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Toward Intrusion Detection of Industrial Cyber-Physical System: A Hybrid Approach Based on System State and Network Traffic Abnormality Monitoring
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作者 Junbin He Wuxia Zhang +2 位作者 Xianyi Liu Jinping Liu Guangyi Yang 《Computers, Materials & Continua》 2025年第7期1227-1252,共26页
The integration of cloud computing into traditional industrial control systems is accelerating the evolution of Industrial Cyber-Physical System(ICPS),enhancing intelligence and autonomy.However,this transition also e... The integration of cloud computing into traditional industrial control systems is accelerating the evolution of Industrial Cyber-Physical System(ICPS),enhancing intelligence and autonomy.However,this transition also expands the attack surface,introducing critical security vulnerabilities.To address these challenges,this article proposes a hybrid intrusion detection scheme for securing ICPSs that combines system state anomaly and network traffic anomaly detection.Specifically,an improved variation-Bayesian-based noise covariance-adaptive nonlinear Kalman filtering(IVB-NCA-NLKF)method is developed to model nonlinear system dynamics,enabling optimal state estimation in multi-sensor ICPS environments.Intrusions within the physical sensing system are identified by analyzing residual discrepancies between predicted and observed system states.Simultaneously,an adaptive network traffic anomaly detection mechanism is introduced,leveraging learned traffic patterns to detect node-and network-level anomalies through pattern matching.Extensive experiments on a simulated network control system demonstrate that the proposed framework achieves higher detection accuracy(92.14%)with a reduced false alarm rate(0.81%).Moreover,it not only detects known attacks and vulnerabilities but also uncovers stealthy attacks that induce system state deviations,providing a robust and comprehensive security solution for the safety protection of ICPS. 展开更多
关键词 Industrial cyber-physical systems network intrusion detection adaptive Kalman filter abnormal state monitoring network traffic abnormality monitoring
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Research on the Construction of an Evaluation System for Innovation and Entrepreneurship Capabilities of Normal University Students Based on Factor Analysis Method
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作者 Fang Liu Chi Li Lihua Jia 《Journal of Contemporary Educational Research》 2025年第8期320-327,共8页
Under the National Innovation-Driven Development Strategy,establishing a scientifically sound evaluation system for normal university students’innovation and entrepreneurship capabilities serves as a crucial foundati... Under the National Innovation-Driven Development Strategy,establishing a scientifically sound evaluation system for normal university students’innovation and entrepreneurship capabilities serves as a crucial foundation for optimizing innovation education models and enhancing teacher candidates’comprehensive competencies.Based on existing indicator frameworks,we designed a questionnaire and applied exploratory factor analysis(EFA)to screen indicators,reduce dimensionality,and analyze weighting.This process identified key metrics for evaluating pedagogical students’innovation capacities,ultimately constructing a targeted assessment system for normal university students.The study provides theoretical support for cultivating teacher trainees’innovative capabilities while contributing to the national innovation strategy implementation. 展开更多
关键词 Factor analysis Innovation and entrepreneurship capability Indicator system Evaluation system UNIVERSITIES Normal university students
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Cohyponormal Weighted Composition Operators on the Fock Space over C^(N)
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作者 Lixia FENG Liankuo ZHAO 《Journal of Mathematical Research with Applications》 CSCD 2024年第2期239-247,共9页
In this paper,cohyponormal weighted composition operators on the Fock space over C^(N)are characterized completely.We also consider a class of weighted composition operators on the Fock space over C^(N)which are both ... In this paper,cohyponormal weighted composition operators on the Fock space over C^(N)are characterized completely.We also consider a class of weighted composition operators on the Fock space over C^(N)which are both posinormal and coposinormal.As an application,we obtain the characterization of hyponormal,cohyponormal,posinormal and coposinormal composition operators on the Fock space over C^(N). 展开更多
