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高温高压强侵入储层饱和度非电法精细评价——以南海莺歌海盆地X气田为例 被引量:1
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作者 杨冬 胡向阳 +2 位作者 张恒荣 杨毅 袁伟 《石油地质与工程》 CAS 2023年第4期76-80,共5页
南海莺歌海盆地X气田普遍发育高温高压气藏,钻井液比重大、储层段暴露时间长,电阻率测井受钻井液侵入影响较大,基于电阻率测井资料的储层饱和度评价精度明显降低;同时,X气田储层成岩作用差异大,孔隙结构复杂,导致地层岩电参数变化较大... 南海莺歌海盆地X气田普遍发育高温高压气藏,钻井液比重大、储层段暴露时间长,电阻率测井受钻井液侵入影响较大,基于电阻率测井资料的储层饱和度评价精度明显降低;同时,X气田储层成岩作用差异大,孔隙结构复杂,导致地层岩电参数变化较大。针对电法测井难以准确反映高温高压强侵入储层段饱和度的难题,开展三轴应力条件下毛管压力实验,基于温压条件下毛管压力资料分析处理,并考虑温压条件对界面张力等关键参数的影响,构建强侵入储层非电法饱和度精细评价方法。现场应用表明,相比于常规电阻率测井评价方法,毛管压力资料能够更加真实地反映强侵入段地层孔隙结构及饱和度分布,从而更准确地评价储层饱和度。 展开更多
关键词 高温高压 强侵入 毛管压力 非电法 饱和度评价
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低阻页岩气层含气饱和度计算新方法 被引量:23
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作者 张晋言 李淑荣 +2 位作者 王利滨 陈芳 耿斌 《天然气工业》 EI CAS CSCD 北大核心 2017年第4期34-41,共8页
四川盆地涪陵地区焦石坝页岩气田的产层为上奥陶统五峰组—下志留统龙马溪组,其底部一般发育厚度20 m左右、有机质含量和含气丰度均高的优质页岩气层,但是该层段却不具有最高的电阻率数值,较低的电阻率往往会导致利用电法测井信息的Arc... 四川盆地涪陵地区焦石坝页岩气田的产层为上奥陶统五峰组—下志留统龙马溪组,其底部一般发育厚度20 m左右、有机质含量和含气丰度均高的优质页岩气层,但是该层段却不具有最高的电阻率数值,较低的电阻率往往会导致利用电法测井信息的Archie等公式计算获得的含气饱和度远远低于实验分析值。为提高页岩气层关键参数的计算精度,开展了寻求利用非电法测井信息计算含气饱和度的方法研究。在深入分析该区页岩气层低阻成因的基础上,剖析了传统电法测井求取含气饱和度的局限性,阐述了利用中子—密度孔隙度重叠计算含气饱和度的可行性。根据页岩气层中子、密度等孔隙度测井响应特征,采用岩心实验刻度,利用密度测井值、密度孔隙度、密度与中子孔隙度的差值,以及通过优化最佳叠合系数的双孔隙度重叠等多种方法建立了页岩气含气饱和度计算模型。该新方法有效避开了电法测井中的低阻因素的影响,从根本上解决了优质页岩气层段含气饱和度计算数值偏低的问题,在实际应用中见到了良好的效果,为该区页岩气储量的准确计算提供了技术支撑。 展开更多
关键词 页岩气 含气饱和度 阻率 非电法 体积密度 补偿中子 重叠 储量计算 四川盆地 焦石坝页岩气田
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四川盆地五峰-龙马溪组低阻页岩含水饱和度测井评价 被引量:7
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作者 王立伟 李生杰 +4 位作者 刘晓雪 侯煜菲 周城汉 向世琦 王孟 《科学技术与工程》 北大核心 2022年第16期6456-6462,共7页
四川盆地五峰-龙马溪组页岩气层段,是有机质含量高、含气丰度高的优质页岩气层,但该层段却不具有高的电阻率,较低的电阻率会导致利用电法测井信息的Archie、Simandoux、双水模型等公式计算获得的含水饱和度远远高于实验分析值。为提高... 四川盆地五峰-龙马溪组页岩气层段,是有机质含量高、含气丰度高的优质页岩气层,但该层段却不具有高的电阻率,较低的电阻率会导致利用电法测井信息的Archie、Simandoux、双水模型等公式计算获得的含水饱和度远远高于实验分析值。为提高页岩气层含水饱和度的计算精度,在深入分析该区页岩气层测井响应特征及低阻成因的基础上,全面剖析了传统电法测井求取含水饱和度的局限性,改进形成了适应该区低阻页岩的含水饱和度测井评价技术方法。结果表明:利用声波时差、有机碳含量等非电法测井信息计算含水饱和度,避免了传统电信息计算低阻页岩层的含水饱和度导致的偏差,在研究区应用效果更加显著,为该区页岩气储量的准确计算提供了技术支撑。 展开更多
关键词 低阻页岩 含水饱和度 非电法 测井评价 四川盆地
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莺歌海盆地高温高压储层含水饱和度评价 被引量:3
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作者 杨毅 胡向阳 +2 位作者 张海荣 杨冬 刘土亮 《测井技术》 CAS CSCD 2017年第1期71-76,共6页
D气田新近系H1组储层位于莺歌海盆地中深层,属于高温高压储层,钻井取心层段受高密度泥浆侵入,电阻率曲线失真,电法模型计算的含水饱和度存在较大误差;H1组储层受多期成岩作用改造,储层微观孔隙类型多样、结构复杂,气藏具有较强非均质性... D气田新近系H1组储层位于莺歌海盆地中深层,属于高温高压储层,钻井取心层段受高密度泥浆侵入,电阻率曲线失真,电法模型计算的含水饱和度存在较大误差;H1组储层受多期成岩作用改造,储层微观孔隙类型多样、结构复杂,气藏具有较强非均质性,严重影响测井解释模型的计算精度。针对上述问题,利用研究区测井、岩心和测试资料,对储层进行岩石物理相分类评价,建立不同类别岩石物理相评价指标及解释方法,并基于岩石物理相划分成果采用J函数方法,利用压汞毛细管压力资料建立高精度非电法含水饱和度模型。现场应用效果表明,基于岩石物理相分类建模技术解决了研究区高温高压储层电阻率失真层段含水饱和度精确计算的问题,为气田储层定量评价、储量计算奠定了基础。 展开更多
关键词 测井解释 岩石物理相 高温高压 非电法 毛细管压力 含水饱和度
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工程爆破安全起爆系统 被引量:2
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作者 沈立晋 汪旭光 《工程爆破》 2003年第4期58-62,共5页
安全起爆系统对于工程爆破是极为重要的。本文综述了国内外工程爆破安全起爆系统的发展,介绍了三种非电起爆系统和三种遥控起爆系统的原理、结构和性能特点,指出了存在的问题与发展前景;详述了目前最令人注目的PEDR遥控起爆系统的构成... 安全起爆系统对于工程爆破是极为重要的。本文综述了国内外工程爆破安全起爆系统的发展,介绍了三种非电起爆系统和三种遥控起爆系统的原理、结构和性能特点,指出了存在的问题与发展前景;详述了目前最令人注目的PEDR遥控起爆系统的构成、各元件功能、遥控传输系统,并展望了其广阔的应用前景。 展开更多
关键词 工程爆破 安全起爆系统 起爆 起爆 遥控起爆 矿山
