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Formula for calculating spatial similarity degrees between point clouds on multi-scale maps taking map scale change as the only independent variable 被引量:6
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作者 Yang Weifang Yan Haowen Li Jonathan 《Geodesy and Geodynamics》 2015年第2期113-125,共13页
The degree of spatial similarity plays an important role in map generalization, yet there has been no quantitative research into it. To fill this gap, this study first defines map scale change and spatial similarity d... The degree of spatial similarity plays an important role in map generalization, yet there has been no quantitative research into it. To fill this gap, this study first defines map scale change and spatial similarity degree/relation in multi-scale map spaces and then proposes a model for calculating the degree of spatial similarity between a point cloud at one scale and its gener- alized counterpart at another scale. After validation, the new model features 16 points with map scale change as the x coordinate and the degree of spatial similarity as the y coordinate. Finally, using an application for curve fitting, the model achieves an empirical formula that can calculate the degree of spatial similarity using map scale change as the sole independent variable, and vice versa. This formula can be used to automate algorithms for point feature generalization and to determine when to terminate them during the generalization. 展开更多
关键词 Spatial similarity degree map generalization map scale change Point clouds Quantitative description Spatial similarity relations Multi-scale map spaces Curve fitting method
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The Validity of Open-Source Elevations for Different Topographic Map Scales and Geomatics Applications
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作者 Gomaa M. Dawod Ibrahim E. Ascoura 《Journal of Geographic Information System》 2021年第2期148-165,共18页
This paper presents an analysis of four open-source Global Digital Elevation Models (GDEMs) and compares them on two topographic profiles (nearly flat, and hills regions) for mapping and geomatics applications. The ch... This paper presents an analysis of four open-source Global Digital Elevation Models (GDEMs) and compares them on two topographic profiles (nearly flat, and hills regions) for mapping and geomatics applications. The chief intention is to investigate if GDEMs-based heights, contour intervals, slopes, and topographic profiles are valid for all map scales of topographic mapping, which constitutes a major issue in mapping activities. Two case studies, the Nile delta in Egypt and Makkah city in Saudi Arabia, have been utilized to represent flat and moderate-topography patterns. The investigated GDEMs include the most-recent released models: ASTER v.3, ACE 2, SRTMGL1 v.3, and NASADEM_HGT v.1 released in 2019 and 2020 with spatial resolutions of 1 and 3 arc seconds. Available accurate Ground Control Points (GCP) consist of 540 stations in the Nile delta and 175 stations in Makkah. Based on the available datasets in two study areas, it has been found that the accuracy of investigated GDEMs over known checkpoints ranges from ±2.5 and ±5.1 meters in the Nile delta region, while it varies between ±5.1 and ±8.0 meters in the Makkah area. That indicates that the utilization of GDEMs in topographic mapping differs significantly between flat and hilly spatial regions. Therefore, it is recommended to avoid using GDEMs for developing topographic maps of scale 1:25,000 or larger in flat regions and map scale 1:50,000 or larger in hilly regions. Additionally, the accomplished results showed that all GDEM-based slopes do not match with the actual slopes from known GCP over cross section’s length up to 30 kilometers. Thus, it is concluded that GDEMs are not the appropriate heights’ source for topographic mapping at medium and large map scales, and could not be utilized for topographic profiling in precise engineering and geomatics applications. 展开更多
关键词 Topographic maps GDEMs HEIGHTS map scales Contour Interval
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Assessment of soil total phosphorus storage in a complex topography along China's southeast coast based on multiple mapping scales
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作者 Zhongxing CHEN Jing LI +7 位作者 Kai HUANG Miaomiao WEN Qianlai ZHUANG Licheng LIU Peng ZHU Zhenong JIN Shihe XING Liming ZHANG 《Pedosphere》 SCIE CAS CSCD 2024年第1期236-251,共16页
