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Joint inversion of gravity and magnetic data for a two-layer model 被引量:2
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作者 江凡 吴健生 王家林 《Applied Geophysics》 SCIE CSCD 2008年第4期331-339,共9页
Based on the synchronous joint gravity and magnetic inversion of single interface by Pilkington and the need of revealing Cenozoic and crystalline basement thickness in the new round of oil-gas exploration, we propose... Based on the synchronous joint gravity and magnetic inversion of single interface by Pilkington and the need of revealing Cenozoic and crystalline basement thickness in the new round of oil-gas exploration, we propose a joint gravity and magnetic inversion methodfor two-layer models by concentrating on the relationship between the change of thicknessI and position of the middle layer and anomaly and discuss the effects of the key parameters. Model tests and application to field data show the validity of this method. 展开更多
关键词 two-layer model joint inversion of gravity and magnetic data Cenozoic andcrystalline basement
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Asymptotic solution of a weak nonlinear model for the mid-latitude stationary wind field of a two-layer barotropic ocean 被引量:8
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作者 林万涛 张宇 莫嘉琪 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第3期72-78,共7页
A weak nonlinear model of a two-layer barotropic ocean with Rayleigh dissipation is built.The analytic asymptotic solution is derived in the mid-latitude stationary wind field,and the physical meaning of the correspon... A weak nonlinear model of a two-layer barotropic ocean with Rayleigh dissipation is built.The analytic asymptotic solution is derived in the mid-latitude stationary wind field,and the physical meaning of the corresponding problem is discussed. 展开更多
关键词 two-layer barotropic ocean ocean model asymptotic solution
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Effect of the Coefficient on the Performance of A Two-Layer Boussinesq- Type Model 被引量:2
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作者 SUN Jia-wen LIU Zhong-bo +3 位作者 WANG Xing-gang FANG Ke-zhao DU Xin-yuan WANG Ping 《China Ocean Engineering》 SCIE EI CSCD 2021年第1期36-47,共12页
The coefficients embodied in a Boussinesq-type model are very important since they are determined to optimize the linear and nonlinear properties.In most conventional Boussinesq-type models,these coefficients are assi... The coefficients embodied in a Boussinesq-type model are very important since they are determined to optimize the linear and nonlinear properties.In most conventional Boussinesq-type models,these coefficients are assigned the specific values.As for the multi-layer Boussinesq-type models with the inclusion of the vertical velocity,however,the effect of the different values of these coefficients on linear and nonlinear performances has never been investigated yet.The present study focuses on a two-layer Boussinesq-type model with the highest spatial derivatives being 2 and theoretically and numerically examines the effect of the coefficient on model performance.Theoretical analysis show that different values for(0.13≤α≤0.25)do not have great effects on the high accuracy of the linear shoaling,linear phase celerity and even third-order nonlinearity for water depth range of 0<kh≤10(k is wave number and h is water depth).The corresponding errors using different values are restricted within 0.1%,0.1%and 1%for the linear shoaling amplitude,dispersion and nonlinear harmonics,respectively.Numerical tests including regular wave shoaling over mildly varying slope from deep to shallow water,regular wave propagation over submerged bar,bichromatic wave group and focusing wave propagation over deep water are conducted.The comparison between numerical results using different values of,experimental data and analytical solutions confirm the theoretical analysis.The flexibility and consistency of the two-layer Boussinesq-type model is therefore demonstrated theoretically and numerically. 展开更多
