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浅谈图书馆管理服务空间的变化 被引量:1
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作者 付宁康 《黑龙江科技信息》 2008年第31期124-124,共1页
进入到21世纪以来,数字化革命更深入到社会各个方面,图书馆也应由自动化管理向数字化的空间拓展,以最终为读者服务为综旨的图书馆,将会面向自身的深刻的空间拓展:从数字化、典藏、管理和服务方式的巨大变化。分析图书馆在信息服务空间... 进入到21世纪以来,数字化革命更深入到社会各个方面,图书馆也应由自动化管理向数字化的空间拓展,以最终为读者服务为综旨的图书馆,将会面向自身的深刻的空间拓展:从数字化、典藏、管理和服务方式的巨大变化。分析图书馆在信息服务空间中的功能和定位、开展创新型服务的方式方法,并提出图书馆工作创新的建议。 展开更多
关键词 图书馆 文献资源 服务 创新
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基于超像素空间金字塔模型的场景识别研究 被引量:6
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作者 程少光 何毕 +1 位作者 布树辉 刘贞报 《计算机工程与应用》 CSCD 2014年第7期139-143,共5页
针对以往场景识别研究中将图像分割成大小相等的矩形区域进行特征提取而导致识别率低的问题,提出了一种基于超像素空间金字塔模型的场景识别方法:先对图像做不同分辨率的超像素分割,在得到的每个图像子区域中提取PACT特征,然后利用K-me... 针对以往场景识别研究中将图像分割成大小相等的矩形区域进行特征提取而导致识别率低的问题,提出了一种基于超像素空间金字塔模型的场景识别方法:先对图像做不同分辨率的超像素分割,在得到的每个图像子区域中提取PACT特征,然后利用K-means聚类构建出图像集的视觉词典。在进行场景识别时,将每幅图像所有分割子区域的PACT特征连接成一个特征向量,并加入bag of words特征进行分类,最终的场景分类结果在支持向量机LIBSVM上获得。实验结果表明该算法能够有效提高识别率。 展开更多
关键词 场景识别 超像素金字塔模型 BAG of words特征 支持向量机
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基于Spatialite的空间数据组织管理与应用开发 被引量:4
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作者 关昆 马骏 +1 位作者 杨晓峰 肖康 《城市勘测》 2014年第2期27-29,33,共4页
基于轻量级空间数据库Spatialite在当前的移动端地理信息应用等领域中正发挥着越来越大的作用。采用空间数据库的管理思路和开发方法,分析了Spatialite空间数据库的数据组织与存储机制,阐述了数据库开发的方法和技术路线,通过在.Net环... 基于轻量级空间数据库Spatialite在当前的移动端地理信息应用等领域中正发挥着越来越大的作用。采用空间数据库的管理思路和开发方法,分析了Spatialite空间数据库的数据组织与存储机制,阐述了数据库开发的方法和技术路线,通过在.Net环境下进行的空间数据库管理系统的可视化应用开发实践,为轻量级的空间数据库应用提供了一个良好的解决思路。 展开更多
关键词 数据库系统 可视化 地理信息工程
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Evaluation of development potential of pumped hydroelectric storage and geothermal utilization system in abandoned coal mine
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作者 WANG Meng GUO Ping-ye +3 位作者 JIN Xin DANG Guan-jie GUO Yi-chen LI Yi 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第8期2872-2890,共19页
Every year in China,a significant number of mines are closed or abandoned.The pumped hydroelectric storage(PHS)and geothermal utilization are vital means to efficiently repurpose resources in abandoned mine.In this wo... Every year in China,a significant number of mines are closed or abandoned.The pumped hydroelectric storage(PHS)and geothermal utilization are vital means to efficiently repurpose resources in abandoned mine.In this work,the development potentials of the PHS and geothermal utilization systems were evaluated.Considering the geological conditions and meteorological data available of Jiahe abandoned mine,a simple evaluation model for PHS and geothermal utilization was established.The average efficiency of the PHS system exceeds 70%and the regulatable energy of a unit volume is over 1.53 kW·h/m^(3).The PHS system achieves optimal performance when the wind/solar power ratio reaches 0.6 and 0.3 in daily and year scale,respectively.In the geothermal utilization system,the outlet temperature and heat production are significantly affected by the injection flow rate.The heat production performance is more stable at lower rate flow,and the proportion of heat production is higher in the initial stage at greater flow rate.As the operating time increases,the proportion of heat production gradually decreases.The cyclic heat storage status has obvious advantages in heat generation and cooling.Furthermore,the energy-saving and emission reduction benefits of PHS and geothermal utilization systems were calculated. 展开更多
关键词 abandoned mine underground reservoir wind/solar energy pumped hydroelectric storage GEOTHERMAL
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Seismic identification and characterization of complex storage space oil and gas reservoirs
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作者 XiaoYu-Jiang Tao Song +5 位作者 Li Deng-Gan Xiao Yue-Zhou Jing Liang Lele-Wei Ming Zhang Xiaofeng-Dai 《Applied Geophysics》 SCIE CSCD 2024年第3期606-615,620,共11页
To predict complex reservoir spaces(with developed caves,pores,and fractures),based on the results of full-azimuth depth migration processing,we adopted reverse weighted nonlinear inversion to improve the accuracy of ... To predict complex reservoir spaces(with developed caves,pores,and fractures),based on the results of full-azimuth depth migration processing,we adopted reverse weighted nonlinear inversion to improve the accuracy of porous reservoir prediction.Scattering imaging three-parameter wavelet transform technology was used to accurately predict small-scale cave bodies.The joint inversion method of velocity and amplitude anisotropy was developed to improve the accuracy of small and medium-sized fracture prediction.The results of multiscale fracture modeling and characterization,interwell connectivity analysis,and connection path prediction are consistent with the production condition.Finally,based on the above prediction findings,favorable reservoir development areas were predicted.The above ideas and strategies have great application value for the efficient exploration and development of complex storage space reservoirs and the optimization of high-yield well locations. 展开更多
