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Effect of high-magnetic-field normalizing on microstructure and texture of grain-oriented silicon steel
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作者 Si-zhou Liu Zhao-yang Cheng +3 位作者 Yun-xiang Chen Juan Jia Shi-qi Zhang Jing Liu 《Journal of Iron and Steel Research International》 2025年第8期2525-2538,共14页
A grain-oriented silicon steel was normalized with a novel high magnetic field using one-stage cooling process.The effect of high-magnetic-field normalizing on the microstructures and textures was studied with a hot-r... A grain-oriented silicon steel was normalized with a novel high magnetic field using one-stage cooling process.The effect of high-magnetic-field normalizing on the microstructures and textures was studied with a hot-rolled sheet as initial material.It was found that recrystallization and the grain growth were enhanced owing to the external magnetic field driving force.The angle between Goss orientation and magnetic field direction was small,resulting in a high nucleation rate of Goss grains,and hence,the intensity of Goss texture was increased and the deviation angle of Goss grains was reduced after high-magnetic-field normalizing.Furthermore,the migration of dislocation was promoted with an external magnetic field driving force and the density of dislocation decreased,reducing the proportion of low-angle grain boundaries around the Goss grains.The enhancement of recrystallization process and grain growth increased the proportion of high-energy grain boundaries and high-angle grain boundaries,providing a favorable condition for the growth of Goss grains. 展开更多
关键词 High magnetic field Grain-oriented silicon steel normalizing RECRYSTALLIZATION Goss texture
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Unknown DDoS Attack Detection with Sliced Iterative Normalizing Flows Technique
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作者 Chin-Shiuh Shieh Thanh-Lam Nguyen +1 位作者 Thanh-Tuan Nguyen Mong-Fong Horng 《Computers, Materials & Continua》 2025年第3期4881-4912,共32页
DDoS attacks represent one of the most pervasive and evolving threats in cybersecurity,capable of crippling critical infrastructures and disrupting services globally.As networks continue to expand and threats become m... DDoS attacks represent one of the most pervasive and evolving threats in cybersecurity,capable of crippling critical infrastructures and disrupting services globally.As networks continue to expand and threats become more sophisticated,there is an urgent need for Intrusion Detection Systems(IDS)capable of handling these challenges effectively.Traditional IDS models frequently have difficulties in detecting new or changing attack patterns since they heavily depend on existing characteristics.This paper presents a novel approach for detecting unknown Distributed Denial of Service(DDoS)attacks by integrating Sliced Iterative Normalizing Flows(SINF)into IDS.SINF utilizes the Sliced Wasserstein distance to repeatedly modify probability distributions,enabling better management of high-dimensional data when there are only a few samples available.The unique architecture of SINF ensures efficient density estimation and robust sample generation,enabling IDS to adapt dynamically to emerging threats without relying heavily on predefined signatures or extensive retraining.By incorporating Open-Set Recognition(OSR)techniques,this method improves the system’s ability to detect both known and unknown attacks while maintaining high detection performance.The experimental evaluation on CICIDS2017 and CICDDoS2019 datasets demonstrates that the proposed system achieves an accuracy of 99.85%for known attacks and an F1 score of 99.99%after incremental learning for unknown attacks.The results clearly demonstrate the system’s strong generalization capability across unseen attacks while maintaining the computational efficiency required for real-world deployment. 展开更多
关键词 Distributed denial of service sliced iterative normalizing flows open-set recognition CYBERSECURITY deep learning
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Effect of normalizing cooling process on microstructure and precipitates in low-temperature silicon steel 被引量:13
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作者 李慧 冯运莉 +2 位作者 宋孟 梁精龙 苍大强 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2014年第3期770-776,共7页
