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A two-dimensional analytical modeling for channel potential and threshold voltage of short channel triple material symmetrical gate Stack(TMGS) DG-MOSFET
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作者 Shweta Tripathi 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第10期518-524,共7页
In the present work, a two-dimensional(2D) analytical framework of triple material symmetrical gate stack(TMGS)DG-MOSFET is presented in order to subdue the short channel effects. A lightly doped channel along wit... In the present work, a two-dimensional(2D) analytical framework of triple material symmetrical gate stack(TMGS)DG-MOSFET is presented in order to subdue the short channel effects. A lightly doped channel along with triple material gate having different work functions and symmetrical gate stack structure, showcases substantial betterment in quashing short channel effects to a good extent. The device functioning amends in terms of improved exemption to threshold voltage roll-off, thereby suppressing the short channel effects. The encroachments of respective device arguments on the threshold voltage of the proposed structure are examined in detail. The significant outcomes are compared with the numerical simulation data obtained by using 2D ATLAS;device simulator to affirm and formalize the proposed device structure. 展开更多
关键词 triple material symmetrical gate stack(TMGS) DG MOSFET gate stack short channel effect drain induced barrier lowering threshold voltage
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Study on two-dimensional analytical models for symmetrical gate stack dual gate strained silicon MOSFETs 被引量:1
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作者 李劲 刘红侠 +2 位作者 李斌 曹磊 袁博 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第10期492-498,共7页
Based on the exact resultant solution of two-dimensional Poisson's equation, the novel two-dimensional models, which include surface potential, threshold voltage, subthreshold current and subthreshold swing, have bee... Based on the exact resultant solution of two-dimensional Poisson's equation, the novel two-dimensional models, which include surface potential, threshold voltage, subthreshold current and subthreshold swing, have been developed for gate stack symmetrical double-gate strained-Si MOSFETs. The models are verified by numerical simulation. Besides offering the physical insight into device physics, the model provides the basic designing guidance of further immunity of short channel effect of complementary metal-oxide-semiconductor (CMOS)-based device in a nanoscale regime. 展开更多
关键词 STRAINED-SI gate stack double-gate MOSFETs short channel effect the drain-inducedbarrier-lowering
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Challenges in Atomic-Scale Characterization of High-k Dielectrics and Metal Gate Electrodes for Advanced CMOS Gate Stacks 被引量:1
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作者 Xinhua Zhu Jian-min Zhu Aidong Li Zhiguo Liu Naiben Ming 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2009年第3期289-313,共25页