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长源距声波测井在水驱油田开发中的应用
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作者 王乃星 肖毓祥 王雷 《国外测井技术》 1997年第3期64-71,共8页
本文根据体积压缩系数的基本概念及油气水体积压缩系数的差别,在理论分析的基础上,建立了依据长源距声波测井求取岩石体积压缩系数来确定含油饱和度的方法及解释模型,同时指出了该方法不受地层水矿化度、泥质含量及孔隙结构的影响,... 本文根据体积压缩系数的基本概念及油气水体积压缩系数的差别,在理论分析的基础上,建立了依据长源距声波测井求取岩石体积压缩系数来确定含油饱和度的方法及解释模型,同时指出了该方法不受地层水矿化度、泥质含量及孔隙结构的影响,并在中国西部某淡地层水油田Q进行了实际应用,取得了良好的应用效果,这说明该非电法测井在注水油田或淡地层水油田开发中确定剩余油饱和度和原始含油饱和度方面具有广阔的应用前景。 展开更多
关键词 长源距声波测井 水驱油田开发 油气水体积压缩系数 含油饱和度 地层水矿化度 泥质含量 孔隙结构 非电法测井
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ANALYSIS OF NONLINEAR PIEZOELECTRIC CIRCULAR SHALLOW SPHERICAL SHELLS BY DIFFERENTIAL QUADRATURE ELEMENT METHOD
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作者 王永亮 王鑫伟 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2001年第2期130-136,共7页
The static behavior of piezoelectric circular spherical shallow shells under both electrical and mechanical loads is studied by using the differential quadrature element method (DQEM). Geometrical nonlinearity effect ... The static behavior of piezoelectric circular spherical shallow shells under both electrical and mechanical loads is studied by using the differential quadrature element method (DQEM). Geometrical nonlinearity effect is considered. Detailed formulations and procedures are given for the first time. Several examples are analyzed and accurate results are obtained by the DQEM. Based on the results in this paper, one may conclude that the DQEM is a useful tool for obtaining solutions of structural elements. It can be seen that the shell shape may be theore tically controlled and snap through may occur when the applied voltage reaches a critical value even without mechanical load for certain geometric configurations. 展开更多
关键词 differential quadrature element method non linearity PIEZOELECTRICITY circular shallow spherical shell
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Modelling of ultrasonic motor with dead-zone based on Hammerstein model structure 被引量:9
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作者 Xin-liang ZHANG Yong-hong TAN 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2008年第1期58-64,共7页
The ultrasonic motor (USM) possesses heavy nonlinearities which vary with driving conditions and load-dependent characteristics such as the dead-zone. In this paper, an identification method for the rotary travelling-... The ultrasonic motor (USM) possesses heavy nonlinearities which vary with driving conditions and load-dependent characteristics such as the dead-zone. In this paper, an identification method for the rotary travelling-wave type ultrasonic motor (RTWUSM) with dead-zone is proposed based on a modified Hammerstein model structure. The driving voltage contributing effect on the nonlinearities of the RTWUSM was transformed to the change of dynamic parameters against the driving voltage. The dead-zone of the RTWUSM is identified based upon the above transformation. Experiment results showed good agreement be- tween the output of the proposed model and actual measured output. 展开更多
关键词 Ultrasonic motor (USM) Hammerstein model DEAD-ZONE NONLINEARITY IDENTIFICATION
