,then the case is re-evaluated.Thirty-eight cases of Red Globe grapes were graded using these methods and 35 cases were correctly graded with an accuracy rate reaching 92.1%.The results showed that the accuracy and speed meet the requirements of grape automatic online detection.

关键词： machine vision Red Globe grape iterative least median squares ellipse fitting gradation

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走马楼吴简“炭民”“樵民”释解

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许昌学院学报 2024年第1期43卷 10-14页

作者：庄小霞中国社会科学院古代史研究所“古文字与中华文明传承发展工程”协同攻关创新平台北京100101

走马楼吴简所载“炭民”“樵民”是烧炭服役户和伐樵服役户,为孙吴宫廷、郡县提供木炭、薪柴。“炭民”“樵民”都是“举户从役”,且终身服役。通过对“炭民”“樵民”的研究,既增进了解孙吴徭役制度,又进一步推动魏晋南朝徭役制度的研究。

关键词：走马楼吴简徭役 “炭民” “樵民”

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HFE-7100平行微通道流动沸腾实验

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物理学报 2024年第5期73卷 178-189页

作者：解奕晨庄晓如岳思君李翔余鹏鲁春南方科技大学力学与航空航天工程系深圳518055 深圳职业技术大学机电工程学院深圳518055

微通道流动沸腾冷却技术兼具相变潜热和微尺度效应的诸多优点,是解决微电子器件热致失效问题的重要方法之一.HFE-7100是一种安全环保的电子氟化液,特别适用于微电子器件的冷却.本文在水力直径为0.5 mm的矩形平行微通道内,对HFE-7100的... 详细信息

微通道流动沸腾冷却技术兼具相变潜热和微尺度效应的诸多优点,是解决微电子器件热致失效问题的重要方法之一.HFE-7100是一种安全环保的电子氟化液,特别适用于微电子器件的冷却.本文在水力直径为0.5 mm的矩形平行微通道内,对HFE-7100的流动沸腾传热和两相流动特性进行了实验研究,测量范围为常压下质量流率88.9-277.8 kg·m^(-2)·s^(-1)、入口过冷度20.5-35.5℃和有效热流密度12-279 kW·m^(-2).本文分析了质量流率、入口过冷度、有效热流密度和干度对传热系数和压降的影响,发现在较低的入口过冷度下HFE-7100出现了沸腾迟滞现象,且增大入口过冷度和质量流率会延缓沸腾起始点的发生,且会提高传热系数和临界热流密度.两相压降受有效热流密度影响较大,且在定干度下不同质量流率的两相压降在塞状流和环状流阶段有明显差异.同时,通过观测两相流型,对流动沸腾传热现象进行了分析.本文还将两相压降实验数据与文献关联式预测值进行了对比,与Lockhart提出的关联式预测值偏差为19.6%.本文研究结果可为微电子器件散热设备的优化设计提供理论指导:以HFE-7100作为传热工质并将微通道流动沸腾冷却技术应用于微电子器件散热设备,可以提高设备的稳定性和可靠性;在不同热流密度的设备中通过控制入口过冷度和质量流率可有效地提升其散热性能;采用Lockhart提出的两相压降关联式可预测散热设备所需的泵功.

关键词：流动沸腾微通道 HFE-7100 传热电子器件

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论新型人格法益的权利化

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哈尔滨师范大学社会科学学报 2024年第3期15卷 79-84页

作者：庄晓燕福建师范大学马克思主义学院福建福州350117

新型人格法益权利化有利于增强法益适用的确定性,平衡法益保护和行为自由,促进人格权利保护制度的完善。但新型人格法益存在概念不清晰,权利要件不确定,权利类别不明确等理论困境。基于法益的概念证成具有不同面向,法益损害构成要件的... 详细信息

新型人格法益权利化有利于增强法益适用的确定性,平衡法益保护和行为自由,促进人格权利保护制度的完善。但新型人格法益存在概念不清晰,权利要件不确定,权利类别不明确等理论困境。基于法益的概念证成具有不同面向,法益损害构成要件的认定标准存在多重考量,法益的外延和类别归属受权利发展的动态影响等原因,新型人格法益的权利化应当坚持内外视角优化新型人格法益的规范概念,坚持立足本土实际完善新型人格法益的构成要件,坚持概念化和类型化明确新型人格法益的权利归属。

关键词：新型人格法益权利化个人信息信用

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