The decreasing feature sizes in complementary metal-oxide semiconductor (CMOS) transistor technology will require the replacement of SiO2 with gate dielectrics that have a high dielectric constant (high-k) because... The decreasing feature sizes in complementary metal-oxide semiconductor (CMOS) transistor technology will require the replacement of SiO2 with gate dielectrics that have a high dielectric constant (high-k) because as the SiO2 gate thickness is reduced below 1.4 nm, electron tunnelling effects and high leakage currents occur in SiO2, which present serious obstacles to future device reliability. In recent years significant progress has been made on the screening and selection of high-k gate dielectrics, understanding their physical properties, and their integration into CMOS technology. Now the family of hafnium oxide-based materials has emerged as the leading candidate for high-k gate dielectrics due to their excellent physical properties. It is also realized that the high-k oxides must be implemented in conjunction with metal gate electrodes to get sufficient potential for CMOS continue scaling. In the advanced nanoscale Si-based CMOS devices, the composition and thickness of interfacial layers in the gate stacks determine the critical performance of devices. Therefore, detailed atomic- scale understandings of the microstructures and interfacial structures built in the advanced CMOS gate stacks, are highly required. In this paper, several high-resolution electron, ion, and photon-based techniques currently used to characterize the high-k gate dielectrics and interfaces at atomic-scale, are reviewed. Particularly, we critically review the research progress on the characterization of interface behavior and structural evolution in the high-k gate dielectrics by high-resolution transmission electron microscopy (HRTEM) and the related techniques based on scanning transmission electron microscopy (STEM), including high-angle annular dark- field (HAADF) imaging (also known as Z-contrast imaging), electron energy-loss spectroscopy (EELS), and energy dispersive X-ray spectroscopy (EDS), due to that HRTEM and STEM have become essential metrology tools for characterizing the dielectric gate stacks in the present and future generations of CMOS devices. In Section 1 of this review, the working principles of each technique are briefly introduced and their key features are outlined. In Section 2, microstructural characterizations of high-k gate dielectrics at atomic-scale by electron microscopy are critically reviewed by citing some recent results reported on high-k gate dielectrics. In Section 3, metal gate electrodes and the interfacial structures between high-k dielectrics and metal gates are discussed. The electron beam damage effects in high-k gate stacks are also evaluated, and their origins and prevention are described in Section 4. Finally, we end this review with personal perspectives towards the future challenges of atomic-scale material characterization in advanced CMOS gate stacks. 展开更多
关键词 High-k gate dielectrics Metal gate electrodes CMOS gate stack HRTEM STEM
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Oxygen Scavenging Effect of LaLuO_3/TiN Gate Stack in High-Mobility Si/SiGe/SOI Quantum-Well Transistors
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作者 冯锦锋 刘畅 +1 位作者 俞文杰 彭颖红 《Chinese Physics Letters》 SCIE CAS CSCD 2016年第5期108-110,共3页
Higher-s dielectric LaLuO3, deposited by molecular beam deposition, with TiN as gate stack is integrated into high-mobility Si/SiGe/SOI quantum-well p-type metal-oxide-semiconduetor field effect transistors. Threshold... Higher-s dielectric LaLuO3, deposited by molecular beam deposition, with TiN as gate stack is integrated into high-mobility Si/SiGe/SOI quantum-well p-type metal-oxide-semiconduetor field effect transistors. Threshold voltage shift and capacitance equivalent thickness shrink are observed, resulting from oxygen scavenging effect in LaLuO3 with ti-rich TiN after high temperature annealing. The mechanism of oxygen scavenging and its potential for resistive memory applications are analyzed and discussed. 展开更多