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Optimal Transmission Behaviour Policies of Secondary Users in Proactive-Optimization Cognitive Radio Networks 被引量:2
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作者 司鹏搏 于非 +1 位作者 王慧琪 张延华 《China Communications》 SCIE CSCD 2013年第8期1-17,共17页
In Cognitive Radio(CR)networks,there is a common assumption that secondary devices always obey commands and are under full control.However,this assumption may become unrealistic for future CR networks with more intell... In Cognitive Radio(CR)networks,there is a common assumption that secondary devices always obey commands and are under full control.However,this assumption may become unrealistic for future CR networks with more intelligent,sophisticated and autonomous devices.Imperfect spectrum sensing and illegal behaviour of secondary users can result in harmful interference to primary users.In this paper,we propose a novel concept of Proactive-Optimization CR(POCR)networks,in which highly intelligent secondary users always try to proactively consider potentially harmful interference when making their behaviour decision.Furthermore,we propose an optimal transmission behaviour decision scheme for secondary users in POCR networks considering the possible harmful interference and penalties from primary users.Specifically,we formulate the system as a Partially-Observable Markov Decision Process(POMDP)problem.With this formulation,a low-complexity dynamic programming framework is presented to obtain the optimal behaviour policy.Extensive simulation results are presented to illustrate the significant performance improvement of the proposed scheme compared with the existing one that ignores the proactive-optimization of secondary users. 展开更多
关键词 CR proactive-optimization user behaviour POMDP
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Nonlinear inversion for electrical resistivity tomography based on chaotic DE-BP algorithm 被引量:5
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作者 戴前伟 江沸菠 董莉 《Journal of Central South University》 SCIE EI CAS 2014年第5期2018-2025,共8页
Nonlinear resistivity inversion requires efficient artificial neural network(ANN)model for better inversion results.An evolutionary BP neural network(BPNN)approach based on differential evolution(DE)algorithm was pres... Nonlinear resistivity inversion requires efficient artificial neural network(ANN)model for better inversion results.An evolutionary BP neural network(BPNN)approach based on differential evolution(DE)algorithm was presented,which was able to improve global search ability for resistivity tomography 2-D nonlinear inversion.In the proposed method,Tent equation was applied to obtain automatic parameter settings in DE and the restricted parameter Fcrit was used to enhance the ability of converging to global optimum.An implementation of proposed DE-BPNN was given,the network had one hidden layer with 52 nodes and it was trained on 36 datasets and tested on another 4 synthetic datasets.Two abnormity models were used to verify the feasibility and effectiveness of the proposed method,the results show that the proposed DE-BP algorithm has better performance than BP,conventional DE-BP and other chaotic DE-BP methods in stability and accuracy,and higher imaging quality than least square inversion. 展开更多