关键词 Fock space weighted composition operator hyponormal cohyponormal posinormal coposinormal
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Cultivation of the Educator Spirit among Mathematics Normal Students:Value,Dilemma,and Path
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作者 Jin Liu Meng Yan Yufan Niu 《Journal of Contemporary Educational Research》 2025年第3期187-197,共11页
The cultivation of the educator spirit among normal university students provides dual guidance in theory and practice for higher education institutions to train future teachers with noble educational sentiments and pr... The cultivation of the educator spirit among normal university students provides dual guidance in theory and practice for higher education institutions to train future teachers with noble educational sentiments and professional qualities.This study elaborates on the essential connotation of the educator spirit from six perspectives:guiding philosophy,spiritual cultivation,internal requirements,essential requirements,the soul of teacher ethics,and sources of motivation.On this basis,it explains the three major dilemmas in cultivating the educator spirit among normal university students:the cognitive dilemma regarding the understanding of the value of the educator spirit and educational identity,the integration dilemma caused by the disconnection between educational curriculum design and the penetration of the educator spirit,and the alienation dilemma arising from improper connection between educational practice and the educator spirit.Therefore,it is proposed to incorporate the educator spirit into the evaluation system for normal university students,by deepening the understanding of values,optimizing curriculum design,strengthening practice orientation,and comprehensively motivating and evaluating normal university students’recognition and practice of the educator spirit,in order to promote the inheritance and innovation of the educator spirit. 展开更多
关键词 Educator spirit Training of normal students Value connotation DILEMMAS Pathways
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Exploration and Research on the Application of Artificial Intelligence Technology in the“4+1”Teaching Practicum of Normal Students
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作者 Fei Liu Chunbao Gu Na Zhao 《Journal of Contemporary Educational Research》 2025年第11期85-91,共7页
The General Secretary pointed out that“artificial intelligence is an important driving force for the new round of scientific and technological revolution and industrial transformation,and will have a profound impact ... The General Secretary pointed out that“artificial intelligence is an important driving force for the new round of scientific and technological revolution and industrial transformation,and will have a profound impact on the global economic and social development and the progress of human civilization”[1].With the in-depth advancement of China’s education reform,the training model for pre-service teachers has also ushered in changes.Based on the innovative“4+1”on-site(teaching)practicum for pre-service teachers at a university in Jiangsu Province,this study explores the application of artificial intelligence technology in the“4+1”on-site(teaching)practicum process for pre-service teachers.By using artificial intelligence technology to assist teaching design,conduct classroom behavior analysis,and generate teaching reflections,this study aims to enhance the personalization and effectiveness of pre-service teachers’internships.This research is intended to provide certain references for empowering normal education practice with artificial intelligence technology,and has positive significance for promoting the digital transformation of teacher education. 展开更多
关键词 Artificial intelligence Normal education “4+1”on-site(teaching)practicum Practical teaching
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Multi-Scale Feature Fusion Network for Accurate Detection of Cervical Abnormal Cells
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作者 Chuanyun Xu Die Hu +3 位作者 Yang Zhang Shuaiye Huang Yisha Sun Gang Li 《Computers, Materials & Continua》 2025年第4期559-574,共16页