关键词 SOI SiGe TIN Oxygen Scavenging Effect of LaLuO3/TiN gate stack in High-Mobility Si/SiGe/SOI Quantum-Well Transistors of in gate
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High dielectric constant materials and their application to IC gate stack systems
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作者 屠海令 《广东有色金属学报》 2005年第2期42-48,共7页
High dielectric constant (high-k) materials are vital to the nanoelectronic devices. The paper reviews research development of high-k materials, describes a variety of manufacture technologies and discusses the applic... High dielectric constant (high-k) materials are vital to the nanoelectronic devices. The paper reviews research development of high-k materials, describes a variety of manufacture technologies and discusses the application of the gate stack systems to non-classical device structures. 展开更多
关键词 二氧化硅 电介质 绝缘体 绝缘材料
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Analytical modeling of the direct tunneling current through high-k gate stacks for long-channel cylindrical surrounding-gate MOSFETs 被引量:1
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作者 石利娜 庄奕琪 +1 位作者 李聪 李德昌 《Journal of Semiconductors》 EI CAS CSCD 2014年第3期64-69,共6页
An analytical direct tunneling gate current model for cylindrical surrounding gate(CSG) MOSFETs with high-k gate stacks is developed. It is found that the direct tunneling gate current is a strong function of the g... An analytical direct tunneling gate current model for cylindrical surrounding gate(CSG) MOSFETs with high-k gate stacks is developed. It is found that the direct tunneling gate current is a strong function of the gate's oxide thickness, but that it is less affected by the change in channel radius. It is also revealed that when the thickness of the equivalent oxide is constant, the thinner the first layer, the smaller the direct tunneling gate current.Moreover, it can be seen that the dielectric with a higher dielectric constant shows a lower tunneling current than expected. The accuracy of the analytical model is verified by the good agreement of its results with those obtained by the three-dimensional numerical device simulator ISE. 展开更多
关键词 direct tunneling gate current high dielectric gate stacks cylindrical surrounding gate MOSFETs
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Direct tunneling gate current model for symmetric double gate junctionless transistor with SiO_2/high-k gate stacked dielectric 被引量:1
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作者 S.Intekhab Amin R.K.Sarin 《Journal of Semiconductors》 EI CAS CSCD 2016年第3期37-41,共5页
A junctionless transistor is emerging as a most promising device for the future technology in the decananometer regime. To explore and exploit the behavior completely, the understanding of gate tunneling current is of... A junctionless transistor is emerging as a most promising device for the future technology in the decananometer regime. To explore and exploit the behavior completely, the understanding of gate tunneling current is of great importance. In this paper we have explored the gate tunneling current of a double gate junctionless transistor(DGJLT) for the first time through an analytical model, to meet the future requirement of expected high-k gate dielectric material that could replace SiO2. We therefore present the high-k gate stacked architecture of the DGJLT to minimize the gate tunneling current. This paper also demonstrates the impact of conduction band offset,workfunction difference and k-values on the tunneling current of the DGJLT. 展开更多