关键词 electrical resistivity tomography nonlinear inversion differential evolution back propagation network Tent map
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Particle swarm optimization based RVM classifier for non-linear circuit fault diagnosis 被引量:5
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作者 高成 黄姣英 +1 位作者 孙悦 刁胜龙 《Journal of Central South University》 SCIE EI CAS 2012年第2期459-464,共6页
A relevance vector machine (RVM) based fault diagnosis method was presented for non-linear circuits. In order to simplify RVM classifier, parameters selection based on particle swarm optimization (PSO) and preprocessi... A relevance vector machine (RVM) based fault diagnosis method was presented for non-linear circuits. In order to simplify RVM classifier, parameters selection based on particle swarm optimization (PSO) and preprocessing technique based on the kurtosis and entropy of signals were used. Firstly, sinusoidal inputs with different frequencies were applied to the circuit under test (CUT). Then, the resulting frequency responses were sampled to generate features. The frequency response was sampled to compute its kurtosis and entropy, which can show the information capacity of signal. By analyzing the output signals, the proposed method can detect and identify faulty components in circuits. The results indicate that the fault classes can be classified correctly for at least 99% of the test data in example circuit. And the proposed method can diagnose hard and soft faults. 展开更多
关键词 non-linear circuits fault diagnosis relevance vector machine particle swarm optimization KURTOSIS ENTROPY
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Methodology Approach Using Harmonic Synthesis as Simulation Method for Investigation of Power Network with Non-Linear Loads 被引量:2
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作者 M. Befiova B. Dobrucky M. Pokorny 《Journal of Energy and Power Engineering》 2010年第11期36-42,共7页
The paper deals with analysis and synthesis of non-harmonic and non-linear sources and appliances, and their interaction with harmonic power supply network. Basic idea is based on knowledge of harmonic spectrum of the... The paper deals with analysis and synthesis of non-harmonic and non-linear sources and appliances, and their interaction with harmonic power supply network. Basic idea is based on knowledge of harmonic spectrum of the sources and/or appliances, respectively. Obviously, one need to know voltage harmonic components of voltage sources (renewable with inverters,...), and current harmonic components generated by non-linear appliances (rectifiers,...). Method of investigation lies on decomposition of real electric circuit into n-harmonic separated equivalent schemes for each harmonic component. Then transient analysis will be done for each scheme separately using "impedance harmonic matrices". The important fact is that each equivalent scheme is now linearized and therefore easily calculated. Finally, the effects of each investigated schemes arc summed into resulting quantities of real non-linear electric circuit. 展开更多
关键词 HARMONICS MODELING SIMULATION converter circuits single phase systems Fourier analysis.