关键词 two-layer Boussinesq-type model dispersion nonlinear properties shoaling amplitude
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Two-Layer Non-Hydrostatic Model for Generation and Propagation of Interfacial Waves
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作者 S.R.Pudjaprasetya I.Magdalena 《China Ocean Engineering》 SCIE EI CSCD 2019年第1期65-72,共8页
When pycnocline thickness of ocean density is relatively small, density stratification can be well represented as a two-layer system. In this article, a depth integrated model of the two-layer fluid with constant dens... When pycnocline thickness of ocean density is relatively small, density stratification can be well represented as a two-layer system. In this article, a depth integrated model of the two-layer fluid with constant density is considered,and a variant of the edge-based non-hydrostatic numerical scheme is formulated. The resulting scheme is very efficient since it resolves the vertical fluid depth only in two layers. Despite using just two layers, the numerical dispersion is shown to agree with the analytical dispersion curves over a wide range of kd, where k is the wave number and d the water depth. The scheme was tested by simulating an interfacial solitary wave propagating over a flat bottom, as well as over a bottom step. On a laboratory scale, the formation of an interfacial wave is simulated,which also shows the interaction of wave with a triangular bathymetry. Then, a case study using the Lombok Strait topography is discussed, and the results show the development of an interfacial wave due to a strong current passing through a sill. 展开更多
关键词 INTERFACIAL WAVES two-layer NON-HYDROSTATIC model DISPERSION RELATION
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Cooperative Caching Strategy Based on Two-Layer Caching Model for Remote Sensing Satellite Networks
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作者 Rui Xu Xiaoqiang Di +3 位作者 Hao Luo Hui Qi Xiongwen He Wenping Lei 《Computers, Materials & Continua》 SCIE EI 2023年第5期3903-3922,共20页
In Information Centric Networking(ICN)where content is the object of exchange,in-network caching is a unique functional feature with the ability to handle data storage and distribution in remote sensing satellite netw... In Information Centric Networking(ICN)where content is the object of exchange,in-network caching is a unique functional feature with the ability to handle data storage and distribution in remote sensing satellite networks.Setting up cache space at any node enables users to access data nearby,thus relieving the processing pressure on the servers.However,the existing caching strategies still suffer from the lack of global planning of cache contents and low utilization of cache resources due to the lack of fine-grained division of cache contents.To address the issues mentioned,a cooperative caching strategy(CSTL)for remote sensing satellite networks based on a two-layer caching model is proposed.The two-layer caching model is constructed by setting up separate cache spaces