Detecting abnormal cervical cells is crucial for early identification and timely treatment of cervical cancer.However,this task is challenging due to the morphological similarities between abnormal and normal cells an... Detecting abnormal cervical cells is crucial for early identification and timely treatment of cervical cancer.However,this task is challenging due to the morphological similarities between abnormal and normal cells and the significant variations in cell size.Pathologists often refer to surrounding cells to identify abnormalities.To emulate this slide examination behavior,this study proposes a Multi-Scale Feature Fusion Network(MSFF-Net)for detecting cervical abnormal cells.MSFF-Net employs a Cross-Scale Pooling Model(CSPM)to effectively capture diverse features and contextual information,ranging from local details to the overall structure.Additionally,a Multi-Scale Fusion Attention(MSFA)module is introduced to mitigate the impact of cell size variations by adaptively fusing local and global information at different scales.To handle the complex environment of cervical cell images,such as cell adhesion and overlapping,the Inner-CIoU loss function is utilized to more precisely measure the overlap between bounding boxes,thereby improving detection accuracy in such scenarios.Experimental results on the Comparison detector dataset demonstrate that MSFF-Net achieves a mean average precision(mAP)of 63.2%,outperforming state-of-the-art methods while maintaining a relatively small number of parameters(26.8 M).This study highlights the effectiveness of multi-scale feature fusion in enhancing the detection of cervical abnormal cells,contributing to more accurate and efficient cervical cancer screening. 展开更多
关键词 Cervical abnormal cells image detection multi-scale feature fusion contextual information
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Normality and Shared Functions Wandering on the Sphere
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作者 Guangsheng WANG Fei LI Yan XU 《Journal of Mathematical Research with Applications》 2025年第3期329-336,共8页
In this paper,we obtain a normality criterion for families of meromorphic functions concerning‘wandering’shared functions,which generalizes and improves Montel’s criterion and the related results due to Schwick,Xu-... In this paper,we obtain a normality criterion for families of meromorphic functions concerning‘wandering’shared functions,which generalizes and improves Montel’s criterion and the related results due to Schwick,Xu-Fang,Xu-Qiu,and Grahl-Nevo.Also,a normality relationship between two families is given. 展开更多
关键词 meromorphic function normal family wandering shared function Montel’s criterion
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The Hyponormal Block Dual Toeplitz Operators
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作者 Yingliang FU Puyu CUI +1 位作者 Chao ZU Yufeng LU 《Journal of Mathematical Research with Applications》 2025年第3期377-394,共18页
We consider the hyponormality of the block dual Toeplitz operator S_(Φ)acting on the orthogonal complement of the vector valued weighted Bergman space (A_(α)^(2)(D,C^(n)))^(⊥).We provide a necessary and sufficient ... We consider the hyponormality of the block dual Toeplitz operator S_(Φ)acting on the orthogonal complement of the vector valued weighted Bergman space (A_(α)^(2)(D,C^(n)))^(⊥).We provide a necessary and sufficient condition for the hyponormality of SΦwith matrix valued bounded harmonic symbol.In this process,we introduce a function g_(w,s)∈(A_(α)^(2)(D))^(⊥),which is similar to the reproducing kernel of the weighted Bergman space A_(α)^(2)(D).We also give some additional applications of the function gw,s∈(A_(α)^(2)(D))^(⊥). 展开更多
关键词 vector-valued weighted Bergman space Hyponormality block dual Toeplitz operators
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Some Generalized Normal Subgroups and p-nilpotency of Finite Groups 被引量:1
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作者 ZHONG Guo LIN Shi-Xun +1 位作者 CHEN Qi-le QIN Li-hua 《Chinese Quarterly Journal of Mathematics》 2018年第1期17-24,共8页
In this paper, the influence of s-semipermutable, c~#-normal, subnormally embedded and ss-quasinormal subgroups on the p-nilpotency of finite groups is investigated and some recent results are generalized.