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Reactive Power in One-phase Circuits with Periodical Voltages - Reactive Power Compensation
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作者 S. Slabosz 《Journal of Energy and Power Engineering》 2010年第9期60-64,共5页
The article states about reactive power compensation methods for circuits with non-sinusoidal voltages. An basic introduction to reactive power theory has been given, together with the optimal capacitance selection th... The article states about reactive power compensation methods for circuits with non-sinusoidal voltages. An basic introduction to reactive power theory has been given, together with the optimal capacitance selection theory. There have been presented selected theories application in order to compensate the reactive power in one-phase circuits. The measurement results before the compensation have been discussed and measurement results after compensation of an actual object supplied from an non-sinusoidal voltage source were presented. The algorithms of optimal capacity selection were given, which connected in parallel to the circuit with inductive character will cause current root-mean-square value minimization. The measurement results after applying the reactive power minimization algorithm have shown improvement in compensation of strongly nonlinear receivers supplied with distorted signals. 展开更多
关键词 Electrical theoretical electric measurements reactive power power compensation
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Nonlinear static response of piezoelectric plates considering electro-mechanical coupling
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作者 B.Behjat M.R.Khoshravan 《Journal of Central South University》 SCIE EI CAS 2012年第5期1182-1188,共7页
Nonlinear static analysis of piezoelectric plates has been carried out using nonlinear finite element method considering electro-mechanical coupling,The geometrical nonlinearity has been taken into account and electri... Nonlinear static analysis of piezoelectric plates has been carried out using nonlinear finite element method considering electro-mechanical coupling,The geometrical nonlinearity has been taken into account and electric potential is assumed to be quadratic across the plate thickness,The governing equations are obtained using potential energy and Hamilton's principle that includes elastic and piezoelectric effects.The finite element model is derived based on constitutive equation of piezoelectric material accounting for coupling between elasticity and electric effect using higher order plate elements,Results are presented for piezoelectric plate under different mechanical boundary conditions,Numerical results for the plate are given in dimensionless graphical forms.Effects of boundary conditions on linear and nonlinear response of the plate are also studied.The numerical results obtained by the present model are in good agreement with the available solutions reported in the literature. 展开更多
关键词 piezoelectric plate nonlinear finite element method static analysis of plate geometrical nonlinearity
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A Parameter Determination Method of Distribution Voltage Regulators Considering Tap Change and Voltage Profile
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作者 Yuji Hanai Yasuhiro Hayashi +2 位作者 Junya Matsuki Yoshiaki Fuwa Kenjiro Mori 《Journal of Energy and Power Engineering》 2012年第1期117-125,共9页
This paper proposes a parameter determination method of distribution voltage regulators load ratio control transformers (LRT) and step voltage regulators (SVR) considering the tap change and voltage profile. The m... This paper proposes a parameter determination method of distribution voltage regulators load ratio control transformers (LRT) and step voltage regulators (SVR) considering the tap change and voltage profile. The method takes two procedures in order to simplify the optimization problem and to reduce calculation time. One is to simultaneously determine the control parameters of LRT and SVR minimizing voltage violations and voltage variations. The algorithm is based on particle swarm optimization (PSO), which is one of non-linear optimization methods by using a concept of swarm intelligence. Another is to determine the dead-band width of LRT and SVR on the basis of bi-evaluation of tap change and voltage margin. The concept of a Pareto optimal solution is used for the decision of the best dead-band width. As the results of numerical simulations using distribution network model, the validity of the proposed method has been affirmed. 展开更多
关键词 Distribution network voltage control LRT SVR control parameter deadband PSO.
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Induction of Internal Capacitance Effect in Performance Measurement of OPV (Organic Photovoltaic) Device by RTOSM (Real-Time One-Sweep Method)
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作者 Yean-San Long Shu-Tsung Hsu Teng-Chun Wu 《Journal of Energy and Power Engineering》 2014年第6期1059-1066,共8页
The advantages of OPV (organic photovoltaic) are low cost, little pollution and flexible. But challenge for OPV manufacture still is lacking of accurately performance measurement due to capacitance issue. Firstly, c... The advantages of OPV (organic photovoltaic) are low cost, little pollution and flexible. But challenge for OPV manufacture still is lacking of accurately performance measurement due to capacitance issue. Firstly, characterization of OPV requires considering the slowly temporal response due to capacitance effect, and the relative I-V (current-voltage) curves are strongly dependent on the voltage sweep direction, even for the sweep time only in few seconds or less. Secondly, the IPCE (incident photon-to-electron conversion efficiency) also shows the slowly temporal response due to capacitance effect and is dependent on the wavelength of the incident light. Furthermore, the related features for measuring I-V curves are more sensitive with temperature due to non-linear characteristics issue, but current IPCE spectra of OPV are similar to that happened in conventional crystalline Si or amorphous silicon devices. In this work, we developed a RTOSM (real-time one-sweep method) applied both in I-V and IPCE to analysis different electronic transport materials, and result showed this new approach proposed a good way to slow down testing time and having better accuracy for OPV measurement by eliminating acceptance effect instantly. 展开更多
关键词 Organic photovoltaic real-time removing capacitance effect one-sweep method.
