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Research on the Static Magnetic Field of Ships with Corrosion and Anticorrosion Efficacy Using Electric Dipole Model
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作者 陈聪 李定国 龚沈光 《Defence Technology(防务技术)》 SCIE EI CAS 2010年第2期133-139,共7页
In the case of three-layered(air-seawater-seabed)model,the analytical expressions of the static electric and static magnetic field produced by the static electric dipole located in seawater were derived by using the m... In the case of three-layered(air-seawater-seabed)model,the analytical expressions of the static electric and static magnetic field produced by the static electric dipole located in seawater were derived by using the mirror image theory.Combined with the distribution of the underwater electric potential measured in laboratory,an electric dipole model for physical scale of ship was established and the distribution characteristics of an actual ship' s corrosion related magnetic field were obtained.Based on established models,theoretical analysis and calculation were made to catch out the distribution characteristics of static magnetic field related with corrosion and anticorrosion,which can not be measured directly in seawater.The results show that the static magnetic field related with corrosion and anticorrosion is a kind of noteworthy obstacle signal for degaussed ships. 展开更多
关键词 weaponry engineering corrosion related magnetic field static electric field underwater electric potential mirror image theory electric dipole model
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Optimization of Skanavi model and its application to high permittivity materials
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作者 Hao Luo Xinrui Qin +2 位作者 Kejia Geng Cuncun Kong Pengfei Cheng 《Chinese Physics B》 2025年第1期458-466,共9页
A novel method is introduced to optimize the traditional Skanavi model by decomposing the electric field of molecules into the electric field of ions and quantitatively describing the ionic-scale electric field by the... A novel method is introduced to optimize the traditional Skanavi model by decomposing the electric field of molecules into the electric field of ions and quantitatively describing the ionic-scale electric field by the structural coefficient of the effective electric field.Furthermore,the optimization of the Skanavi model is demonstrated and the ferroelectric phase transition of BaTiO_(3)crystals is revealed by calculating the optical and static permittivities of BaTiO_(3),CaTiO_(3),and SrTiO_(3)crystals and the structure coefficients of the effective electric field of BT crystals after Ti4+displacement.This research compensates for the deficiencies of the traditional Skanavi model and refines the theoretical framework for analyzing dielectric properties in high permittivity materials. 展开更多
关键词 electric field structural coefficient PERMITTIVITY Skanavi model
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Molecular properties and potential energy function model of BH under external electric field 被引量:7
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作者 伍冬兰 谭彬 +2 位作者 万慧军 张新琴 谢安东 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第12期194-198,共5页
Using the density functional B3P86/cc-PV5Z method, the geometric structure of BH molecule under different external electric fields is optimized, and the bond lengths, dipole moments, vibration frequencies, and other p... Using the density functional B3P86/cc-PV5Z method, the geometric structure of BH molecule under different external electric fields is optimized, and the bond lengths, dipole moments, vibration frequencies, and other physical properties parameters are obtained. On the basis of setting appropriate parameters, scanning single point energies are obtained by the same method and the potential energy curves under different external fields are also obtained. These results show that the physical property parameters and potential energy curves may change with external electric field, especially in the case of reverse direction electric field. The potential energy