Microstructure, precipitate and magnetic characteristic of fmal products with different normalizing cooling processes for Fe-3.2%Si low-temperature hot-rolled grain-oriented silicon steel were analyzed and compared wi... Microstructure, precipitate and magnetic characteristic of fmal products with different normalizing cooling processes for Fe-3.2%Si low-temperature hot-rolled grain-oriented silicon steel were analyzed and compared with the hot-rolled plate by optical microscopy (OM), transmission electron microscopy (TEM), and energy dispersive spectrometry (EDS). The results show that, the surface microstructure is uniform, the proportion of recrystallization in matrix increases, and the banding textures are narrowed; the precipitates, whose quantity in normalized plate is more than that in hot-rolled plate greatly, are mainly A1N, MnS, composite precipitates (Cu,Mn)S and so on. Normalizing technology with a temperature of 1120 ℃, holding for 3 min, and a two-stage cooling is a most advantaged method to obtain oriented silicon steel with sharper Goss texture and higher magnetic properties, owing to the uniform surface microstructures and the obvious inhomogeneity of microstructures along the thickness. The normalizing technology with the two-stage cooling is the optimum process, which can generate more fine precipitates dispersed over the matrix, and be beneficial for finished products to get higher magnetic properties. 展开更多
关键词 low temperature grain-oriented silicon steel normalizing cooling process MICROSTRUCTURE PRECIPITATE magnetic property
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Air interaction around outdoor air-cooled condensers 被引量:1
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作者 王树刚 张腾飞 张剑 《Journal of Southeast University(English Edition)》 EI CAS 2010年第2期222-226,共5页
In order to increase cooling or heating efficiency,a porous computational fluid dynamics(CFD)model is employed to predict the thermo-fluid status and optimize the placement of outdoor units.A full scale model is est... In order to increase cooling or heating efficiency,a porous computational fluid dynamics(CFD)model is employed to predict the thermo-fluid status and optimize the placement of outdoor units.A full scale model is established to validate the accuracy of CFD simulation in terms of velocity and temperature distributions.The comparison between the measurement and the simulation shows a good agreement.By evaluating the condensers' sucked air temperature with CFD for three units installed in a row,it is found that the minimum separation distance among neighboring units is 0.2 m;a vertical wall should be apart from the unit line by at least 0.8 m;and large different operating pressures among units do not impact the flow rate and the heat transfer of the other units meaningfully. 展开更多
关键词 air-cooled condensers flow interaction heat transfer optimization computational fluid dynamics(CFD) MEASUREMENT
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Effects of Normalizing Annealing on Grain-oriented Silicon Steel 被引量:7
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作者 Chen LING Li XIANG +1 位作者 Sheng-tao QIU Yong GAN 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2014年第7期690-694,共5页
The grain-oriented silicon steel is a kind of important magnetic materials with low iron loss and high induc tion. Hot hand normalizing annealing is an important process which influences the microstructure and the dev... The grain-oriented silicon steel is a kind of important magnetic materials with low iron loss and high induc tion. Hot hand normalizing annealing is an important process which influences the microstructure and the development of the inhibitors. The effects of different annealing temperatures and cooling conditions on the inhibitors and microstructures of normalizing annealing band were investigated. The microstructure and different kinds of the inhibitors, i. e. , A1N, AIN+Cu, S+MnS, and TiN, were discovered. The result shows that a suitable cooling condition leads to more nano scale inhibitors and uniform microstructure of the normalizing annealing band and consequently results in better magnetic properties. 展开更多
关键词 grain-oriented silicon steel normalizing annealing MICROSTRUCTURE INHIBITOR
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TanshinoneⅡA improves distribution and anti-tumor efficacy of pegylated liposomal doxorubicin via normalizing the structure and function of tumor vasculature in hepa1-6 hepatoma mice model 被引量:6
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作者 Zhang Ying Tie MingHui +1 位作者 Bi Feng Wang Ke 《Journal of Traditional Chinese Medicine》 SCIE CAS CSCD 2018年第6期815-822,共8页