in the satellite network and the ground station.Probabilistic caching of popular contents in the region at the ground station to reduce the access delay of users.A content classification method based on hierarchical division is proposed in the satellite network,and differential probabilistic caching is employed for different levels of content.The cached content is also dynamically adjusted by analyzing the subsequent changes in the popularity of the cached content.In the two-layer caching model,ground stations and satellite networks collaboratively cache to achieve global planning of cache contents,rationalize the utilization of cache resources,and reduce the propagation delay of remote sensing data.Simulation results show that the CSTL strategy not only has a high cache hit ratio compared with other caching strategies but also effectively reduces user request delay and server load,which satisfies the timeliness requirement of remote sensing data transmission. 展开更多
关键词 Information centric networking caching strategy two-layer caching model hierarchical division
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Broadband diffuse optical spectroscopy of two-layered scattering media containing oxyhemoglobin,deoxyhemoglobin,water,and lipids 被引量:1
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作者 Giles Blaney Martina Bottoni +2 位作者 Angelo Sassaroli Cristianne Fernandez Sergio Fantini 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2022年第3期92-106,共15页
We investigated the relationship between chromophore concentrations in two-layered scattering media and the apparent chromophore concentrations measured with broadband optical spectroscopy in conjunction with commonly... We investigated the relationship between chromophore concentrations in two-layered scattering media and the apparent chromophore concentrations measured with broadband optical spectroscopy in conjunction with commonly used homogeneous medium inverse models.We used diffusion theory to generate optical data from a two-layered distribution of relevant tissue absorbers,namely,oxyhemoglobin,deoxyhemoglobin,water,and lipids,with a top-layer thickness in the range 1–15 mm.The generated data consisted of broadband continuous-wave(CW)diffuse reflectance in the wavelength range 650–1024 nm,and frequency-domain(FD)diffuse reflectance at 690 and 830 nm;two source-detector distances of 25 and 35mm were used to simulate a dual-slope technique.The data were inverted using diffusion theory for a semi-infinite homogeneous medium to generate reduced scattering coeffcients at 690 and 830nm(from FD data)and effective absorption spectra in the range 650–1024nm(from CW data).The absorption spectra were then converted into effective total concentration and oxygen saturation of hemoglobin,as well as water and lipid concentrations.For absolute values,it was found that the effective hemoglobin parameters are typically representative of the bottom layer,whereas water and lipid represent some average of the respective concentrations in the two layers.For concentration changes,lipid showed a significant cross-talk with other absorber concentrations,thus indicating that lipid dynamics obtained in these conditions may not be reliable.These systematic simulations of broadband spectroscopy of two-layered media provide guidance on how to interpret effective optical properties measured with similar instrumental setups under the assumption of medium homogeneity. 展开更多
关键词 Broadband spectroscopy two-layer medium heterogeneous forward model homo-geneous inverse model partial-volume effect