关键词 junctionless transistor direct tunneling gate current model high-k gate stacked dielectric
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A High Performance Sub-100nm Nitride/Oxynitride Stack Gate Dielectric CMOS Device with Refractory W/TiN Metal Gates
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作者 钟兴华 周华杰 +1 位作者 林钢 徐秋霞 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2006年第3期448-453,共6页
By complementing the equivalent oxide thickness (EOT) of a 1.7nm nitride/oxynitride (N/O) stack gate dielectric (EOT- 1.7nm) with a W/TiN metal gate electrode,metal gate CMOS devices with sub-100nm gate length a... By complementing the equivalent oxide thickness (EOT) of a 1.7nm nitride/oxynitride (N/O) stack gate dielectric (EOT- 1.7nm) with a W/TiN metal gate electrode,metal gate CMOS devices with sub-100nm gate length are fabricated in China for the first time. The key technologies adopted to restrain SCE and to improve drive ability include a 1.7nm N/O stack gate dielectric, non-CMP planarization technology, a T-type refractory W/TiN metal stack gate electrode, and a novel super steep retrograde channel doping using heavy ion implantation and a double sidewall scheme. Using these optimized key technologies, high performance 95nm metal gate CMOS devices with excellent SCE and good driving ability are fabricated. Under power supply voltages of VDS ± 1.5V and VGS± 1.8V,drive currents of 679μA/μm for nMOS and - 327μA/μm for pMOS are obtained. A subthreshold slope of 84.46mV/dec, DIBL of 34.76mV/V, and Vth of 0.26V for nMOS, and a subthreshold slope of 107.4mV/dec,DIBL of 54.46mV/V, and Vth of 0.27V for pMOS are achieved. These results show that the combined technology has indeed thoroughly eliminated the boron penetration phenomenon and polysilicon depletion effect ,effectively reduced gate tunneling leakage, and improved device reliability. 展开更多
关键词 equivalent oxide thickness nitride/oxynitride gate dielectric stack W/TiN metal gate non-CMP planarization
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A semi-empirical analytic model for threshold voltage instability in MOSFETs with high-k gate stacks
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作者 何进 马晨月 +2 位作者 张立宁 张健 张兴 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2009年第8期63-66,共4页
A semi-empirical analytic model for the threshold voltage instability of a MOSFET is derived from Shockley-Read-Hall (SRH) statistics to account for the transient charging effects in a MOSFET high-k gate stack. Star... A semi-empirical analytic model for the threshold voltage instability of a MOSFET is derived from Shockley-Read-Hall (SRH) statistics to account for the transient charging effects in a MOSFET high-k gate stack. Starting from the single energy level and single trap assumption, an analytical expression for the filled trap density in terms of dynamic time is derived from SRH statistics. The semi-empirical analytic model for the threshold voltage instability is developed based on MOSFET device physics between the threshold voltage and the induced trap density. The obtained model is also verified by extensive experimental data of trapping and de-trapping stress from different high-k gate configurations. 展开更多