Soil phosphorus (P) plays a vital role in both ecological and agricultural ecosystems, where total P (TP) in soil serves as a crucial indicator of soil fertility and quality. Most of the studies covered in the literat... Soil phosphorus (P) plays a vital role in both ecological and agricultural ecosystems, where total P (TP) in soil serves as a crucial indicator of soil fertility and quality. Most of the studies covered in the literature employ a single or narrow range of soil databases, which largely overlooks the impact of utilizing multiple mapping scales in estimating soil TP, especially in hilly topographies. In this study, Fujian Province, a subtropical hilly region along China’s southeast coast covered by a complex topographic environment, was taken as a case study. The influence of the mapping scale on soil TP storage (TPS)estimation was analyzed using six digital soil databases that were derived from 3 082 unique soil profiles at different mapping scales, i.e., 1:50 000 (S5),1:200 000 (S20), 1:500 000 (S50), 1:1 000 000 (S100), 1:4 000 000 (S400), and 1:10 000 000 (S1000). The regional TPS in the surface soil (0–20 cm) based on the S5, S20, S50, S100, S400, and S1000 soil maps was 20.72, 22.17, 23.06, 23.05, 22.04, and 23.48 Tg, respectively, and the corresponding TPS at0–100 cm soil depth was 80.98, 80.71, 85.00, 84.03, 82.96, and 86.72 Tg, respectively. By comparing soil TPS in the S20 to S1000 maps to that in the S5map, the relative deviations were 6.37%–13.32%for 0–20 cm and 0.33%–7.09%for 0–100 cm. Moreover, since the S20 map had the lowest relative deviation among different mapping scales as compared to S5, it could provide additional soil information and a richer soil environment than other smaller mapping scales. Our results also revealed that many uncertainties in soil TPS estimation originated from the lack of detailed soil information, i.e., representation and spatial variations among different soil types. From the time and labor perspectives, our work provides useful guidelines to identify the appropriate mapping scale for estimating regional soil TPS in areas like Fujian Province in subtropical China or other places with similar complex topographies. Moreover, it is of tremendous importance to accurately estimate soil TPS to ensure ecosystem stability and sustainable agricultural development, especially for regional decision-making and management of phosphate fertilizer application amounts. 展开更多
关键词 agricultural management appropriate mapping scale digitized conventional soil map estimation uncertainty subtropical hilly region
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Uncertainties of landslide susceptibility prediction:influences of different study area scales and mapping unit scales
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作者 Faming Huang Yu Cao +4 位作者 Wenbin Li Filippo Catani Guquan Song Jinsong Huang Changshi Yu 《International Journal of Coal Science & Technology》 EI CAS CSCD 2024年第2期143-172,共30页
This study aims to investigate the effects of different mapping unit scales and study area scales on the uncertainty rules of landslide susceptibility prediction(LSP).To illustrate various study area scales,Ganzhou Ci... This study aims to investigate the effects of different mapping unit scales and study area scales on the uncertainty rules of landslide susceptibility prediction(LSP).To illustrate various study area scales,Ganzhou City in China,its eastern region(Ganzhou East),and Ruijin County in Ganzhou East were chosen.Different mapping unit scales are represented by grid units with spatial resolution of 30 and 60 m,as well as slope units that were extracted by multi-scale segmentation method.The 3855 landslide locations and 21 typical environmental factors in Ganzhou City are first determined to create spatial datasets with input-outputs.Then,landslide susceptibility maps(LSMs)of Ganzhou City,Ganzhou East and Ruijin County are pro-duced using a support vector machine(SVM)and random forest(RF),respectively.The LSMs of the above three regions are then extracted by mask from the LSM of Ganzhou City,along with the LSMs of Ruijin County from Ganzhou East.Additionally,LSMs of Ruijin at various mapping unit scales are generated in accordance.Accuracy and landslide suscepti-bility indexes(LSIs)distribution are used to express LSP uncertainties.The LSP uncertainties under grid units significantly decrease as study area scales decrease from Ganzhou City,Ganzhou East to Ruijin County,whereas those under slope units are less affected by study area scales.Of course,attentions should also be paid to the broader representativeness of large study areas.The LSP accuracy of slope units increases by about 6%–10%compared with those under grid units with 30 m and 60 m resolution in the same study area's scale.The significance of environmental factors exhibits an averaging trend as study area scale increases from small to large.The importance of environmental factors varies greatly with the 60 m grid unit,but it tends to be consistent to some extent in the 30 m grid unit and the slope unit. 展开更多