function without external electric field is fitted by Morse potential, and the fitting parameters are obtained which are in good agreement with experimental values. In order to obtain the critical dissociation electric parameter, the dipole approximation is adopted to construct a potential model fitting the corresponding potential energy curve of the external electric field. It is found that the fitted critical dissociation electric parameter is consistent with numerical calculation, so that the constructed model is reliable and accurate. These results will provide important theoretical and experimental reference for further studying the molecular spectrum, dynamics, and molecular cooling with Stark effect. 展开更多
关键词 BH molecule potential function model external electric field
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Analysis on Thermal Current Field in Powertrain Cabin of Tracked Vehicles With Electric Transmission System Configuration-2 被引量:1
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作者 张豫南 李瀚飞 +4 位作者 颜南明 尚颖辉 王冬 李源 袁文涛 《Defence Technology(防务技术)》 SCIE EI CAS 2007年第1期1-6,共6页
The electric transmission system congfiguration-2 is one of the main electric drives for tracked vehicles. The geometrical model for the power-train cabin is established and the preliminary design for its cooling syst... The electric transmission system congfiguration-2 is one of the main electric drives for tracked vehicles. The geometrical model for the power-train cabin is established and the preliminary design for its cooling system is implemented. The mathematic model is established for thermal current field computation, simulation and analysis in the powertrain cabin. The three-dimensional structure of the powertrain cabin is optimized. The validity of the cooling system design is proved. The foundation for optimizing the whole electric transmission system configuration is laid. 展开更多
关键词 履带车辆 电传动系统 电传系舱室 热流场 结构优化 数学模型
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A two-dimensional fully analytical model with polarization effect for off-state channel potential and electric field distributions of GaN-based field-plated high electron mobility transistor
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作者 毛维 佘伟波 +11 位作者 杨翠 张超 张进成 马晓华 张金风 刘红侠 杨林安 张凯 赵胜雷 陈永和 郑雪峰 郝跃 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第8期487-494,共8页
In this paper, we present a two-dimensional (2D) fully analytical model with consideration of polarization effect for the channel potential and electric field distributions of the gate field-plated high electron mob... In this paper, we present a two-dimensional (2D) fully analytical model with consideration of polarization effect for the channel potential and electric field distributions of the gate field-plated high electron mobility transistor (FP-HEMT) on the basis of 2D Poisson's solution. The dependences of the channel potential and electric field distributions on drain bias, polarization charge density, FP structure parameters, A1GaN/GaN material parameters, etc. are investigated. A simple and convenient approach to designing high breakdown voltage FP-HEMTs is also proposed. The validity of this model is demonstrated by comparison with the numerical simulations with Silvaco-Atlas. The method in this paper can be extended to the development of other analytical models for different device structures, such as MIS-HEMTs, multiple-FP HETMs, slant-FP HEMTs, etc. 展开更多
关键词 analytical model of GaN-based field-plated HEMT polarization effect POTENTIAL electric field
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Thermodynamically consistent model for diblock copolymer melts coupled with an electric field
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作者 Xiaowen Shen Qi Wang 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第4期710-714,共5页
We present a thermodynamically consistent model for diblock copolymer melts coupled with an electric field derived using the Onsager linear response theory.We compare the model with the thermodynamically inconsistent ... We present a thermodynamically consistent model for diblock copolymer melts coupled with an electric field derived using the Onsager linear response theory.We compare the model with the thermodynamically inconsistent one previously used for the coupled system to highlight their differences in describing transient dynamics. 展开更多