关键词 complex storage space fracture prediction reservoir prediction cave prediction
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Characteristic analysis of 1.06μm long-cavity diode lasers based on asymmetric waveguide structures
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作者 ZHAO Ren-Ze GAO Xin +3 位作者 FU Ding-Yang ZHANG Yue SU Peng BO Bao-Xue 《红外与毫米波学报》 SCIE EI CAS CSCD 北大核心 2024年第4期557-562,共6页
In long-cavity edge-emitting diode lasers,longitudinal spatial hole burning(LSHB),two-photon ab⁃sorption(TPA)and free carrier absorption(FCA)are among the key factors that affect the linear increase in out⁃put power a... In long-cavity edge-emitting diode lasers,longitudinal spatial hole burning(LSHB),two-photon ab⁃sorption(TPA)and free carrier absorption(FCA)are among the key factors that affect the linear increase in out⁃put power at high injection currents.In this paper,a simplified numerical analysis model is proposed for 1.06μm long-cavity diode lasers by combining TPA and FCA losses with one-dimensional(1D)rate equations.The ef⁃fects of LSHB,TPA and FCA on the output characteristics are systematically analyzed,and it is proposed that ad⁃justing the front facet reflectivity and the position of the quantum well(QW)in the waveguide layer can improve the front facet output power. 展开更多
关键词 diode lasers longitudinal spatial hole burning free carrier absorption two-photon absorption
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Attention Mechanism-Based Method for Intrusion Target Recognition in Railway
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作者 SHI Jiang BAI Dingyuan +2 位作者 GUO Baoqing WANG Yao RUAN Tao 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2024年第4期541-554,共14页
The detection of foreign object intrusion is crucial for ensuring the safety of railway operations.To address challenges such as low efficiency,suboptimal detection accuracy,and slow detection speed inherent in conven... The detection of foreign object intrusion is crucial for ensuring the safety of railway operations.To address challenges such as low efficiency,suboptimal detection accuracy,and slow detection speed inherent in conventional comprehensive video monitoring systems for railways,a railway foreign object intrusion recognition and detection system is conceived and implemented using edge computing and deep learning technologies.In a bid to raise detection accuracy,the convolutional block attention module(CBAM),including spatial and channel attention modules,is seamlessly integrated into the YOLOv5 model,giving rise to the CBAM-YOLOv5 model.Furthermore,the distance intersection-over-union_non-maximum suppression(DIo U_NMS)algorithm is employed in lieu of the weighted nonmaximum suppression algorithm,resulting in improved detection performance for intrusive targets.To accelerate detection speed,the model undergoes pruning based on the batch normalization(BN)layer,and Tensor RT inference acceleration techniques are employed,culminating in the successful deployment of the algorithm on edge devices.The CBAM-YOLOv5 model exhibits a notable 2.1%enhancement in detection accuracy when evaluated on a selfconstructed railway dataset,achieving 95.0%for mean average precision(m AP).Furthermore,the inference speed on edge devices attains a commendable 15 frame/s. 展开更多
关键词 foreign object detection railway protection edge computing spatial attention module channel attention module
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Digital Art as Urban Communication
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作者 Scott McQuire 《国际大都市发展研究(中英文)》 2024年第1期86-89,76,77,共6页