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Theoretical Permeability of Two-layered Nonwoven Geotextiles 被引量:1
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作者 刘丽芳 储才元 《Journal of Donghua University(English Edition)》 EI CAS 2006年第3期71-73,共3页
The two-layered nonwoven geotextile, which consists of a layer constructed with fine fibers for providing optimal filtration characteristics and another layer constructed with coarse fibers for providing the required ... The two-layered nonwoven geotextile, which consists of a layer constructed with fine fibers for providing optimal filtration characteristics and another layer constructed with coarse fibers for providing the required mechanical properties, is desirable for drainage and filtration system. Based on Darcy’s law and drag force theory, a mathematical model on vertical permeability coefficient of two-layered nonwoven geotextile is estabilished. Comparison with experimental results shows that the present model possesses 83.6% accuracy for needle-punched two-layered nonwoven geotextiles. And experimental results also show that with the increasing of needle density the vertical permeability coefficient of two-layered nonwoven geotextiless firstly decreases and then increases, reaching the smallest value at 470 p/cm2. 展开更多
关键词 permeability property vertical permeabilitycoefficient drag-force model two-layered nonwovengeotextiles.
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Research in Moisture Transport through One and Two-layered Porous Composites
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作者 Kemal Ahmet 《International Journal of Automation and computing》 EI 2005年第1期93-100,共8页
Research into the moisture transport processes in porous materials is primarily important for theoretical modelling and industrial applications in the design of energy saving buildings and living environments, etc. Ba... Research into the moisture transport processes in porous materials is primarily important for theoretical modelling and industrial applications in the design of energy saving buildings and living environments, etc. Based on experimental investigation, we propose new models which describe one-dimensional transport through one-layered uniform materials and dissimilar two-layered composites. Diffusivity as a function of moisture content is obtained through a Boltzman transformation, master curves, and combined numerical and regression techniques. Transport processes in one and two-layered composites are simulated on the basis of extended unsaturated Darcy’s Law using the finite element method (FEM). Simulation results show significantly different transport patterns of moisture profile when moisture migrates in different directions, and high agreement with experimental moisture profiles. Keywords Porous materials - moisture transport - two-layered composites - modelling and simulation Qingguo Wang graduated from Hebei Normal University, China, in 1985. He received the M.Sc. degree from Beijing Petroleum University in 1988 and the Ph.D. degree from the University of Luton, UK, in 2005. He is currently a Research Associate in the Department of Electrical Engineering and Electronics at the University of Liverpool, UK and an Associate Professor of Shijiazhuang Mechanical Engineering College, China. His research interests include measurement and control, mass and heat transportation, EMC, etc.Kemal Ahmet graduated in physics from the University of Leeds. Following the completion of his masters degree, he completed his Ph.D. at the University of