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Solution-processed amorphous gallium-tin oxide thin film for low-voltage, high-performance transistors 被引量:2
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作者 Jinhua Ren Kaiwen Li +5 位作者 Jianwen Yang Dong Lin Haoqing Kang Jingjing Shao Ruofan Fu Qun Zhang 《Science China Materials》 SCIE EI CSCD 2019年第6期803-812,共10页
Gallium-tin oxide(GTO) semiconductor thin films were prepared by spin-coating with 2-methoxyethanol as the solvent. Their crystal structures, optical transparency,chemical states and surface morphologies, along with t... Gallium-tin oxide(GTO) semiconductor thin films were prepared by spin-coating with 2-methoxyethanol as the solvent. Their crystal structures, optical transparency,chemical states and surface morphologies, along with the electrical properties, were dependent on Ga contents and annealing temperatures. The optimized GTO channel layer was applied in the high-k Al2O3 thin film transistor(TFT) with a low operation voltage of 2 V, a maximum field-effect mobility of 69 cm^2 V^-1 s^-1, a subthreshold swing(SS) of 76 mV dec^-1, a threshold voltage of 0.67 V and an on-off current ratio of 1.8×10^7. The solution-processed amorphousGTO-TFTs would promote the development of low-consumption, low-cost and high performance In-free TFT devices. 展开更多
关键词 GTO semiconductor films thin-film transistor stability Al2O3 dielectric
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Least energy solutions for semilinear Schrdinger equation with electromagnetic fields and critical growth 被引量:2
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作者 TANG ZhongWei WANG YanLi 《Science China Mathematics》 SCIE CSCD 2015年第11期2317-2328,共12页
We study a class of semilinear SchrSdinger equation with electromagnetic fields and the nonlinearity term involving critical growth. We assume that the potential of the equation includes a parameter A and can be negat... We study a class of semilinear SchrSdinger equation with electromagnetic fields and the nonlinearity term involving critical growth. We assume that the potential of the equation includes a parameter A and can be negative in some domain. Moreover, the potential behaves like potential well when the parameter A is large. Using variational methods combining Nehari methods, we prove that the equation has a least energy solution which, as the parameter A becomes large, localized near the bottom of the potential well. Our result is an extension of the corresponding result for the SchrSdinger equation which involves critical growth but does not involve electromagnetic fields. 展开更多
关键词 semilinear Schr6dinger equation least energy solution critical growth electromagnetic fields
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Domain-switching embedded nonlinear electromechanical finite element method for ferroelectric ceramics 被引量:2
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作者 LIU Bin FANG DaiNing 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2011年第4期606-617,共12页
To simulate the nonlinear behavior of ferroelectric structures and devices under non-uniform electromechanical loadings,a domain-switching embedded electromechanical finite element method is developed in this paper.Fo... To simulate the nonlinear behavior of ferroelectric structures and devices under non-uniform electromechanical loadings,a domain-switching embedded electromechanical finite element method is developed in this paper.Following continuum assumption,the electromechanical behavior of each representative material point can be obtained by averaging the behavior of the local corresponding microstructure,e.g.42 domains used in this work.A new Double Gibbs free energy criterion for domain-switching is proposed to ensure the convergence and stability of the simulations on ferroelectrics under non-uniform field.Several computational examples are given to demonstrate that this nonlinear finite element method can yield reasonable and stable simulation results which can be used to explain some experimental results and assist the design of ferroelectric devices. 展开更多
关键词 ferroelectric material domain-switching finite element method nonlinear electromechanical coupling crack and fracture
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Multi-objective optimal configuration of current limiting strategies 被引量:2
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作者 YE ChengJin HUANG MinXiang 《Science China(Technological Sciences)》 SCIE EI CAS 2014年第9期1738-1749,共12页
With the level of short-circuit current of power systems growing increasingly higher,optimal allocation of current limiters has received considerable attention in recent years,especially in China.This paper analyzes t... With the level of short-circuit current of power systems growing increasingly higher,optimal allocation of current limiters has received considerable attention in recent years,especially in China.This paper analyzes two kinds of common used current limiters based on the increment of bus impedance matrix and proposes a multi-objective current limiters configuration model considering the investment of limiters,the level of short-circuit current,as well as the transient stability of power system.An innovative search space reduction technique based on sensitivity factor is introduced to choose better candidate locations for current limiters so as to avoid the curse of dimensionality.The elitist non-dominated sorting genetic algorithm II is used to search the Pareto-optimal solutions of the proposed model.In order to further improve optimization efficiency,master-slave parallel modification of NSGA-II program structure is implemented.The satisfactory case study results demonstrate the feasibility of the proposed multi-objective method in power system current limiters allocation associated with cost,security and stability. 展开更多
关键词 power system short-circuit current limiter transient stability multi-objective optimization NSGA-II sensitivity factor parallel computing
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