OBJECTIVE: To investigate whether the Tandistribution and anti-tumor Ⅱef A could improve the ficacy of Pegylated Liposomal Doxorubicin(PLD) via normalizing the structure and function of vasculature in Hepa1-6 hepatom... OBJECTIVE: To investigate whether the Tandistribution and anti-tumor Ⅱef A could improve the ficacy of Pegylated Liposomal Doxorubicin(PLD) via normalizing the structure and function of vasculature in Hepa1-6 hepatoma mice model.METHODS: Hepa1-6 hepatoma-bearing mice were treated with TanⅡA for 14 d. Distribution and anti-tumor efficacy of PLD, and the structure and function of the tumor vasculature were evaluated using various techniques.RESULTS: TanⅡ A significantly reduced the micro-vessel density(MVD). After Tan vascular walls were betteⅡr s A treatment,the tumor tructured, as the increased coverage of the pericytes and the promoted contact of the basement membrane and endothelial cell. Functional tests showed that tumor hypoxia was improved and the exudation amount of Evans blue in the parenchyma of the tumor decreased. In addition, mice treated with TanA had greater PLD penetration distance intratumoⅡrally. Furthermore, combined therapy of Tanibited tumor growth.ⅡA and PLD significantly inhCONCLUSION: This study suggests that Tanasculature andⅡ h A helps normalizing the tumor vas therapeutic potential in increasing the distribution of chemotherapy drug in the tumor. 展开更多
关键词 Liver neoplasms experimental TanshinoneⅡA Vascular normalization Pegylated LIPOSOMAL DOXORUBICIN
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Mn-Series Low-Carbon Air-Cooled Bainitic Steel Containing Niobium of 0.02% 被引量:5
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作者 FENG Chun FANG Hong-sheng ZHENG Yan-kang BAI Bing-zhe 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2010年第4期53-58,共6页
A new hot rolled low-carbon air-cooled bainitic steel containing Nb of 0.02% has been developed based on alloying design of the grain boundary allotriomorphic ferrite (FGBA)/granular bainite (BG) duplex steel. The... A new hot rolled low-carbon air-cooled bainitic steel containing Nb of 0.02% has been developed based on alloying design of the grain boundary allotriomorphic ferrite (FGBA)/granular bainite (BG) duplex steel. The as-rolled microstructure and mechanical properties of bainitie steel containing Nb of 0. 02% were investigated by tensile test, optical microscopy (OM), scanning electron microscopy (SEM), and transmission electron microscopy (TEM). The results show that adding 0.02 % of Nb obviously improves the strength without sacrificing toughness of the FGBA/BG steel. Adding 0.02% of Nb not only refines the grain boundary allotriomorphic ferrite grains but also promotes the refinement of granular bainite including its bainitic ferrite and M/A island. Any Nb(C,N) has been hardly observed in the steel containing Nb of 0.02%. It is suggested that the strengthening mechanism of Nb of 0.02% can be mainly attributed to the effect of Nb in solution (solute drag-like effect) on the phase transformation rather than the precipitation strengthening of Nb(C, N) particles. 展开更多
关键词 low-carbon air-cooled bainitic steel NIOBIUM MICROSTRUCTURE mechanical property
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Precipitation Behavior of V-N Microalloyed Steels during Normalizing 被引量:11
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作者 Tao PAN Xi-yang CHAI +2 位作者 Jin-guang WANG Hang SU Cai-fu YANG 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2015年第11期1037-1042,共6页
The precipitation behavior of V-N microalloyed steel during normalizing process was studied by physicochemical phase analysis and transmission electron microscopy(TEM). The effect of precipitation behavior on mechan... The precipitation behavior of V-N microalloyed steel during normalizing process was studied by physicochemical phase analysis and transmission electron microscopy(TEM). The effect of precipitation behavior on mechanical properties was investigated by theoretical calculations. The results showed that 32.9% of V(C,N) precipitates remained undissolved in the austenite during the soaking step of the normalizing process. These precipitates prevented the growth of the austenite grains. During the subsequent cooling process, the dissolved V(C,N) re-precipitated and played a role in precipitation strengthening. The undissolved V(C,N) induced intragranular ferrite nucleation and refined the ferrite grains. Consequently, compared with hot-rolled steel, the normalized steel exhibited increased grain-refining strengthening but diminished precipitation strengthening, leading to an improvement of the impact energy at the expense of about 40 MPa yield strength. 展开更多
关键词 normalizing V-N microalloyed steel precipitation strengthening grain-refining strengthening
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Precipitation of α_2 Phase in α+β Solution-Treated and Air-cooled Ti-Al-Sn-Zr-Mo-Si-Nd Alloys 被引量:5