关键词 s-semipermutable subgroups c#-normal subgroups subnormally embedded subgroups ss-quasinormal subgroups p-nilpotency
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Synchronized dual-wavelength mode-locked laser in normal dispersion regime
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作者 Yangrui Shi Haojing Zhang +2 位作者 Yuxuan Ren Junsong Peng Heping Zeng 《Chinese Physics B》 2025年第9期228-232,共5页
Synchronized dual-wavelength mode-locked laser is investigated numerically and experimentally in the normal dispersion regime.A programmable optical processor is introduced to shape the spectral profile and adjust the... Synchronized dual-wavelength mode-locked laser is investigated numerically and experimentally in the normal dispersion regime.A programmable optical processor is introduced to shape the spectral profile and adjust the net dispersion,which is demonstrated be a convenient and reliable approach to generate dual-color solitons.The time-stretch dispersive Fourier transform and frequency-resolved optical grating techniques are utilized to measure the spectral and temporal characteristics of dual-color solitons,respectively.The numerical results are consistent with experimental results.This work may facilitate the development of filter-based mode-locked laser and the understanding of multi-wavelength soliton dynamics. 展开更多
关键词 fiber laser mode locking DUAL-WAVELENGTH
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A frictional weakening law of breakable granular flow influenced by shear velocity and normal stress
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作者 Zhenyu Liu Lijun Su +2 位作者 Bingli Hu Yiding Bao Bo Zhao 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第10期6344-6361,共18页
Rock avalanches frequently lead to catastrophic consequences due to their unpredictably high mobility.Numerous researchers have studied the shear behavior of granular materials under various conditions,attributing the... Rock avalanches frequently lead to catastrophic consequences due to their unpredictably high mobility.Numerous researchers have studied the shear behavior of granular materials under various conditions,attributing the high mobility to ultralow resistance.However,the underlying physical mechanism of frictional weakening remains unclear.This study utilizes the discrete element method(DEM)incorporating the fragment replacement model to simulate plane shear flows under various normal stresses(0.2 e1.2 MPa)and shear velocities(0.01e2 m/s).The findings reveal a localized shear band characterized by a J-shaped velocity profile and high granular temperature,and a concentrated distribution of weak contact forces forms at a shear velocity exceeding 0.1 m/s and normal stress above 0.6 MPa.Moreover,frictional weakening is observed with increasing normal stress from 0.2 MPa to 1.2 MPa and increasing shear velocity from 0.1 m/s to 2 m/s.The evolution of the steady-state friction coefficient can be divided into two stages:an initial stage(I)and a weakening stage(II).During stage I,the steady-state friction coefficient slightly increases until reaching a peak value.However,upon entering stage II,it gradually decreases and approaches an ultimate value.The velocity-and normal stress-dependent frictional weakening can be attributed to shear localization and embedded packing structure induced by particle breakage,respectively.Finally,an optimized m(I)model is proposed to capture the full evolution of the friction coefficient with the shear strain rate,which can improve our understanding of rock avalanche dynamics. 展开更多
关键词 Plane shear flow Discrete element method(DEM) Frictional weakening Shear localization Particle breakage
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Several Properties of p-w-hyponormal Operators 被引量:1
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作者 LI Hai-ying YANG Chang-sen 《Chinese Quarterly Journal of Mathematics》 CSCD 北大核心 2008年第2期195-201,共7页
In this paper, let T be a bounded linear operator on a complex Hilbert H. We give and prove that every p-w-hyponormal operator has Bishop's property(β) and spectral properties; Quasi-similar p-w-hyponormal operat... In this paper, let T be a bounded linear operator on a complex Hilbert H. We give and prove that every p-w-hyponormal operator has Bishop's property(β) and spectral properties; Quasi-similar p-w-hyponormal operators have equal spectra and equal essential spectra. Finally, for p-w-hyponormal operators, we give a kind of proof of its normality by use of properties of partial isometry. 展开更多
关键词 Aluthge transformation Bishop's property(β) quasi-similar w-hyponormal operators p-w-hyponormal operators
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Pharmacokinetic study of 3-(4-chlorophenyl)-7-[2-(piperazin-1-yl)ethoxy]-4H-chromen-4-one,a derivative of soybean isoflavone by LC-MS/MS in normal rats