关键词 high-k gate stack nanoscale MOSFETs interface trap and charges trapping and detrapping threshold voltage dynamic behavior compact modeling
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Series resistance effect on time zero dielectrics breakdown characteristics of MOSCAP with ultra-thin EOT high-k/metal gate stacks
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作者 徐昊 杨红 +9 位作者 王艳蓉 王文武 万光星 任尚清 罗维春 祁路伟 赵超 陈大鹏 刘新宇 叶甜春 《Journal of Semiconductors》 EI CAS CSCD 2016年第5期48-51,共4页
The time zero dielectric breakdown characteristics of MOSCAP with ultra-thin EOT high-k metal gate stacks are studied. The TZDB results show an abnormal area dependence due to the series resistance effect. The series ... The time zero dielectric breakdown characteristics of MOSCAP with ultra-thin EOT high-k metal gate stacks are studied. The TZDB results show an abnormal area dependence due to the series resistance effect. The series resistance components extracted from the Fowler-Nordheim tunneling relation are attributed to the spreading resistance due to the asymmetry electrodes. Based on a series model to eliminate the series resistance effect, an area acceleration dependence is obtained by correcting the TZDB results. The area dependence follows Poisson area scaling rules, which indicates that the mechanism of TZDB is the same as TDDB and could be considered as a trap generation process. 展开更多
关键词 high-k/metal gate stacks ultra-thin EOT TZDB series resistance effect
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Quantum percolation tunneling current 1/f^γ noise model for high-κ gate stacks Bi-layer breakdown
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作者 LIU YuAn ZHANG YiQi LI Cong 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2014年第9期1637-1643,共7页
Based on the elastic trap-assisted tunneling mechanism in high-κgate stacks,a quantum percolation tunneling current 1/fγ noise model is proposed by incorporating quantum tunneling theory into the quantum percolation... Based on the elastic trap-assisted tunneling mechanism in high-κgate stacks,a quantum percolation tunneling current 1/fγ noise model is proposed by incorporating quantum tunneling theory into the quantum percolation model.We conclude that the noise amplitude of the PSD(Power Spectral Density)for three stages,namely the fresh device,one-layer BD(breakdown),and two-layer BD,increases from 10-22→10-14→10-8 A2/Hz.Meanwhile,the noise exponent γ for the three stages,has the 1/f2type(γ→2),1/fγ type(γ→1~2),and 1/f type(γ→1),respectively.The simulation results are in good agreement with the experimental results.This model reasonably interprets the correlation between the bi-layer breakdown and the tunneling 1/fγ noise amplitude dependence and 1/fγ noise exponent dependence.These results provide a theoretical basis for the high-κ gate stacks bi-layer breakdown noise characterization methods. 展开更多
关键词 1/f^γ noise quantum percolation tunneling MOSFETs high-κ gate stacks Bi-layer breakdown
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多尺度特征深度学习的未知工控协议分类方法
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作者 李新春 杜昕宜 +3 位作者 许驰 李琳 张蕾 张鑫 《信息与控制》 北大核心 2025年第2期241-250,共10页
工控协议种类多、规范未知、分类难是实现工控系统互联互通、保障信息安全所面临的核心难题。为此,提出了一种多尺度特征深度学习的未知工控协议分类方法。首先,考虑工控协议头部字段关键信息密集的特点,提出了字节与半字节相结合的多... 工控协议种类多、规范未知、分类难是实现工控系统互联互通、保障信息安全所面临的核心难题。为此,提出了一种多尺度特征深度学习的未知工控协议分类方法。首先,考虑工控协议头部字段关键信息密集的特点,提出了字节与半字节相结合的多尺度工控协议特征提取方法,实现无先验知识情况下的特征提取。进一步,利用头部字段中特征字节不一致的特性,提出特征自动标记方法,动态更新协议特征集合。在此基础上,设计了具备堆叠门控循环单元的1维卷积神经网络,提出了深度学习分类方法,保障协议分类的实时性。在公开数据集上的对比实验表明所题方法的准确率和精度均可达到99.5%以上。 展开更多