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作者 Jun ZHANG and Dong LI Institute of Metal Research, Chinese Academy of Sciences, Shenyang 110016, China resent address: Shenyang University, Shenyang 110044, China E-mail: zhjun14@mailcity.com 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2001年第3期315-317,共3页
A series of Ti-Al-Sn-Zr-Mo-Si-Nd alloys with various content of Al were solution treated in α+β phase field and air-cooled. The precipitation of a2 phase in cooling was investigated by transmission electron microsco... A series of Ti-Al-Sn-Zr-Mo-Si-Nd alloys with various content of Al were solution treated in α+β phase field and air-cooled. The precipitation of a2 phase in cooling was investigated by transmission electron microscopic analysis The precipitation characteristic of α2 phase was discussed. The precipitation of α2 phase would proceed by the nucleation and growth of α2 phase dependent on the diffusion of Al atoms. And a comparison on the difference of precipitation of α2 phase was carried out under the conditions of air-cooling and quenching in water. The investigation showed that the air-cooling and even quenching could supply enough time for the precipitation and growth of α2 phase when Al content reached a certain value even though far away from the stoichiometric composition of Ti3Al. 展开更多
关键词 Al Precipitation of Phase in Solution-Treated and air-cooled Ti-Al-Sn-Zr-Mo-Si-Nd Alloys Ti Mo Sn ZR ND Si
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Microstructure and properties of rheo-HPDC Al-8Si alloy prepared by air-cooled stirring rod process 被引量:5
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作者 Ming-fan QI Yong-lin KANG Guo-ming ZHU 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2017年第9期1939-1946,共8页
A new and effective semisolid slurry preparation process with air-cooled stirring rod(ACSR)is reported,in which the compressed air is constantly injected into the inner cavity of a stirring rod to cool the melt.The sl... A new and effective semisolid slurry preparation process with air-cooled stirring rod(ACSR)is reported,in which the compressed air is constantly injected into the inner cavity of a stirring rod to cool the melt.The slurry of a newly developed high thermal conductivity Al?8Si alloy was prepared,and thin-wall heat dissipation shells were produced by the ACSR process combined with a HPDC machine.The effects of the air flow on the morphology ofα1-Al particles,mechanical properties and thermal conductivity of rheo-HPDC samples were studied.The results show that the excellent slurry of the alloy could be obtained with the air flow exceeding3L/s.Rheo-HPDC samples that were produced with the air flow of5L/s had the maximum UTS,YS,elongation,hardness and thermal conductivity of261MPa,124MPa,4.9%,HV99and153W/(m·K),respectively.Rheo-HPDC samples show improved properties compared to those formed by HPDC,and the increasing rates of UTS,YS,elongation,hardness and thermal conductivity were20%,15%,88%,13%and10%,respectively. 展开更多
关键词 rheo-HPDC Al.8Si alloy air-cooled stirring rod microstructure mechanical properties thermal conductivity
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Effect of Chromium on CCT Diagrams of Novel Air-Cooled Bainite Steels Analyzed by Neural Network 被引量:4
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作者 YOU Wei XU Wei-hong +2 位作者 LIU Ya-xiu BAI Bing-zhe FANG Hong-sheng 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2007年第4期39-42,共4页
The quantitative effects of chromium content on continuous cooling transformation (CCT) diagrams of novel air-cooled bainite steels were analyzed using artificial neural network models. The results showed that the c... The quantitative effects of chromium content on continuous cooling transformation (CCT) diagrams of novel air-cooled bainite steels were analyzed using artificial neural network models. The results showed that the chromium may retard the high and medium-temperature martensite transformation. 展开更多
关键词 novel air-cooled bainite steel CCT diagram artificial neural network chromium content quantitative effect
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Comparison of up ladder type and terraced type normalizing heat treatments of heavy cylinder 被引量:1
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作者 孙建亮 彭艳 +1 位作者 邱丑武 张永振 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第11期2777-2783,共7页