As mobility and migration become the norm,citizens in modern cities live among people who remain strangers to each other.This creates new opportunities and challenges for urban social life.Public space is a critical f... As mobility and migration become the norm,citizens in modern cities live among people who remain strangers to each other.This creates new opportunities and challenges for urban social life.Public space is a critical forum in which strangers encounter each other and have the opportunity to develop social protocols for coexisting in diversity.New media technologies have huge impact on the form and quality of public space.Digital art can create experimental public spaces in which mediated connections and embodied presence are combined in new ways.Through the practice and research of digital art,we can imagine a communicative city in which urban digital media is less about spectacle,and more about promoting new forms of public speech and social encounter between people. 展开更多
关键词 Urban communication Digital art Public space GEOMEDIA
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空间的神话:罗兰·巴特论城市与建筑 被引量:1
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作者 李溪 《外国美学》 2014年第2期194-208,共15页
法国学者罗兰·巴特在中晚年转向后结构主义后,曾对城市与建筑展开一系列论述。他的目光首先投向了埃菲尔铁塔。当世人都在质疑铁塔的意义时,他以细腻的文笔赞颂了铁塔以技术的赤裸和功能的匮乏,完成了建筑的现代转型。同时,轻盈的... 法国学者罗兰·巴特在中晚年转向后结构主义后,曾对城市与建筑展开一系列论述。他的目光首先投向了埃菲尔铁塔。当世人都在质疑铁塔的意义时,他以细腻的文笔赞颂了铁塔以技术的赤裸和功能的匮乏,完成了建筑的现代转型。同时,轻盈的造型以及自由上升、并以全景视角与历史的巴黎对话的特点也克服了时间带给建筑的磨灭感。于1967年在那不勒斯建筑学会上关于《符号学与城市》的演讲中,他揭示了现代的科学地理学对空间意义的限制,并认为城市空间并不是结构主义符号学可以分析的。他对传统城市研究的批判以及后结构的城市意义的观察,在60年代晚期的东方之行后到达高峰。他以切身的体会,指出日本文化中随处可见的空无的意指,这些空无结构了西方传统中固定的、有序的、被划定边界的空间。这种意指带来的,是占有欲的消逝以及身体与空间新的关系,他也称之为乌托邦的、内韵的、中性的空间。城市的读者因此在城市中具有了充分的意义。城市是一首诗,巴特以文学家作为榜样,认为城市中的每个阅读者都可以在探索城市建筑多重意义的过程中,不断地塑造着城市与自身。 展开更多
关键词 乌托邦 内韵 中性 空/间
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Spatial structure evolution of overlying strata and inducing mechanism of rockburst in coal mine 被引量:14
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作者 窦林名 何学秋 +2 位作者 贺虎 何江 范军 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2014年第4期1255-1261,共7页
Spatial structure of overlying strata existed and evolved dynamically with the exploitation scope (boundary conditions) changes in coal mines and to induce rockburst. Based on the“key strata”theory, the integrated... Spatial structure of overlying strata existed and evolved dynamically with the exploitation scope (boundary conditions) changes in coal mines and to induce rockburst. Based on the“key strata”theory, the integrated spatial structure of overlying strata was put forward, which was composed of “O-X” structure in the plane section and “F” structure in the vertical section. The formation and ongoing instability of the“O-X”and“F”structures were called as dynamic evolution cycle of the overlying strata. Three basic categories of “O-X”, “F” and “T” structures were defined, and the strata behaviors of each spatial structure were analyzed. According to energy theory, mechanism of rockburst induced by spatial structure instability was discussed. The research expanded the scope of traditional ground pressure theory and provided a guide for the prevention of rockburst and mining tremors induced by structure instability of overlying 展开更多
关键词 spatial structure overlying strata ROCKBURST key strata
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Spatial Distribution of Soil Total Nutrients of Farmland in Liaoning Province 被引量:14
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作者 吕国红 张玉书 +2 位作者 陈鹏狮 纪瑞鹏 焦晓光 《Agricultural Science & Technology》 CAS 2010年第1期154-158,共5页
[Objective]The aim was to reveal the spatial distribution characteristics of total nutrients in soil and provide a theoretical basis for farmland management and improvement of crop yield. [Method]GIS technique was use... [Objective]The aim was to reveal the spatial distribution characteristics of total nutrients in soil and provide a theoretical basis for farmland management and improvement of crop yield. [Method]GIS technique was used to analyze the spatial distribution characteristics of total C,total N,total P and total K for different soil layers in Liaoning Province. [Result]The results showed that the content of total C,total N,total P decrease from east to west,but the content of total K was high in north district of Liaoning Province. The content of total C,total N,total P and total K was higher in soil surface (0-20 cm) than the lower (20-40 cm). Total K varied less with soil depth,and its mean content was respectively 17.64 g/kg and 17.08 g/kg for soil surface and soil lower layer. [Conclusion]The results of the distribution of soil total nutrients in different soil layers supplied a theory basis for farmland management. 展开更多
关键词 Total C Total N Total P Total K Spatial distribution