关键词 工控协议 特征提取 自动标记 深度学习 卷积神经网络 堆叠门控循环单元
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面向后摩尔Ge-CMOS制造的超薄高介电常数LaLuO_(3)栅介质工艺研究
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作者 唐晓雨 刘玉杰 花涛 《物理学报》 北大核心 2025年第9期277-283,共7页
Ⅳ族元素锗材料由于具有电子和空穴迁移率高、禁带宽度小、与硅工艺相兼容等优势,在低功耗高迁移率场效应晶体管领域具有广泛的应用潜力,相应的Ge基金属-氧化物-半导体场效应晶体管(MOSFET)技术成为延续摩尔(more Moore)和超越摩尔(more... Ⅳ族元素锗材料由于具有电子和空穴迁移率高、禁带宽度小、与硅工艺相兼容等优势,在低功耗高迁移率场效应晶体管领域具有广泛的应用潜力,相应的Ge基金属-氧化物-半导体场效应晶体管(MOSFET)技术成为延续摩尔(more Moore)和超越摩尔(more than Moore)技术领域的前沿研究热点.面向高迁移率的Ge基晶体管制备,高质量栅极氧化物工艺是关键.而高介电常数的Ge基栅极氧化物可以在提高栅控能力的同时,有效降低器件栅极漏电,提升器件的性能.稀土系氧化物LaLuO_(3)介电常数较高,并且晶化温度高,是制备Ge基MOSFET栅介质的优选方案.本文通过磁控溅射技术制备Ge基氧化物LaLuO_(3)介质,并系统研究了退火工艺的气体种类、压强等氛围条件对Ge MOS栅电容特性的影响,揭示了常压氧气氛围退火可以改善器件栅电容迟滞现象,但存在栅界面层厚度增大的问题;通过进一步发展基于高压低氧含量(0.1%O_(2))气体氛围退火技术,在修复LaLuO_(3)/Ge界面缺陷并减少氧空位产生的同时,实现了极低的等效氧化层厚度(1.8 nm),相应的LaLuO_(3)/Ge MOS结构电容-电压曲线迟滞仅为40 mV,为Ge MOSFET提供了高性能LaLuO_(3)/Ge栅极工艺方案. 展开更多
关键词 Ge 基金属-氧化物-半导体场效应晶体管 栅极结构工艺 稀土氧化物 高介电常数
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基于叠层栅介质的制备及介电与光学性能分析的实验教学设计
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作者 王雷妮 周睿阳 +2 位作者 胡鹏宇 蒋先伟 杨波 《大学物理实验》 2025年第5期7-12,共6页
微电子技术迈向纳米尺度,推动高性能介电材料成为提升集成电路性能的核心。针对透明电子器件对高介电常数、低漏电流栅介质的需求,设计了一种面向微电子与集成电路专业的实验设计。以CeO2/Al2O3叠层栅介质为核心研究对象,通过溶液法制备... 微电子技术迈向纳米尺度,推动高性能介电材料成为提升集成电路性能的核心。针对透明电子器件对高介电常数、低漏电流栅介质的需求,设计了一种面向微电子与集成电路专业的实验设计。以CeO2/Al2O3叠层栅介质为核心研究对象,通过溶液法制备CeO2薄膜,通过原子层沉积(ALD)技术沉积4 nm超薄Al2O3钝化层构建叠层结构。实验涵盖薄膜制备、介电性能测试分析(单位面积电容Cox、漏电流密度Jleak)与光学性能表征分析(透射率、吸收谱),旨在培养学生从材料选择、结构设计到器件应用的系统创新能力。该设计有效衔接半导体工艺与器件物理知识,提升学生解决前沿电子器件问题的工程素养。 展开更多
关键词 叠层栅介质 介电性能 光学性能 实验教学
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融合Stacking框架的BiGRU-LGB云负载预测模型 被引量:6
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作者 刘惠 董锡耀 杨志涵 《西安电子科技大学学报》 EI CAS CSCD 北大核心 2023年第3期83-94,104,共13页
随着云计算技术的飞速发展,越来越多的用户将应用部署在云平台上.。平台内集群资源的调度可以提高云平台数据中心的实际利用率,而高效的云平台负载预测是解决集群资源调度问题的关键技术,因此本文建立了一种融合Stacking框架、多层BiGR... 随着云计算技术的飞速发展,越来越多的用户将应用部署在云平台上.。平台内集群资源的调度可以提高云平台数据中心的实际利用率,而高效的云平台负载预测是解决集群资源调度问题的关键技术,因此本文建立了一种融合Stacking框架、多层BiGRU网络和LightGBM算法的云负载预测模型。该模型的结构主要包括两种学习器:首先是初级学习器,使用时间编码层处理原始负载序列并利用BiGRU网络参数少、信息学习完整的特点减少模型训练时间和隐藏层数,学习负载序列中的时间维度信息;使用经过特征工程处理的原始负载序列来高效训练LightGBM算法,学习负载序列中的特征维度信息。然后是次级学习器,利用GRU网络整合时间和特征维度的负载信息,完成整个负载预测模型的训练。通过两层学习器的共同学习提高整体负载预测模型的预测精度。在华为云集群数据集上进行实验,结果表明,与传统的单一预测模型BiGRU、LightGBM等以及现有的组合预测模型GRU-LSTM相比,融合Stacking的BiGRU-LGB模型的预测精度提升约13%,训练时间开销得到一定程度的降低。 展开更多
关键词 云平台 负载预测 双向门控循环单元 LightGBM stacking集成框架
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基于Bi-GRUA-SDAE模型的工业过程故障诊断
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作者 田文斌 廖光忠 《计算机与数字工程》 2025年第5期1338-1344,共7页
针对现有的故障诊断方法存在特征提取不充分、重构能力弱以及可靠性差等问题,论文提出了一种基于Bi-GRU改进自编码器(Bi-GRUA-SDAE)模型的故障诊断算法。首先,将Bi-GRU网络结构融入到SDAE中,以结合Bi-GRU同时处理双向顺序信息的优势,使S... 针对现有的故障诊断方法存在特征提取不充分、重构能力弱以及可靠性差等问题,论文提出了一种基于Bi-GRU改进自编码器(Bi-GRUA-SDAE)模型的故障诊断算法。首先,将Bi-GRU网络结构融入到SDAE中,以结合Bi-GRU同时处理双向顺序信息的优势,使SDAE能够充分利用时序信息,学习原始数据的更深层特征;然后,引入注意力机制,对所提取特征进行权重计算,有效选择关键特征,提高特征重构能力,从而提升整个模型的性能;最后,将数据预处理后进行模型训练,学习分析正常数据集的高维复杂情况,并通过统计量计算阈值,将结果与测试数据计算得出的统计量进行对比完成故障诊断。实验结果表明,较传统方法相比故障诊断的准确率更高、可靠性更强。 展开更多
关键词 故障诊断 门控循环单元 堆叠式降噪自编码器 注意力机制
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大型水电站分层取水口叠梁门动水开启水动力特性研究
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作者 文勇波 朱珩 +2 位作者 白治朋 李爽 肖惠民 《水力发电》 2025年第11期83-88,共6页