Because of the mixed grain and coarse grain structure, the long heat treatment cycle and large energy conservation in the heavy cylinder heat treatment process, the up ladder type and terraced type normalizing heat tr... Because of the mixed grain and coarse grain structure, the long heat treatment cycle and large energy conservation in the heavy cylinder heat treatment process, the up ladder type and terraced type normalizing heat treatment of heavy cylinder after rolling were put forward. The microstructure and mechanical properties of 2.25Cr1Mo0.25 V steel after the up ladder type normalizing, terraced type normalizing and isothermal type normalizing were studied. Experimental results show that: 1) For the grain refinement, the twice terraced type normalizing is better than the up ladder type and isothermal type normalizing, and the average grain size is 18 μm; 2) The yield strength, tensile strength and-30℃ charpy impact energy after twice terraced type normalizing are 681 MPa, 768 MPa and 181 J, respectively, and the mechanical properties are better than those of the up ladder type and isothermal type normalizing; 3) Compared with the isothermal type normalizing, the holding time of terraced type normalizing can be shortened by 30%, which greatly reduces the energy consumption. 展开更多
关键词 heavy cylinder terraced type normalizing up ladder type normalizing mechanical properties
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Effect of Normalizing and Hardening on Mechanical Properties of Spring 被引量:1
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作者 O. R. Adetunji P. O. Aiyedun +1 位作者 S. O. Ismaila M. J. Alao 《Journal of Minerals and Materials Characterization and Engineering》 2012年第8期832-835,共4页
This study was carried out to investigate the effect of heat treatment (Normalizing and Hardening) on the mechanical properties of springs. The springs were made from mild steel rod having a diameter of 6 mm, a total ... This study was carried out to investigate the effect of heat treatment (Normalizing and Hardening) on the mechanical properties of springs. The springs were made from mild steel rod having a diameter of 6 mm, a total of 15 springs were made. The springs were then subjected to various heat treatment processes which included;normalizing, hardening and tempering. The heat treated springs were then subjected to various test in other to determine their mechanical properties, these included;impact toughness test, hardness test and tension test. The normalized spring had more strength, was harder and was much tougher than both the annealed and as received springs. The water quenched springs were the hardest of all the heat treated springs, were very brittle and had the lowest percentage elongation. Their strength was also lower than that of the normalized and as received springs. The water quenched and tempered springs had better mechanical properties required for spring making, they had the optimum combination of hardness, strength and toughness when compared with the other heat treated springs. 展开更多
关键词 normalizing HARDENING TEMPERING Impact TOUGHNESS Tension SPRING
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New formulas for normalizing photon-added(-subtracted) two-mode squeezed thermal states 被引量:1
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作者 胡利云 范洪义 张智明 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第3期312-316,共5页
For the first time,we derive the compact forms of normalization factors for photon-added(-subtracted) two-mode squeezed thermal states by using the P-representation and the integration within an ordered product of o... For the first time,we derive the compact forms of normalization factors for photon-added(-subtracted) two-mode squeezed thermal states by using the P-representation and the integration within an ordered product of operators(IWOP) technique.It is found that these two factors are related to the Jacobi polynomials.In addition,some new relationships for Jacobi polynomials are presented. 展开更多
关键词 two-mode squeezed thermal states normalIZATION photon addition and subtraction integration within an ordered product of operators technique
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Application of Air-cooled Blast Furnace Slag Aggregates as Replacement of Natural Aggregates in Cement-based Materials:A Study on Water Absorption Property 被引量:3
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作者 王爱国 liu peng +3 位作者 liu kaiwei li yan zhang gaozhan 孙道胜 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2018年第2期445-451,共7页