London in the area of nuclear instrumentation in 1992. Until recently, he was a Principal Lecturer at the University of Luton, leading a research group in moisture instrumentation, measurement and monitoring. In 2004 he joined Medtronic, world leader in medical technology, and is currently working in the Neurologic Technologies division as a specialist in powered surgical instrumentation.Young Yue is a Principal Lecturer at the University of Luton, UK. He holds a B.Sc. in mechanical engineering from the Northeastern University, China, and a Ph.D. from Heriot-Watt University, UK. He is a chartered engineer and a member of the Institution of Mechanical Engineers, UK. Dr. Yue has been working in academia for 15 years following his 8 years of industrial experience. His main research interests are CAD/CAM, geometric modelling, virtual reality, and pattern recognition. He has over 70 publications in refereed books, journals and conferences. 展开更多
关键词 Porous materials moisture transport two-layered composites modelling and simulation
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Numerical solutions of rotational normal modes of a triaxial two-layered anelastic Earth
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作者 Wenbin Shen Zhuo Yang +1 位作者 Zhiliang Guo Wenying Zhang 《Geodesy and Geodynamics》 2019年第2期118-129,共12页
The Earth's rotational normal modes depend on Earth model used, including the layer structures,principal inertia moments of different layers and the compliances. This study focuses on providing numerical solution ... The Earth's rotational normal modes depend on Earth model used, including the layer structures,principal inertia moments of different layers and the compliances. This study focuses on providing numerical solution of the rotational normal modes of a triaxial two-layered anelastic Earth model without external forces but with considering the complex forms of compliances and the electromagnetic coupling between the core and mantle. Based on the present knowledge of the Chandler wobble(CW) and Free Core Nutation(FCN), we provide a set of complete compliances which could be used for reference in further investigations. There are eight rotational normal mode solutions, four of which might exist in nature. However, in reality only two of these four solutions correspond to the present motion status of the prograde CW and the retrograde FCN. On one hand, our numerical calculations show that the periods and quality factors(Qs) of CW and FCN are respectively 434.90 and 429.86 mean solar days(d) and 76.56 and 23988.47 under frequency-dependent assumption, and the triaxiality prolongs CW about 0.01 d and has hardly effect on FCN. On the other hand, we analyze the sensibility of compliances and electromagnetic coupling parameter on the periods and Qs of CW and FCN and find the sensitive parameters with respect to them. 展开更多
关键词 EARTH ROTATION TRIAXIAL two-layered anelastic EARTH model Compliances ROTATIONAL normal MODES Numerical solution
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基于BERT-Tiny Transformer-CRF的自动化装配命名实体识别方法
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作者 钱冠翔 于丽娅 +2 位作者 李传江 李少波 徐兆 《计算机集成制造系统》 北大核心 2025年第10期3594-3606,共13页
随着工业5.0对知识驱动的智能制造提出新要求,机械装配领域面临多模态数据稀疏、实体语义边界模糊、数据分布呈现长尾效应的挑战。为此,提出一种融合多项式损失函数的BERT-Tiny Transformer-CRF模型,旨在提升低资源场景下的领域知识抽... 随着工业5.0对知识驱动的智能制造提出新要求,机械装配领域面临多模态数据稀疏、实体语义边界模糊、数据分布呈现长尾效应的挑战。为此,提出一种融合多项式损失函数的BERT-Tiny Transformer-CRF模型,旨在提升低资源场景下的领域知识抽取效率。首先,通过知识蒸馏与语义增强技术注入领域先验知识,其次设计维度自适应特征压缩模块实现跨模态特征融合,最后构建动态边缘感知解码机制实现实体边界的精准定位。利用自主构建的自动化装配数据集,将所提方法与不同实体识别模型进行对比,实验结果表明,所提模型具有良好的泛化识别能力,以86.62%的准确率、85.27%的精确率、85.67%的召回率和85.46%的F1值优于其他模型,为工业5.0下机械自动化装配领域知识图谱的构建提供了一种有效的技术方法。 展开更多