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Population Dynamics and Breeding Space Niche of Four Heron Species in Tanghai Wetlands 被引量:5
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作者 李巨勇 李素萍 +2 位作者 孙砚峰 吴跃峰 武明录 《Zoological Research》 CAS CSCD 北大核心 2006年第4期351-356,共6页
The population dynamics and breeding behaviors of Black-crowned Night Herons ( Nycticorax nycticorax ), Egrets (Egtetta garzetta), Chinese Pond Herons (Ardeola bacchus) and Great Egrets (Casmerodius albus) wer... The population dynamics and breeding behaviors of Black-crowned Night Herons ( Nycticorax nycticorax ), Egrets (Egtetta garzetta), Chinese Pond Herons (Ardeola bacchus) and Great Egrets (Casmerodius albus) were observed in Tanghai Wetlands, Hebei Province from August 2004 to July 2005. Further, we studied the relationship of nest space distribution and directly calculated the nest density of vertical and horizontal levels, the niche overlapping index and the niche breadth. The results showed that there were two breeding areas, named Area Ⅰ and Area Ⅱ . The maximum population occurred in the period from April to September and was approximately 5800 individuals. Area Ⅰ was occupied earlier than Area Ⅱ by approximately half a month. In the breeding period, Black-crowned Night Herons were dominant in numbers and most occupied the upper nests of the core areas. Great Egrets also took the upper nests but they have the smallest population. Most Egrets took the middle nests of the edges of the area. Chinese Pond Herons, with a smaller population than the Egret, mostly nested in the edges, but some of them also took the lower nests of the core area. On the whole, the vertical niche of Egrets is the widest, the horizontal niche of Black-crowned Night Herons is the widest and the niche breadth of Chinese Pond Herons is the largest. The nest distribution pattern is the most similar between Chinese Pond Herons and Black-crowned Night Herons, and the niche overlapping index of Chinese Pond Herons and Egrets is the largest. Black-crowned Night Herons and Great Egrets control Egrets and Chinese Pond Herons in competition. Rich food and the optimal ecological environments lead to plenty of herons in the wetlands. In addition, it is a distinguishing feature of the four species that nests are built in poplar trees over 22 m tall. 展开更多
关键词 Tanghai Wetlands Breeding herons Population dynamics Nest areas Spatial niche
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3D electrical resistivity inversion using prior spatial shape constraints 被引量:8
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作者 李术才 聂利超 +4 位作者 刘斌 宋杰 刘征宇 苏茂鑫 徐磊 《Applied Geophysics》 SCIE CSCD 2013年第4期361-372,510,共13页
To minimize the number of solutions in 3D resistivity inversion, an inherent problem in inversion, the amount of data considered have to be large and prior constraints need to be applied. Geological and geophysical da... To minimize the number of solutions in 3D resistivity inversion, an inherent problem in inversion, the amount of data considered have to be large and prior constraints need to be applied. Geological and geophysical data regarding the extent of a geological anomaly are important prior information. We propose the use of shape constraints in 3D electrical resistivity inversion, Three weighted orthogonal vectors (a normal and two tangent vectors) were used to control the resistivity differences at the boundaries of the anomaly. The spatial shape of the anomaly and the constraints on the boundaries of the anomaly are thus established. We incorporated the spatial shape constraints in the objective function of the 3D resistivity inversion and constructed the 3D resistivity inversion equation with spatial shape constraints. Subsequently, we used numerical modeling based on prior spatial shape data to constrain the direction vectors and weights of the 3D resistivity inversion. We established a reasonable range between the direction vectors and weights, and verified the feasibility and effectiveness of using spatial shape prior constraints in reducing excessive structures and the number of solutions. We applied the prior spatially shape-constrained inversion method to locate the aquifer at the Guangzhou subway. The spatial shape constraints were taken from ground penetrating radar data. The inversion results for the location and shape of the aquifer agree well with drilling data, and the number of inversion solutions is significantly reduced. 展开更多
关键词 electrical resistivity INVERSION prior spatial constraints direction vector GEOPHYSICS geotechnical engineering.