关键词 thermodynamical consistency diblock copolymer melts electric field phase field model
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Electrical model and experimental analysis of a double spiral structure surface dielectric barrier discharge 被引量:1
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作者 Simin ZHOU Xiutao HUANG Minghai LIU 《Plasma Science and Technology》 SCIE EI CAS CSCD 2019年第6期106-114,共9页
A surface dielectric barrier discharge (SDBD) can discharge at atmospheric pressure and produce a large area of low-temperature plasma.An SDBD plasma reactor based on the double spiral structure is introduced in this ... A surface dielectric barrier discharge (SDBD) can discharge at atmospheric pressure and produce a large area of low-temperature plasma.An SDBD plasma reactor based on the double spiral structure is introduced in this paper.To study the discharge mechanism of SDBD,an equivalent circuit model was proposed based on the analysis of the micro-discharge process of SDBD.Matlab/Simulink is used to simulate and compare the voltage-current waves,Lissajous and discharge power with the experimental results.The consistency of the results verifies the validity of the SDBD equivalent circuit model.Maxwell software based on the finite elements method is used to analyze the electrostatic field distribution of the device,which can better explain the relationship between the discharge image and the electrostatic field distribution.The combination of equivalent circuit simulation and electrostatic field simulation can provide better guidance for optimizing a plasma generator.Finally,the device is used to treat PM2.5 and formaldehyde.The test results show that the degradation rate of PM2.5 can reach 78% after 24 min,and formaldehyde is about 31.5% after 10m in of plasma treatment. 展开更多
关键词 surface DIelectric BARRIER DISCHARGE (SDBD) electrical model ELECTROSTATIC field simulation air POLLUTANT
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Study on the Generation Characteristics of Dielectric Barrier Discharge Plasmas on Water Surface
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作者 刘文正 李传辉 《Plasma Science and Technology》 SCIE EI CAS CSCD 2014年第1期26-31,共6页
A new contact glow discharge electrode employed in this study. Because of the strong field the electrode and the water surface, glow discharge on the surface of water was designed and strength in the small air gap for... A new contact glow discharge electrode employed in this study. Because of the strong field the electrode and the water surface, glow discharge on the surface of water was designed and strength in the small air gap formed by plasmas were generated and used to treat waste water. The electric field distribution of the designed electrode model was simulated by MAXWELL 3D~ simulation software, and the discharge parameters were measured. Through a series of experiments, we investigated the impact of optimal designs, such as the dielectric of the electrode, immersion depths, and curvature radii of the electrode on the generation characteristics of plasmas. In addition, we designed an equipotential multi-electrode configuration to treat a Methyl Violet solution and observe the discoloration effect. The experimental and simulation results indicate that the designed electrodes can realize glow discharge with a relative low voltage, and the generated plasmas covered a large area and were in stable state. The efficiency of water treatment is improved and optimized with the designed electrodes. 展开更多
关键词 water surface PLASMA electrode model dielectric barrier discharge electric field
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Development of the PARASOL Code and Full Particle Simulation of Tokamak Plasma with an Open-Field SOL-Divertor Region Using PARASOL