大型水库水温具有明显的沿深度成层分布的特点,发电下泄的低温水流将影响下游河段的生态环境,而分层取水可有选择性地取用水库的不同层水体,减轻电站泄水对下游生物及水环境造成的负面影响。基于计算流体动力学技术,研究和分析了叠梁门... 大型水库水温具有明显的沿深度成层分布的特点,发电下泄的低温水流将影响下游河段的生态环境,而分层取水可有选择性地取用水库的不同层水体,减轻电站泄水对下游生物及水环境造成的负面影响。基于计算流体动力学技术,研究和分析了叠梁门动水开启过程中的进水口流态及叠梁门受力情况。计算表明:叠梁门门顶淹没水深保持在20 m左右时,可获得最好的分层取水效果;叠梁门提升过程中,随着门块间距增大,水流主要从两叠梁门中间通过,且流速高于门顶流速;叠梁门前底部、叠梁门后、进水室和联系梁之间均有可能产生不同强度的旋涡、回流,除引起额外的水力损失外,还会引起水力振动;随着叠梁门的提升,所需的启门力逐渐减小;因水流流态不完全相同,不同孔道叠梁门启门力大小相应有所差别。 展开更多
关键词 分层取水口 叠梁门 动水开启 水动力特性 启门力
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基于Stacking多GRU模型的风电场短期功率预测 被引量:4
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作者 高金兰 李豪 +1 位作者 段玉波 王宏建 《吉林大学学报(信息科学版)》 CAS 2020年第4期482-490,共9页
为提高风电场短期功率预测的准确度,在深度学习的基础上提出利用Stacking算法集成融合多个GRU(Gated Recurrent Unit)模型的风电场短期功率预测的方法。该方法首先搭建3个多层GRU神经网络模型建立第1级模型,深度提取高维的时序特征关系... 为提高风电场短期功率预测的准确度,在深度学习的基础上提出利用Stacking算法集成融合多个GRU(Gated Recurrent Unit)模型的风电场短期功率预测的方法。该方法首先搭建3个多层GRU神经网络模型建立第1级模型,深度提取高维的时序特征关系,通过第1级模型的预测结果构建训练集,然后利用新生成的训练集训练第2级GRU模型,第2级的GRU模型采用单层结构,能发现并且纠正第1级模型中的预测误差,提升整体的预测结果。最终得到两级模型嵌入的Stacking融合模型。以宁夏太阳山风电场历史数据为例对该模型的准确性进行验证。实验结果表明,通过Stacking算法融合的GRU模型相比其他算法预测平均绝对百分比误差提高了0.63,总体预测效果较为理想,预测准确度提升明显。 展开更多
关键词 GRU神经网络 深度学习 stacking集成算法 风功率预测 风电场
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一种改进自编码器的短期天然气用户负荷预测技术研究
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作者 王泽煜 郭俊明 +3 位作者 李宝龙 袁华宇 张根才 宋莉 《北京石油化工学院学报》 2025年第2期49-56,共8页
针对传统自编码器天然气预测模型存在的拟合精度低、预测效果不理想的问题,采用目标相关门控堆叠暂退自编码器技术(Gated Stacked Target-Related Autoencoder-dropout,GSTAE-dropout)对天然气负荷进行预测建模。通过对天然气影响因素... 针对传统自编码器天然气预测模型存在的拟合精度低、预测效果不理想的问题,采用目标相关门控堆叠暂退自编码器技术(Gated Stacked Target-Related Autoencoder-dropout,GSTAE-dropout)对天然气负荷进行预测建模。通过对天然气影响因素进行量化及预处理,设计了深度堆叠自编码器,并引入损失权重系数修改损失函数,使得堆叠自编码器内部与目标相关;将具有记忆功能的门控神经元与堆叠目标相关自编码器相融合建立门控机制,实现各隐含层与输出层的特征深度挖掘;依据残差分析F检验与Dropout机制建立最优的GSTAE天然气短期负荷预测模型。结果表明:与传统自编码器天然气预测模型相比,GSTAE-dropout预测模型能够显著提高预测精度。 展开更多
关键词 堆叠自编码器 门控网络 天然气负荷预测 管网系统
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High-k gate dielectric GaAs MOS device with LaON as interlayer and NH_3-plasma surface pretreatment 被引量:1
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作者 刘超文 徐静平 +1 位作者 刘璐 卢汉汉 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第12期494-498,共5页
High-k gate dielectric Hf Ti ON Ga As metal-oxide–semiconductor(MOS) capacitors with La ON as interfacial passivation layer(IPL) and NH3- or N2-plasma surface pretreatment are fabricated, and their interfacial an... High-k gate dielectric Hf Ti ON Ga As metal-oxide–semiconductor(MOS) capacitors with La ON as interfacial passivation layer(IPL) and NH3- or N2-plasma surface pretreatment are fabricated, and their interfacial and electrical properties are investigated and compared with their counterparts that have neither La ON IPL nor surface treatment. It is found that good interface quality and excellent electrical properties can be achieved for a NH3-plasma pretreated Ga As MOS device with a stacked gate dielectric of Hf Ti ON/La ON. These improvements should be ascribed to the fact that the NH3-plasma can provide H atoms and NH radicals that can effectively remove defective Ga/As oxides. In addition, La ON IPL can further block oxygen atoms from being in-diffused, and Ga and As atoms from being out-diffused from the substrate to the high-k dielectric. This greatly suppresses the formation of Ga/As native oxides and gives rise to an excellent high-k/Ga As interface. 展开更多
关键词 Ga As MOS La ON interlayer NH3-plasma treatment stacked gate dielectric
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