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作者 Junrong Hao Mengqiang Lian +2 位作者 Shuang Li Hongyan Yin Chunyan Guo 《Journal of Chinese Pharmaceutical Sciences》 2025年第7期633-643,共11页
3-(4-Chlorophenyl)-7-[2-(piperazin-1-yl)ethoxy]-4H-chromen-4-one(CPEO-43)is a derivative of soybean isoflavone(SI),synthesized by introducing a chlorine atom and a piperazine group into the structure of natural SI.In ... 3-(4-Chlorophenyl)-7-[2-(piperazin-1-yl)ethoxy]-4H-chromen-4-one(CPEO-43)is a derivative of soybean isoflavone(SI),synthesized by introducing a chlorine atom and a piperazine group into the structure of natural SI.In vitro experiments have demonstrated that CPEO-43 exhibits a notable inhibitory effect on both A549 cells and HCT116 cells.For the further development and utilization of CPEO-43,this study aims to establish and validate a liquid chromatography-tandem mass spectrometry(LC-MS/MS)quantitative analysis method for the pharmacokinetic study of CPEO-43.Normal rats were intragastrically administered different doses(2,6,and 20 mg/kg)of CPEO-43,and blood was taken from the ocular venous plexus at different time points.The blood concentration of CPEO-43 at different time points was determined using LC-MS/MS technology,and the pharmacokinetic parameters of the compound were calculated using the pharmacokinetic software DAS.The results indicated that the established LC-MS/MS method complies with the standards for bioanalytical method validation in the Chinese Pharmacopoeia(CHP)and can be applied to the pharmacokinetic study of CPEO-43.The pharmacokinetic software DAS non-compartmental model was successfully used to calculate the C_(max),T_(max),t_(1/2),AUC_(0-∞),MRTs,CL,and Vd pharmacokinetic parameters of the compound at different doses.The results were as follows:62.0±10.5,222.0±28.7,and 1384.5±376.4 ng/mL;8.5±1.2,6.0±0.0,and 11.0±6.2 h;15.6,15.0,and 18.5 h;1517.8±317.0,5328.7±864.4,and 45556.3±22735.6 ng·h/mL;17.8±1.2,17.7±0.8,and 20.0±3.2 h;1370.3±305.9,1153.5±205.6,and 505.3±179.8 mL/kg/h;30843.0±7458.0,24344.0±5237.0,and 13950.3±5996.9 mL/kg.These characteristics are of great significance for understanding the in vivo process of the drug,formulating dosing regimens,and evaluating the safety and efficacy of the drug. 展开更多
关键词 3-(4-Chlorophenyl)-7-[2-(piperazin-l-yl)ethoxy]-4H-chromen-4-one Soybean isoflavone LC-MS/MS Pharmacokinetics
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三参数Normal-Ogive模型参数估计的SAEM算法
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作者 孟祥斌 刘佳 丁锐 《心理科学》 CSSCI CSCD 北大核心 2023年第2期450-460,共11页
Normal-Ogive模型是项目反应理论的代表性模型之一,其参数估计主要是基于MCMC抽样实现的,但MCMC抽样的不足是计算效率较低。针对这一问题,本文以混合模型(mixture model)的视角,通过变量扩充,提出三参数normalogive(3PNO)模型题目参数... Normal-Ogive模型是项目反应理论的代表性模型之一,其参数估计主要是基于MCMC抽样实现的,但MCMC抽样的不足是计算效率较低。针对这一问题,本文以混合模型(mixture model)的视角,通过变量扩充,提出三参数normalogive(3PNO)模型题目参数估计的随机逼近EM(stochastic approximation EM,简称SAEM)算法,并通过Monte Carlo模拟对SAEM算法的主要影响因素、计算效率、估计的返真性进行验证。模拟研究的结果表明:SAEM算法能够准确实现3PNO模型题目参数估计的计算,并且具有较高的计算效率,表现出优良的计算性质。 展开更多
关键词 项目反应理论 三参数Normal-Ogive模型 SAEM算法
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APPLICATION OF TWO OPERATORS TRANSFORM FROM CLASS A OPERATOR TO THE CLASS OF HYPONORMAL OPERATOR
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作者 杨长森 丁艳风 《Acta Mathematica Scientia》 SCIE CSCD 2011年第1期93-101,共9页
In this article, we give an operator transform T (*) from class A operator to the class of hyponormal operators. It is different from the operator transform T defined by M. Ch and T. Yamazaki. Then, we show that σ... In this article, we give an operator transform T (*) from class A operator to the class of hyponormal operators. It is different from the operator transform T defined by M. Ch and T. Yamazaki. Then, we show that σ(T ) = σ( T (*)) and σa(T )/{0} = σa( T (*))/{0}, in case T belongs to class A. Next, we obtain some relations between T and T (9). 展开更多
关键词 Class A operator hyponormal p-hyponormal polar decomposition numerical radius
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PROPERTIES OF p-ω-HYPONORMAL OPERATORS
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作者 Yang Changsen Li Haiying 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2006年第1期64-68,共5页
The approximate point spectrum properties of p-ω-hyponormal operators are given and proved. In faet, it is a generalization of approximate point speetrum properties of ω- hyponormal operators. The relation of spectr... The approximate point spectrum properties of p-ω-hyponormal operators are given and proved. In faet, it is a generalization of approximate point speetrum properties of ω- hyponormal operators. The relation of spectra and numerical range of p-ω-hyponormal operators is obtained, On the other hand, for p-ω-hyponormal operators T,it is showed that if Y is normal,then T is also normal. 展开更多
关键词 ω-hyponormal operators p-ω-hyponormal operator approximate point spectrum.