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作者 T. TAKIZUKA 《Plasma Science and Technology》 SCIE EI CAS CSCD 2011年第3期316-325,共10页
The PARASOL code and the simulation by using PARASOL are introduced briefly. The PARASOL code with particle-in-cell (PIC) method and binary collision model was developed in JAERI and JAEA. Simulations using PARASOL ... The PARASOL code and the simulation by using PARASOL are introduced briefly. The PARASOL code with particle-in-cell (PIC) method and binary collision model was developed in JAERI and JAEA. Simulations using PARASOL code were carried out in order to investigate the power and particle control with diveror system in fusion reactors. The one-dimensional (1D) version of PARASOL was adopted to investigate the Bohm criterion, the supersonic flow, the SOL heat conduction, and so on. The heat propagation due to edge localized mode (ELM) was studied with the 1D-dynamic PARASOL. The two-dimensional version of PARASOL for the whole tokamak plasma including scrape-off-layer (SOL)-divertor region was useful for simulating the SOL flow pattern, the electric field formation etc. Based on PARASOL simulation results, improved physics modeling for the fluid simulation was built up. 展开更多
关键词 tolkamak plasma scrape-off layer DIVERTOR SHEATH heat transport plasmaflow radial electric field particle simulation collision model
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Research on the field emission mechanism of nano-structured carbon film
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作者 王艳燕 李英爱 +1 位作者 许基松 顾广瑞 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第8期522-526,共5页
The field emission (FE) characteristics of nano-structured carbon films (NSCFs) are investigated. The saturation behaviour of the field emission current density found at high electric field E cannot be reasonably ... The field emission (FE) characteristics of nano-structured carbon films (NSCFs) are investigated. The saturation behaviour of the field emission current density found at high electric field E cannot be reasonably explained by the traditional Fowler-Nordheim (F-N) theory. A three-region E model and the curve-fitting method are utilized for discussing the FE characteristics of NSCFs. In the low, high, and middle E regions, the FE mechanism is reasonably explained by a modified F-N model, a corrected space-charge-limited-current (SCLC) model and the joint model of F N and SCLC mechanism, respectively. Moreover, the measured FE data accord well with the results from our corrected theoretical model. 展开更多
关键词 nano-structured carbon films field emission F-N theory space charge limited current three-region electric field model
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Air breakdown induced by the microwave with two mutually orthogonal and heterophase electric field components
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作者 赵朋程 郭立新 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第9期577-581,共5页
The air breakdown is easily caused by the high-power microwave, which can have two mutually orthogonal and heterophase electric field components. For this case, the electron momentum conservation equation is employed ... The air breakdown is easily caused by the high-power microwave, which can have two mutually orthogonal and heterophase electric field components. For this case, the electron momentum conservation equation is employed to deduce the electric field power and effective electric field for heating electrons. Then the formula of the electric field power is introduced into the global model to simulate the air breakdown. The breakdown prediction from the global model agrees well with the experimental data. Simulation results show that the electron temperature is sensitive to the phase difference between the two electron field components, while the latter can affect obviously the growth of the electron density at low electron temperature amplitudes. The ionization of nitrogen and oxygen induces the growth of electron density, and the density loss due to the dissociative attachment and dissociative recombination is obvious only at low electron temperatures. 展开更多