The influence of air-cooled blast furnace slag aggregates as replacement of natural aggregates on the water absorption of concrete and mortar was studied, and the mechanism was analyzed. The interface between aggregat... The influence of air-cooled blast furnace slag aggregates as replacement of natural aggregates on the water absorption of concrete and mortar was studied, and the mechanism was analyzed. The interface between aggregate and matrix in concrete was analyzed by using a micro-hardness tester, a laser confocal microscope and a scanning electron microscope with backscattered electron image mode. The pore structure of mortar matrixes under different curing conditions was investigated by mercury intrusion porosimetry. The results showed that when natural aggregates were replaced with air-cooled blast furnace slag aggregates in mortar or concrete, the content of the capillary pore in the mortar matrix was reduced and the interfacial structure between aggregate and matrix was improved, resulting in the lower water absorption of mortar or concrete. Compared to the concrete made with crushed limestone and natural river sand, the initial absorption coefficient, the secondary absorption coefficient and the water absorption capacity through the surface for 7 d of the concrete made from crushed air-cooled blast furnace slag and air-cooled blast furnace slag sand were reduced by 48.9%, 52.8%, and 46.5%, respectively. 展开更多
关键词 air-cooled blast furnace slag aggregate cement-based materials water absorption coefficient interface structure
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OpenNAU:An open-source platform for normalizing,analyzing,and visualizing cancer untargeted metabolomics data 被引量:1
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作者 Qingrong Sun Qingqing Xu +3 位作者 Majie Wang Yongcheng Wang Dandan Zhang Maode Lai 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2023年第5期550-562,共13页
Objective:As an important part of metabolomics analysis,untargeted metabolomics has become a powerful tool in the study of tumor mechanisms and the discovery of metabolic markers with high-throughput spectrometric dat... Objective:As an important part of metabolomics analysis,untargeted metabolomics has become a powerful tool in the study of tumor mechanisms and the discovery of metabolic markers with high-throughput spectrometric data which also poses great challenges to data analysis,from the extraction of raw data to the identification of differential metabolites.To date,a large number of analytical tools and processes have been developed and constructed to serve untargeted metabolomics research.The different selection of analytical tools and parameter settings lead to varied results of untargeted metabolomics data.Our goal is to establish an easily operated platform and obtain a repeatable analysis result.Methods:We used the R language basic environment to construct the preprocessing system of the original data and the LAMP(Linux+Apache+MySQL+PHP)architecture to build a cloud mass spectrum data analysis system.Results:An open-source analysis software for untargeted metabolomics data(openNAU)was constructed.It includes the extraction of raw mass data and quality control for the identification of differential metabolic ion peaks.A reference metabolomics database based on public databases was also constructed.Conclusions:A complete analysis system platform for untargeted metabolomics was established.This platform provides a complete template interface for the addition and updating of the analysis process,so we can finish complex analyses of untargeted metabolomics with simple human-computer interactions.The source code can be downloaded from https://github.com/zjuRong/openNAU. 展开更多
关键词 Untargeted metabolomics LAMP architecture shiny normalIZATION reference metabolomics
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Effects of Using Wind Guiding Nets to Improve Prevailing Ambient Wind on Direct Air-cooled Condensers 被引量:1
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作者 YANG Jianguo LIU Da +1 位作者 ZHANG Zhaoying JU Xiaoi 《中国电机工程学报》 EI CSCD 北大核心 2012年第2期I0001-I0020,共20页
Prevailing ambient wind is the main reason thatcauses inlet flow rate(air mass flow rate)decreasingand air flowing backward to the air-cooled condenserfans upward to the wind,hence a set of wind guidingnets is designe... Prevailing ambient wind is the main reason thatcauses inlet flow rate(air mass flow rate)decreasingand air flowing backward to the air-cooled condenserfans upward to the wind,hence a set of wind guidingnets is designed to improve the detrimental effect.Fig.1 shows four typical units of a 1000MW directair-cooled condenser(DACC)and a set of windguiding nets installed under its edge upward to theambient wind.As shown in Fig.2,the fan inlet flowrate decreases as the prevailing ambient wind velocityincreasing,especially for the first two units upward tothe wind. 展开更多
关键词 direct air-cooled condenser(DACC) computational fluid mechanics(CFD) prevailing ambient wind wind guiding net inlet flow rate
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Feasibility Analysis of Back-Pressure Steam Feeding Water Pump for Direct Air-Cooled Unit 被引量:1
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作者 Zhao Xiaodong Wang Meng +2 位作者 Du Xiaoze Yang Lijun Yang Yongping 《Electricity》 2013年第1期31-35,共5页