关键词 BERT-Tiny Transformer-crf模型 数据增强 PolyLoss 自动化装配
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基于Bert-BiLSTM-CRF模型的中文命名实体识别 被引量:4
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作者 龙星全 李佳 《吉林大学学报(信息科学版)》 2025年第2期384-393,共10页
针对现有的中文命名实体识别算法没有充分考虑实体识别任务的数据特征,存在中文样本数据的类别不平衡、训练数据中的噪声太大和每次模型生成数据的分布差异较大的问题,提出了一种以BERT-BiLSTM-CRF(Bidirectional Encoder Representatio... 针对现有的中文命名实体识别算法没有充分考虑实体识别任务的数据特征,存在中文样本数据的类别不平衡、训练数据中的噪声太大和每次模型生成数据的分布差异较大的问题,提出了一种以BERT-BiLSTM-CRF(Bidirectional Encoder Representations from Transformers-Bidirectional Long Short-Term Memory-Conditional Random Field)为基线改进的中文命名实体识别模型。首先在BERT-BiLSTM-CRF模型上结合P-Tuning v2技术,精确提取数据特征,然后使用3个损失函数包括聚焦损失(Focal Loss)、标签平滑(Label Smoothing)和KL Loss(Kullback-Leibler divergence loss)作为正则项参与损失计算。实验结果表明,改进的模型在Weibo、Resume和MSRA(Microsoft Research Asia)数据集上的F 1得分分别为71.13%、96.31%、95.90%,验证了所提算法具有更好的性能,并且在不同的下游任务中,所提算法易于与其他的神经网络结合与扩展。 展开更多
关键词 中文命名实体识别 BERT-BiLSTM-crf模型 P-Tuning v2技术 损失函数
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基于BiLSTM-CRF和Neo4j的脾胃病知识图谱构建
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作者 谭平 刘惠娜 韦昌法 《科学技术与工程》 北大核心 2025年第22期9436-9444,共9页
为了推动中医药文本数据的分析和挖掘,实现知识的智能化提取和处理。通过采用BIO(begin,inside,outside)序列标记法、BiLSTM-CRF模型和人工定义规则的方法完成知识抽取任务。利用Python3.6中Py2neo库与Neo4j数据库等技术,构建了基于Neo4... 为了推动中医药文本数据的分析和挖掘,实现知识的智能化提取和处理。通过采用BIO(begin,inside,outside)序列标记法、BiLSTM-CRF模型和人工定义规则的方法完成知识抽取任务。利用Python3.6中Py2neo库与Neo4j数据库等技术,构建了基于Neo4j的脾胃病知识图谱,并使用Flask框架开发了中医药脾胃病命名实体识别系统。结果表明:模型(BiLSTM-CRF)在测试集上取得了高性能和良好的泛化能力,其准确率、精确率、查全率和F_(1)分数分别为96.19%、86.64%、88.82%和87.71%。构建出的知识图谱包含了方剂或中成药、中药、临床表现等8种节点标签以及10种关系类型,可支持中医药治疗脾胃病西医诊断、中医证候、中医治则等节点及各节点之间关系的查询与发现。可见BiLSTM-CRF模型在中医药脾胃病命名实体识别方面展现出了良好的通用性,它在处理复杂文本结构和领域术语上表现出了出色的能力,为中医药脾胃病知识提取和知识图谱构建研究提供了有力支持。 展开更多
关键词 中医药 脾胃病 BIO序列标记法 人工定义规则 BiLSTM-crf模型 知识图谱
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基于ChatGLM的中医妇科知识图谱自动化构建与临床决策支持研究
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作者 汤少梁 龙秋予 +2 位作者 李君妍 申俊龙 赵楠 《中华中医药学刊》 北大核心 2026年第1期1-6,I0001-I0005,共11页
构建基于大语言模型的中医妇科知识图谱,旨在系统化整理并展现中医妇科领域复杂知识体系,揭示病症间的内在联系与演变规律,以提升临床决策的精准度。选取中国知网349篇中医妇科文献,采用ChatGLM通过多轮提示词模板实现零样本实体关系抽... 构建基于大语言模型的中医妇科知识图谱,旨在系统化整理并展现中医妇科领域复杂知识体系,揭示病症间的内在联系与演变规律,以提升临床决策的精准度。选取中国知网349篇中医妇科文献,采用ChatGLM通过多轮提示词模板实现零样本实体关系抽取,设计评价指标评估抽取效果,借助API接口与模型交互,使用Neo4j图数据库构建并可视化知识图谱。研究表明,ChatGLM在知识抽取方面优于传统Bi-LSTM-CRF模型,显著提升了精确率、召回率和F1值。所构建的知识图谱有效支持了中医妇科领域的临床决策,提高了诊疗效率与准确性,体现了其实用价值。 展开更多
关键词 大语言模型 中医妇科 知识图谱 知识抽取 Neo4j Bi-LSTM-crf
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双层CRF与规则相结合的中文地名识别方法研究 被引量:9
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作者 孙虹 陈俊杰 《计算机应用与软件》 CSCD 北大核心 2014年第11期175-177,182,共4页
采用一种基于双层CRF模型与规则相结合的方法提高中文地名的识别性能。第一层CRF模型使用单字特征识别地名,将其结果添加至词典。第二层CRF模型利用词性、左指界词、右指界词和处理后的词典特征对地名进行识别。最后利用规则对识别结果... 采用一种基于双层CRF模型与规则相结合的方法提高中文地名的识别性能。第一层CRF模型使用单字特征识别地名,将其结果添加至词典。第二层CRF模型利用词性、左指界词、右指界词和处理后的词典特征对地名进行识别。最后利用规则对识别结果进行过滤修剪和补召。通过双层CRF模型获取文本的远距离特征,解决了同一词汇因位置不同而标记不一致的问题,结合依据地名语言学特点制定的规则提高召回率。实验表明,双层CRF与规则相结合的方法对中文地名的识别取得了较好的效果。对Bakeoff2007的MSRA语料进行开放测试,得到的准确率、召回率、F值分别为95.32%、90.34%、94.12%。 展开更多
关键词 自然语言处理 中文地名识别 双层crf模型 规则
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基于BiLSTM-CRF的政府微博舆论观点抽取与焦点呈现 被引量:14
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作者 胡吉明 郑翔 +1 位作者 程齐凯 张岩 《情报理论与实践》 CSSCI 北大核心 2021年第1期174-179,137,共7页