关键词 high power microwave air breakdown effective electric field global model
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Theoretical analytic model for RESURF AlGaN/GaN HEMTs 被引量:1
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作者 Hao Wu Bao-Xing Duan +1 位作者 Luo-Yun Yang Yin-Tang Yang 《Chinese Physics B》 SCIE EI CAS CSCD 2019年第2期395-399,共5页
In this paper, we propose a two-dimensional(2D) analytic model for the channel potential and electric field distribution of the RESURF AlGaN/GaN high electron mobility transistors(HEMTs). The model is constructed by t... In this paper, we propose a two-dimensional(2D) analytic model for the channel potential and electric field distribution of the RESURF AlGaN/GaN high electron mobility transistors(HEMTs). The model is constructed by two-dimensional Poisson's equation with appropriate boundary conditions. In the RESURF AlGaN/GaN HEMTs, we utilize the RESURF effect generated by doped negative charge in the AlGaN layer and introduce new electric field peaks in the device channels,thus, homogenizing the distribution of electric field in channel and improving the breakdown voltage of the device. In order to reveal the influence of doped negative charge on the electric field distribution, we demonstrate in detail the influences of the charge doping density and doping position on the potential and electric field distribution of the RESURF AlGaN/GaN HEMTs with double low density drain(LDD). The validity of the model is verified by comparing the results obtained from the analytical model with the simulation results from the ISE software. This analysis method gives a physical insight into the mechanism of the AlGaN/GaN HEMTs and provides reference to modeling other AlGaN/GaN HEMTs device. 展开更多
关键词 RESURF ALGAN/GAN HEMTS two-dimensional ANALYTIC model potential DISTRIBUTION electric field DISTRIBUTION
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Identification of Radial Distance of Plasma Dispersionless Injection Boundary from the Injection Source 被引量:2
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作者 何兆海 刘振兴 +3 位作者 沈超 段素平 张永存 G. D. Reeves 《Chinese Physics Letters》 SCIE CAS CSCD 2008年第2期783-786,共4页
Measurements of energetic particles obtained by the two geosynchronous satellites (1991-080 and LANL-97A) are performed to investigate the plasma injection boundary and source region during the magnetospheric substo... Measurements of energetic particles obtained by the two geosynchronous satellites (1991-080 and LANL-97A) are performed to investigate the plasma injection boundary and source region during the magnetospheric substorms. The measurement method is developed to allow remote sensing of the plasma injection time and the radial distance of injection boundaries by using measured energy dispersion and modelling particle drifts within the Volland-Stern electric field and the dipole magnetic field model. The radial distance of the injection boundary deduced from a dispersion event observed by the LANL-97A satellite on 14 June 1998 is 7.1RE, and the injection time agrees well with the substorm onset time identified by the Polar Ultraviolet Imager. The method has been applied to an event happened at 22.9 UT on 11 March 1998, when both the satellites (1991-080 and LANL-97A) observed the dispersionless character. The results indicate that the radial distance of injection source locates at 8.1RE at magnetotail, and particles move earthward from magnetotail into inner magnetosphere at 22.5 UT. 展开更多
关键词 electric-fieldS model SUBSTORMS MAGNETOSPHERE REGION
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基于Abaqus的电辅助压力连接数值模拟
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作者 李永芳 杨亚莉 《电子科技》 2025年第2期17-22,共6页
文中基于能量守恒原理并考虑热传递影响,建立了板材搭接连接的电辅助压力连接(Electrically Assisted Pressure Joining,EAPJ)的传热通用理论模型。以Grade 1钛合金轧制板为研究对象,依据EAPJ实际实验搭建过程,利用Abaqus有限元软件对... 文中基于能量守恒原理并考虑热传递影响,建立了板材搭接连接的电辅助压力连接(Electrically Assisted Pressure Joining,EAPJ)的传热通用理论模型。以Grade 1钛合金轧制板为研究对象,依据EAPJ实际实验搭建过程,利用Abaqus有限元软件对钛合金板EAPJ过程电场、温度场和残余应力场进行仿真和分析。实验结果表明,当施加电流时,工件接头温度迅速上升到峰值,然后维持在峰值温度附近直至停止通电。经过20 s的自然冷却后接头温度趋于室温,其残余应力集中在接头附近,约为110 MPa。通过EAPJ过程接头中心点位置的热循环曲线的实验和仿真数据对比发现,数值模拟结果与实验结果吻合良好,验证了该数值模拟方法的准确性,为EAPJ机理研究和实际生产工艺提供了理论依据。 展开更多