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The Growth Theorem for Convex Maps on the Banach Space 被引量:7
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作者 张文俊 董道珍 汪远征 《Chinese Quarterly Journal of Mathematics》 CSCD 1992年第2期84-87,共4页
In this paper,the growth theorem for convex maps on the Banach space is given, this is: ‖f(x)‖≤‖x‖/(1-‖x‖),x∈B the estimate is best possible for Hilbert space.
关键词 holomorphic maps convex maps Schwartz lemma Growth theorem
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Laws of strata energy release and corresponding safety warning system in metal mine 被引量:5
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作者 刘志祥 郭永乐 +1 位作者 刘超 卢俊华 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2011年第11期2508-2512,共5页
The strata deformation in mining area was monitored in Dabaoshan copper-iron mine,and an analytical method of strata energy release was put forward.On the basis of chaotic theory,by reconstructing the phase space for ... The strata deformation in mining area was monitored in Dabaoshan copper-iron mine,and an analytical method of strata energy release was put forward.On the basis of chaotic theory,by reconstructing the phase space for time series data of strata energy release,the saturated embedding dimension and the correlation dimension of the dynamic system were obtained to be 4 and 1.212 8,respectively,and the evolution laws of distances between phase points of strata energy release in the phase space were revealed.With grey theory,a prediction model of strata energy release was set up,the maximum error of which was less than 6.7%.The results show that there are chaotic characters in strata energy release during mining;after reconstructing phase space,the subtle changing characteristics of energy release can be magnified,and the internal rules can be fully demonstrated.According to the laws,a warning system for strata stability in mining area was established to provide a technical safeguard for safe mining. 展开更多
关键词 strata energy release phase space reconstruction grey theory safety warning system
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Web service based spatial forest information system using an open source software approach 被引量:3
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作者 李世明 Joachim Saborowski +3 位作者 Jens Nieschulze 李增元 陆元昌 陈尔学 《Journal of Forestry Research》 SCIE CAS CSCD 2007年第2期85-90,共6页
For technical and other reasons there is a dilemma that data providers cannot find an appropriate way to redistribute spatial forest data and data users who need spatial data cannot access and integrate available fore... For technical and other reasons there is a dilemma that data providers cannot find an appropriate way to redistribute spatial forest data and data users who need spatial data cannot access and integrate available forest resources information. To overcome this dilemma, this paper proposed a spatial forest information system based on Web service using an open source software approach. With Web service based architecture, the system can enable interoperability, integrate Web services from other application servers, reuse codes, and shorten the development time and cost. At the same time, it is possible to extend the local system to a regional or national spatial forest information system. The growth of Open Source Software (OSS) provides an alternative choice to proprietary software for operating systems, web servers, Web-based GIS applications and database management systems. Using open source software to develop spatial forest information systems can greatly reduce the cost while providing high performance and sharing spatial forest information. We chose open source software to build a prototype system for Xixia County, Henan Province, China. By integrating OSS packages Deegree and UMN MapServer which are compliant to the OGC open specifications, the prototype system enables users to access spatial forest information and travelling information of Xixia County which come from two different data servers via a standard Web browser and promotes spatial forest information sharing. 展开更多
关键词 Web service spatial forest information system Open Source Software Deegree UMN MapServer
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Three-dimensional conjugate gradient inversion of magnetotelluric sounding data 被引量:4
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作者 林昌洪 谭捍东 佟拓 《Applied Geophysics》 SCIE CSCD 2008年第4期314-321,共8页
Based on the analysis of the conjugate gradient algorithm, we implement a threedimensional (3D) conjugate gradient inversion algorithm with magnetotelluric impedance data. During the inversion process, the 3D conjug... Based on the analysis of the conjugate gradient algorithm, we implement a threedimensional (3D) conjugate gradient inversion algorithm with magnetotelluric impedance data. During the inversion process, the 3D conjugate gradient inversion algorithm doesn' t need to compute and store the Jacobian matrix but directly updates the model from the computation of the Jacobian matrix. Requiring only one forward and four pseudo-forward modeling applications per frequency to produce the model update at each iteration, this algorithm efficiently reduces the computation of the inversion. From a trial inversion with synthetic magnetotelluric data, the validity and stability of the 3D conjugate gradient inversion algorithm is verified. 展开更多