[目的/意义]准确把握公众微博评论中所反映的公众观点并总结舆论焦点,有助于及时获取和引导社会舆情态势,对政府公信力、快速响应能力及执行力提升具有支撑作用。[方法/过程]文章针对当前政府微博评论社会功能发挥的现实要求和其文本特... [目的/意义]准确把握公众微博评论中所反映的公众观点并总结舆论焦点,有助于及时获取和引导社会舆情态势,对政府公信力、快速响应能力及执行力提升具有支撑作用。[方法/过程]文章针对当前政府微博评论社会功能发挥的现实要求和其文本特征挖掘的技术需求,从基于深度学习的文本智能语义理解和挖掘出发,提出了适用的细粒度四元组标注策略,构建了政府微博评论观点抽取与焦点呈现的深度学习模型POF-BiLSTM-CRF,即通过细粒度标注策略确定、Word2vec训练词向量、BiLSTM评论特征学习进行标签及其概率输出、CRF学习上下文实现微博评论标注优化,以及观点聚类和主题词提取后最终呈现舆论焦点。[结果/结论]针对"中国警方在线"微博评论的实验表明,文章所提研究框架和模型能够有效进行舆论观点的智能化提取,为快速把握公众观点及为政府决策提供了参考。 展开更多
关键词 政府微博评论 舆论观点抽取 深度学习模型 BiLSTM-crf模型 POF-BiLSTM-crf模型
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基于CRF算法的汉语比较句识别和关系抽取 被引量:22
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作者 黄高辉 姚天昉 刘全升 《计算机应用研究》 CSCD 北大核心 2010年第6期2061-2064,共4页
比较句是表明事物之间关系的常见表达方式,对于文本挖掘,特别是情感分析,具有重要的价值。目前汉语比较句的研究还是一个新颖的课题,包括汉语比较句的识别和比较关系的抽取。对于汉语比较句的识别,在前人研究的基础上,以SVM为分类器,以... 比较句是表明事物之间关系的常见表达方式,对于文本挖掘,特别是情感分析,具有重要的价值。目前汉语比较句的研究还是一个新颖的课题,包括汉语比较句的识别和比较关系的抽取。对于汉语比较句的识别,在前人研究的基础上,以SVM为分类器,以特征词和CSR序列规则为特征,同时利用CRF算法抽取实体对象,并增加以实体对象的信息作为特征,显著提高了比较句识别的准确率、召回率和F-度量,最高分别达到96.55%、88.63%和92.43%。对于汉语比较关系的抽取,在CRF算法抽取实体对象的基础上,通过定义一些规则,抽取比较主体和比较基准,也取得了较好的效果,其中比较主体的抽取效果要好于比较基准。 展开更多
关键词 比较句 比较关系 crf模型 比较主体 比较基准
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LDA-CRF:一种基于概率图模型的目标检测方法 被引量:4
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作者 郭乔进 李宁 +1 位作者 杨育彬 武港山 《计算机研究与发展》 EI CSCD 北大核心 2012年第11期2296-2304,共9页
目标检测和识别是计算机视觉和机器学习的研究热点.近年来,主题模型(如LDA等)在无监督的图像识别和定位等应用中获得了巨大的成功.然而,LDA忽略了图像区域之间的空间关系,并且不能处理连续值的视觉特征或特征向量.而条件随机场(CRF)能... 目标检测和识别是计算机视觉和机器学习的研究热点.近年来,主题模型(如LDA等)在无监督的图像识别和定位等应用中获得了巨大的成功.然而,LDA忽略了图像区域之间的空间关系,并且不能处理连续值的视觉特征或特征向量.而条件随机场(CRF)能够利用图像区域之间的局部相关性来提高分类准确性.基于LDA和CRF提出了一种LDA-CRF模型.通过利用LDA生成的主题信息来辅助CRF的分类,同时结合图像区域之间结构化的类别信息来改进LDA的主题生成机制.实验结果表明,LDA-CRF模型的检测效果要优于CRF. 展开更多
关键词 LDA crf 目标检测 变分推论 概率图模型
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基于CRFs和跨事件的事件识别研究 被引量:12
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作者 侯立斌 李培峰 朱巧明 《计算机工程》 CAS CSCD 2012年第24期191-195,共5页
事件检测与类型识别是事件抽取的基础,具体实施分为触发词检测和事件类型识别2个阶段。分别对2个阶段进行研究,在前一阶段,针对词形特征过拟和问题,提出利用LDA模型对词语聚类的方法,考虑到中文自动分词与标注的触发词边界的不一致性,... 事件检测与类型识别是事件抽取的基础,具体实施分为触发词检测和事件类型识别2个阶段。分别对2个阶段进行研究,在前一阶段,针对词形特征过拟和问题,提出利用LDA模型对词语聚类的方法,考虑到中文自动分词与标注的触发词边界的不一致性,提出基于CRFs模型的触发词识别方法。在后一阶段,为提高事件类型识别的效果,将跨事件理论应用于中文事件类型识别。实验结果表明,该方法能提高系统性能,F值分别提高到66.3和62.0。 展开更多
关键词 事件抽取 触发词检测 事件类型识别 跨事件 crfs模型 LDA模型
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基于SVM和CRF的双层模型中文机构名识别 被引量:14
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作者 黄德根 李泽中 万如 《大连理工大学学报》 EI CAS CSCD 北大核心 2010年第5期782-787,共6页
提出了一种基于支持向量机(SVM)和条件随机场(CRF)的双层模型进行中文机构名识别的方法.第一层模型采用CRF识别简单机构名,并将识别结果传至第二层辅助下一步的识别;第二层采用基于驱动的方法,将SVM和CRF结合进行复杂机构名的识别;最后... 提出了一种基于支持向量机(SVM)和条件随机场(CRF)的双层模型进行中文机构名识别的方法.第一层模型采用CRF识别简单机构名,并将识别结果传至第二层辅助下一步的识别;第二层采用基于驱动的方法,将SVM和CRF结合进行复杂机构名的识别;最后将两层的识别结果合并,并通过一个后续处理对置信度较低的识别结果进行修正.大规模真实语料的开放测试表明,精确率达到94.83%,召回率达到95.02%,证明了该方法的有效性. 展开更多
关键词 机构名识别 条件随机场(crf) 支持向量机(SVM) 双层模型
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结合GAN与BiLSTM-Attention-CRF的领域命名实体识别 被引量:35
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作者 张晗 郭渊博 李涛 《计算机研究与发展》 EI CSCD 北大核心 2019年第9期1851-1858,共8页
领域内命名实体识别通常面临领域内标注数据缺乏以及由于实体名称多样性导致的同一文档中实体标注不一致等问题.针对以上问题,利用生成式对抗网络(generative adversarial network, GAN)可以生成数据的特点,将生成式对抗网络与BiLSTM-At... 领域内命名实体识别通常面临领域内标注数据缺乏以及由于实体名称多样性导致的同一文档中实体标注不一致等问题.针对以上问题,利用生成式对抗网络(generative adversarial network, GAN)可以生成数据的特点,将生成式对抗网络与BiLSTM-Attention-CRF模型相结合.首先以BiLSTM-Attention作为生成式对抗网络的生成器模型,以CNN作为判别器模型,从众包标注数据集中整合出与专家标注数据分布一致的正样本标注数据来解决领域内标注数据缺乏的问题;然后通过在BiLSTM-Attention-CRF模型中引入文档层面的全局向量,计算每个单词与该全局向量的关系得出其新的特征表示以解决由于实体名称多样化造成的同一文档中实体标注不一致问题;最后,在基于信息安全领域众包标注数据集上的实验结果表明,该模型在各项指标上显著优于同类其他模型方法. 展开更多
关键词 领域命名实体识别 生成式对抗网络 众包标注数据 实体标注一致 BiLSTM-Attention-crf模型
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