As the performance of an air-cooled condenser is apt to be affected by the fluctuating ambient condition, some difficulties are brought to the use of a steam feeding water pump in an air-cooled unit. This paper introd... As the performance of an air-cooled condenser is apt to be affected by the fluctuating ambient condition, some difficulties are brought to the use of a steam feeding water pump in an air-cooled unit. This paper introduces a new design of for steam feeding the water pump of an air-cooled unit using the back-pressure steam turbine as the prime motor. Using variable condition analysis on a 600 MW direct air-cooled unit, and with consideration of the effect on the ambient conditions, the feasibility, economy, and adaptability of the design are verified. 展开更多
关键词 air-cooled back-pressure steam turbine steam feed water pump variable condition
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Physical Properties of Crushed Air-cooled Blast Furnace Slag and Numerical Representation of Its Morphology Characteristics 被引量:1
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作者 王爱国 邓敏 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2012年第5期973-978,共6页
Physical properties and geometrical morphologies of crushed air-cooled blast furnace slag (SCR) and crushed limestone (LCR) were comparatively investigated. The shape, angularity, surface texture and internal pore... Physical properties and geometrical morphologies of crushed air-cooled blast furnace slag (SCR) and crushed limestone (LCR) were comparatively investigated. The shape, angularity, surface texture and internal pore structure of aggregate particles for different size and gradation were numerically represented by sphericity (ψ) and shape index (SI), angularity number (AN), index of aggregate particle shape and texture (IAPST), porosity and pore size, respectively. The results show that SCR is a porous and rough aggregate. Apparent density, void, water absorption and smashing index of SCR are obviously higher than those of LCR with the same gradation, respectively. However, bulk density of SCR is lower than that of LCR with the same gradation. SI, AN, IAPST and porosity of SCR are obviously higher than those of LCR with the same gradation, respectively. The smaller particle size of SCR, the larger of its AN, IAPST and porosity. 展开更多
关键词 crushed air-cooled blast furnace slag crushed limestone physical property morphology characteristic numerical representation
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A Normalizing Flow-Based Bidirectional Mapping Residual Network for Unsupervised Defect Detection 被引量:1
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作者 Lanyao Zhang Shichao Kan +3 位作者 Yigang Cen Xiaoling Chen Linna Zhang Yansen Huang 《Computers, Materials & Continua》 SCIE EI 2024年第2期1631-1648,共18页
Unsupervised methods based on density representation have shown their abilities in anomaly detection,but detection performance still needs to be improved.Specifically,approaches using normalizing flows can accurately ... Unsupervised methods based on density representation have shown their abilities in anomaly detection,but detection performance still needs to be improved.Specifically,approaches using normalizing flows can accurately evaluate sample distributions,mapping normal features to the normal distribution and anomalous features outside it.Consequently,this paper proposes a Normalizing Flow-based Bidirectional Mapping Residual Network(NF-BMR).It utilizes pre-trained Convolutional Neural Networks(CNN)and normalizing flows to construct discriminative source and target domain feature spaces.Additionally,to better learn feature information in both domain spaces,we propose the Bidirectional Mapping Residual Network(BMR),which maps sample features to these two spaces for anomaly detection.The two detection spaces effectively complement each other’s deficiencies and provide a comprehensive feature evaluation from two perspectives,which leads to the improvement of detection performance.Comparative experimental results on the MVTec AD and DAGM datasets against the Bidirectional Pre-trained Feature Mapping Network(B-PFM)and other state-of-the-art methods demonstrate that the proposed approach achieves superior performance.On the MVTec AD dataset,NF-BMR achieves an average AUROC of 98.7%for all 15 categories.Especially,it achieves 100%optimal detection performance in five categories.On the DAGM dataset,the average AUROC across ten categories is 98.7%,which is very close to supervised methods. 展开更多
关键词 Anomaly detection normalizing flow source domain feature space target domain feature space bidirectional mapping residual network
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