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The Composition and Influencing Factors of Teachers' Professional Identity of Normal School Students
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作者 LIANGTian ZHANGMuzi +1 位作者 CUIQize JINZhezhu 《外文科技期刊数据库(文摘版)教育科学》 2022年第4期197-200,共4页
This paper uses the methods of questionnaire and interview to investigate the basic status quo and components of teachers identity of undergraduates majoring in normal university. The results show that: (1) The genera... This paper uses the methods of questionnaire and interview to investigate the basic status quo and components of teachers identity of undergraduates majoring in normal university. The results show that: (1) The general level of teachers professional identity of normal school students is above average, but there are differences in dimensional development. (2) Normal students of different genders have no differences in teachers professional identity and various dimensions. There are significant differences in the total score of teachers professional identity, pre-service preparation and professional will among the normal students of different grades. (3) Normal students teacher identity may be influenced by factors such as motivation, personal factors and family background. 展开更多
关键词 normal education teacher identity normal students
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Abnormal Failure Analysis of H13 Punches in Steel Squeeze Casting Process 被引量:13
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作者 ZHANG Mi-lan XING Shu-ming +3 位作者 XIN Qiao XIAO Li-ming GOU Jun-nian WU Xia-ling 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2008年第3期47-51,共5页
In steel squeeze casting process, the working condition of a punch was very rigorous. The abnormal failure models of an H13 punch, such as plastic rubbed damnification, could not be avoided easily. Based on the analys... In steel squeeze casting process, the working condition of a punch was very rigorous. The abnormal failure models of an H13 punch, such as plastic rubbed damnification, could not be avoided easily. Based on the analysis of the flow stress and the friction-shearing stress of an H13 punch in steel squeeze casting process, the following results were obtained: if the flow stress of an H13 punch was smaller than its friction-shearing stress, these abnormal failures could not be avoided; and if there were some protection measures that enable the flow stress to have a greater value than its friction-shearing one, the abnormal failures would not occur. In the production of 45^# steel valves and catenary system components, the flow stress of a lateral H13 punch without any protection measure was about 29 MPa and its friction-shearing stress was about 51 MPa, then, the abnormal failures occurred; however, when the protection measures of the punch enabled its working temperature to have a value below 682 ℃ its flow stress was greater than its friction-shearing stress, and the abnormal failures were avoided. 展开更多
关键词 steel squeeze casting ABNORMAL ailure plastic rubbed damnification plastic chimb H13 steel
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NORMALITY CRITERIA FOR FAMILIES OF MEROMORPHIC ALGEBROID FUNCTIONS 被引量:3
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作者 孙道椿 《Acta Mathematica Scientia》 SCIE CSCD 2010年第1期166-172,共7页
By using the definition of Hausdorff distance, we prove some normality criteria for families of meromorphic algebroid functions. Some examples are given to complement the theory in this article.
关键词 Hausdorff distance meromorphic algebroid functions normality criteria
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