关键词 MAGNETOTELLURIC 3D INVERSION conjugate gradient
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Seismic data analysis based on spatial subsets 被引量:2
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作者 蔡希玲 刘学伟 +2 位作者 李虹 钱宇明 吕英梅 《Applied Geophysics》 SCIE CSCD 2009年第4期384-392,395,共10页
There are some limitations when we apply conventional methods to analyze the massive amounts of seismic data acquired with high-density spatial sampling since processors usually obtain the properties of raw data from ... There are some limitations when we apply conventional methods to analyze the massive amounts of seismic data acquired with high-density spatial sampling since processors usually obtain the properties of raw data from common shot gathers or other datasets located at certain points or along lines. We propose a novel method in this paper to observe seismic data on time slices from spatial subsets. The composition of a spatial subset and the unique character of orthogonal or oblique subsets are described and pre-stack subsets are shown by 3D visualization. In seismic data processing, spatial subsets can be used for the following aspects: (1) to check the trace distribution uniformity and regularity; (2) to observe the main features of ground-roll and linear noise; (3) to find abnormal traces from slices of datasets; and (4) to QC the results of pre-stack noise attenuation. The field data application shows that seismic data analysis in spatial subsets is an effective method that may lead to a better discrimination among various wavefields and help us obtain more information. 展开更多
关键词 spatial subset 3D visualization high density sampling noise attenuation data analysis
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Flow equation and similarity criterion during centrifugal casting in micro-channel 被引量:2
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作者 任明星 王国田 +2 位作者 李邦盛 王振龙 傅恒志 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2014年第5期1506-1511,共6页
Liquid metal filling flow process in the microscale during the centrifugal casting process was studied by means of similar physical simulation. The research was focused on derived similarity criterion. Based on the tr... Liquid metal filling flow process in the microscale during the centrifugal casting process was studied by means of similar physical simulation. The research was focused on derived similarity criterion. Based on the traditional flow equations, the flow equation and the Bernoulli's equation for liquid metal flows in micro-scale space were derived, which provides a mathematical model for numerical simulation of micro-scale flow. In the meanwhile, according to the micro-flow equation and the similarity theory, the similarity criterion for the physical simulation of the mold filling behaviors was presented under centrifugal force field, so as to achieve the visual observation and quantitative analysis of micro-flow process. 展开更多
关键词 MICRO-CHANNEL MICRO-FLOW centrifugal force field similarity criterion
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Hyperspectral image classification based on spatial and spectral features and sparse representation 被引量:4
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作者 杨京辉 王立国 钱晋希 《Applied Geophysics》 SCIE CSCD 2014年第4期489-499,511,共12页
To minimize the low classification accuracy and low utilization of spatial information in traditional hyperspectral image classification methods, we propose a new hyperspectral image classification method, which is ba... To minimize the low classification accuracy and low utilization of spatial information in traditional hyperspectral image classification methods, we propose a new hyperspectral image classification method, which is based on the Gabor spatial texture features and nonparametric weighted spectral features, and the sparse representation classification method(Gabor–NWSF and SRC), abbreviated GNWSF–SRC. The proposed(GNWSF–SRC) method first combines the Gabor spatial features and nonparametric weighted spectral features to describe the hyperspectral image, and then applies the sparse representation method. Finally, the classification is obtained by analyzing the reconstruction error. We use the proposed method to process two typical hyperspectral data sets with different percentages of training samples. Theoretical analysis and simulation demonstrate that the proposed method improves the classification accuracy and Kappa coefficient compared with traditional classification methods and achieves better classification performance. 展开更多
关键词 HYPERSPECTRAL CLASSIFICATION sparse representation spatial features spectral features
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