关键词 电辅助压力连接 热力学分析模型 电场 温度场 残余应力场 钛合金 有限元 数值模拟
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高压脉冲电场对麦麸吸附亚硝酸钠特性的影响
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作者 来思彤 崔清亮 +3 位作者 孙元琳 刘瑞 张燕青 孙静鑫 《食品与发酵工业》 北大核心 2025年第5期248-253,共6页
亚硝酸钠作为食品添加剂,被称为国际上公认的一级致癌物。为探究高压脉冲电场对麦麸吸附亚硝酸钠特性的影响,该研究利用高压脉冲电场对麦麸进行处理,解析麦麸吸附亚硝酸钠的动力学和热力学特性。结果表明,麦麸对亚硝酸钠的吸附在120 mi... 亚硝酸钠作为食品添加剂,被称为国际上公认的一级致癌物。为探究高压脉冲电场对麦麸吸附亚硝酸钠特性的影响,该研究利用高压脉冲电场对麦麸进行处理,解析麦麸吸附亚硝酸钠的动力学和热力学特性。结果表明,麦麸对亚硝酸钠的吸附在120 min后达到平衡,准二级动力学方程和Freundlich模型能更好地描述吸附过程,说明该吸附过程既存在物理吸附,又存在化学吸附。麦麸吸附亚硝酸钠的反应为非自发进行,升高温度提高了麦麸对亚硝酸的吸附量和吸附速率,有利于提高麦麸对亚硝酸钠的吸附能力。随电场强度由10 kV/cm增加至40 kV/cm,麦麸对亚硝酸钠的吸附量和吸附速率分别增加10.91%、12.82%。但当电场强度由40 kV/cm增加至50 kV/cm,麦麸对亚硝酸钠的吸附量和吸附速率分别下降7.46%、16.45%。因此,40 kV/cm的脉冲电场可应用于提高麦麸对亚硝酸钠的吸附能力,该研究结果可为麦麸的综合利用提供理论指导。 展开更多
关键词 高压脉冲电场 麦麸 亚硝酸钠 吸附动力学模型 等温吸附模型
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相干累加与AR滤波相结合的舰船轴频电场信号处理方法
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作者 程锦房 谢昌奇 +1 位作者 张伽伟 喻鹏 《国防科技大学学报》 EI CAS CSCD 北大核心 2024年第3期229-236,共8页
针对采用电场传感器阵列测量舰船电场的应用场景,为提升目标轴频电场的信噪比,提出一种相干累加结合自回归(autoregressive,AR)模型滤波的方法对阵列电场信号进行处理。对测量得到的阵列电场信号进行时延补偿后累加,同时对环境电场信号... 针对采用电场传感器阵列测量舰船电场的应用场景,为提升目标轴频电场的信噪比,提出一种相干累加结合自回归(autoregressive,AR)模型滤波的方法对阵列电场信号进行处理。对测量得到的阵列电场信号进行时延补偿后累加,同时对环境电场信号进行AR建模,并利用AR模型参数构造滤波器,以对累加后的信号实施滤波处理。为验证所提方法在低信噪比条件下的有效性,对实测阵列式电场信号进行处理,结果表明,所提方法能够在信噪比为-25.39 dB的条件下有效压制噪声频谱,保留轴频线谱,处理后信噪比提高约21.92 dB。 展开更多
关键词 轴频电场 阵列信号处理 相干累加 AR模型滤波
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填料性质对催化裂化油浆静电分离效率影响冷模试验研究
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作者 李亮亮 孟鹤 +1 位作者 李义鹏 兰琦 《石油石化绿色低碳》 CAS 2024年第1期39-44,共6页
为分析静电分离法脱除催化裂化油浆中固含量影响因素,采用自制静电分离器试验装置,研究填料直径和材质对催化油浆中催化剂固体颗粒脱除效率影响规律。结合数值模拟,分析填料直径和材质对其接触点处电场强度变化的影响。结果表明,油浆中... 为分析静电分离法脱除催化裂化油浆中固含量影响因素,采用自制静电分离器试验装置,研究填料直径和材质对催化油浆中催化剂固体颗粒脱除效率影响规律。结合数值模拟,分析填料直径和材质对其接触点处电场强度变化的影响。结果表明,油浆中固体颗粒分离效率随填料直径增大而降低,氧化锆填料的分离效率最高,玻璃填料的分离效果最差。随填料直径和填料相对介电常数增大,填料接触点处的电场强度增大。在不同材质填料物化参数中,填料相对介电常数对油浆中固体颗粒静电分离影响过程起主要作用。 展开更多
关键词 催化裂化油浆 催化剂固体颗粒 静电分离 填料 电场强度 分离效率 冷模试验
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基于不同绕组类型的航空永磁电机电磁损耗与热特性研究
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作者 于立 张倩倩 +2 位作者 胡光源 张健 张卓然 《航空科学技术》 2024年第10期95-102,共8页
高功率密度永磁电机是航空电推进系统的动力核心,但在高频高电磁负荷条件下其损耗与发热问题突出,特别是定子槽内绕组温升直接影响航空电推进永磁电机安全稳定运行。本文聚焦航空电推进永磁电机利兹线和扁线绕组损耗机理与电机热特性开... 高功率密度永磁电机是航空电推进系统的动力核心,但在高频高电磁负荷条件下其损耗与发热问题突出,特别是定子槽内绕组温升直接影响航空电推进永磁电机安全稳定运行。本文聚焦航空电推进永磁电机利兹线和扁线绕组损耗机理与电机热特性开展研究,考虑不同转速下的交流损耗,建立定子循油转子通风冷却条件永磁电机温度场仿真模型,对比分析基于不同绕组类型的永磁电机发热特性,获得绕组损耗和温升随工作频率的表征规律,为高功率密度永磁电机绕组设计提供理论和技术支撑。 展开更多
关键词 航空电推进系统 永磁电机 损耗 热特性 温度场建模
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考虑孔隙修正和动态边界条件的混凝土中氯离子精细化电迁移模拟 被引量:2
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作者 蒋罗标 《广东水利水电》 2024年第1期57-62,共6页
针对原有混凝土中氯离子电迁移模型需要依据实验结果优化扩散系数,导致模型物理含义不明晰,适用性较差的问题,该本文提出了一种精细化的、基于Poisson-Nernst-Planck(PNP)模型的、混凝土中多离子电迁移模拟方法。对于电场作用下,混凝土... 针对原有混凝土中氯离子电迁移模型需要依据实验结果优化扩散系数,导致模型物理含义不明晰,适用性较差的问题,该本文提出了一种精细化的、基于Poisson-Nernst-Planck(PNP)模型的、混凝土中多离子电迁移模拟方法。对于电场作用下,混凝土中多离子的快速迁移的精细化模拟,在考虑混凝土孔隙曲折度的基础上,增加了对于孔径大小的考虑,引入孔隙修正系数。并且考虑阴极和阳极的反应和混凝土中多离子(Cl-,Na+,K+,OH-)的传输,提出了边界条件动态调整算法。最终模拟得到的氯离子侵蚀深度、氯离子浓度分布和离子迁移过程中的电流变化,与实验结果相互吻合,模拟与实验误差不超过5%。这种考虑孔径大小引入孔隙修正系数和边界动态调整算法的模型,物理含义更为明确,与实验情况相吻合,为实现了电场作用下混凝土中氯离子的精细化模拟提供参考。 展开更多
关键词 数值模拟 离子迁移 改进PNP模型 电场作用
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基于MLP-Bagging的PCB电热耦合建模方法
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作者 耿悦 周远国 +2 位作者 任强 梁尚清 杨国卿 《半导体技术》 CAS 北大核心 2024年第10期912-919,共8页
随着三维集成电路性能的提高和复杂程度的增加,印制电路板(PCB)的散热问题日益突出。研究了PCB在电热多物理场相互作用下各部件的发热情况,提出了基于混合激活函数的多层感知机(MLP)-Bagging多物理参数算法。通过使用ReLU和Sigmoid两个... 随着三维集成电路性能的提高和复杂程度的增加,印制电路板(PCB)的散热问题日益突出。研究了PCB在电热多物理场相互作用下各部件的发热情况,提出了基于混合激活函数的多层感知机(MLP)-Bagging多物理参数算法。通过使用ReLU和Sigmoid两个激活函数进行学习和训练,建立了精度更高的MLP模型。之后,结合Bagging算法构建多个并行的MLP模型。所提出的神经网络多物理模型可以快速准确地预测PCB的电热响应。实验结果表明,此方法与有限元法相比,可以节省约97%的计算内存和99%的计算时间,与传统神经网络如随机森林(RF)、长短时记忆(LSTM)网络、MLP相比,该方法表现优良且泛化能力较好,为提高PCB设计效率提供了一种可行方法,为PCB热分析提供了更高效的解决方法。 展开更多
关键词 有限元法(fem) 人工神经网络(ANN) 多层感知机(MLP)-Bagging 多物理场 电热耦合
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