关键词 Landslide susceptibility prediction Uncertainty analysis Study areas scales mapping unit scales Slope units Random forest
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Interactive Generalization on Large-Scale Topographical Map Supported by a Database Platform
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作者 CAI Zhongiang WU Hehai +1 位作者 DU Qingyun LIAO Chujiang 《Geo-Spatial Information Science》 2003年第4期17-26,共10页
This paper makes astudy on the interactive digital gener-alization,where map generalizationcan be divided into intellective reason-ing procedure and operational proce-dure,which are done by human andcomputer,respectiv... This paper makes astudy on the interactive digital gener-alization,where map generalizationcan be divided into intellective reason-ing procedure and operational proce-dure,which are done by human andcomputer,respectively.And an inter-active map generalization environmentfor large scale topographic map is thendesigned and realized.This researchfocuses on:①the significance of re-searching an interactive map generali-zation environment,②the features oflarge scale topographic map and inter-active map generalization,③the con-struction of map generalization-orien-ted database platform. 展开更多
关键词 large scale topographic map interactive generalization data platform
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Application of GPS RTK in Surveying and Mapping of Large-scale Topographic Map
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作者 LI Shixiong SHA Ying 《外文科技期刊数据库(文摘版)工程技术》 2021年第6期108-110,共5页
GPS-RTK technology in topographic mapping has a relatively large advantage, this paper studies how to use the technology to carry out large-scale topographic mapping work, research the use of the method of precautions... GPS-RTK technology in topographic mapping has a relatively large advantage, this paper studies how to use the technology to carry out large-scale topographic mapping work, research the use of the method of precautions, surveying and mapping work methods, combined with examples to discuss the specific mapping process, to help surveying and mapping personnel to strengthen the quality control of surveying and mapping. 展开更多
关键词 GPS-RTK large scale map surveying and mapping APPLICATION
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一种基于Shadow Mapping的阴影生成改进算法 被引量:4
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作者 谭同德 许绘香 +1 位作者 赵红领 余晓霞 《计算机工程与应用》 CSCD 北大核心 2008年第32期165-168,共4页
Shadow Mapping算法是目前广泛应用的阴影渲染方法,但该方法容易产生走样,特别是不能满足大规模场景中阴影的真实性和实时性要求。对此,提出一种利用平行面分割的改进Shadow Mapping算法,减少了算法运行时的缓冲空间,提高了阴影质量,尤... Shadow Mapping算法是目前广泛应用的阴影渲染方法,但该方法容易产生走样,特别是不能满足大规模场景中阴影的真实性和实时性要求。对此,提出一种利用平行面分割的改进Shadow Mapping算法,减少了算法运行时的缓冲空间,提高了阴影质量,尤其适合于动态大规模环境中实时阴影的生成。并用VS2005和OpenSceneGraph实现了算法的绘制过程,达到满意的视觉效果和生成速度。 展开更多
关键词 阴影映射(Shadow mapping)算法 大规模 虚拟 分割
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基于MDS-MAP和非线性滤波的WSN定位算法 被引量:16
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作者 陈岁生 卢建刚 楼晓春 《浙江大学学报(工学版)》 EI CAS CSCD 北大核心 2012年第5期866-872,共7页
为提高传感器网络节点的定位精度,对MDS-MAP结合非线性滤波方法的多种传感器网络定位算法进行研究.根据传感器节点间距离与节点定位坐标之间存在的非线性关系,在MDS-MAP定位算法的基础上,引入扩展卡尔曼滤波(EKF)求精算法和不敏卡尔曼滤... 为提高传感器网络节点的定位精度,对MDS-MAP结合非线性滤波方法的多种传感器网络定位算法进行研究.根据传感器节点间距离与节点定位坐标之间存在的非线性关系,在MDS-MAP定位算法的基础上,引入扩展卡尔曼滤波(EKF)求精算法和不敏卡尔曼滤波(UKF)求精算法,对MDS-MAP求得的节点坐标进行求精.对MDS-MAP定位算法、MDS-MAP和EKF相结合的定位算法(MDS-EKF)、MDS-MAP和UKF相结合的定位算法(MDS-UKF)的定位精度进行比较.实验结果表明:EKF和UKF等非线性滤波方法的应用可以提高定位精度,在相同条件下MDS-UKF定位算法的定位精度更高并且其生成的网络拓扑图最接近于实际网络拓扑图. 展开更多
关键词 节点自定位 MDS-map 扩展卡尔曼滤波 不敏卡尔曼滤波
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数字填图系统(RGMAP)在金厂矿区大比例尺填图中的应用 被引量:4
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作者 李振辉 廖桂香 +3 位作者 边红业 候万荣 赵春荣 于明军 《物探化探计算技术》 CAS CSCD 2008年第5期442-445,共4页
计算机辅助地质填图系统(RGMAP软件),通过建立PRB数字填图过程及其相应的数据模型,把地质数据采集的过程延伸到野外,真正实现了地学数据获取全过程的数字化,实现了地质填图从手工到计算机化的质的飞跃。但该系统的研制初衷是为在区域调... 计算机辅助地质填图系统(RGMAP软件),通过建立PRB数字填图过程及其相应的数据模型,把地质数据采集的过程延伸到野外,真正实现了地学数据获取全过程的数字化,实现了地质填图从手工到计算机化的质的飞跃。但该系统的研制初衷是为在区域调查中地质调查服务的,而对大例尺的填图尚未开展过研究。这里以在黑龙江省东宁县金厂矿区开展的1∶10 000大比例尺数字填图为例,总结出利用该系统在大比例尺数字填图中的主要方法步骤和注意事项。 展开更多
关键词 大比例尺 RGmap数字填图 PRB 字典库
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应用于不完整流形的ISOMAP算法 被引量:3
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作者 邵超 张慧娟 《计算机应用》 CSCD 北大核心 2012年第7期1987-1990,共4页
等距特征映射(ISOMAP)算法要求数据位于单一流形之上且具有良好采样,而当数据采样于一个不完整流形时,该算法将会产生"过聚类"问题。为此,提出了一种改进算法——WISOMAP,它采用多维尺度分析(MDS)算法的一个变种——WMDS来降... 等距特征映射(ISOMAP)算法要求数据位于单一流形之上且具有良好采样,而当数据采样于一个不完整流形时,该算法将会产生"过聚类"问题。为此,提出了一种改进算法——WISOMAP,它采用多维尺度分析(MDS)算法的一个变种——WMDS来降低逼近精度相对较差的多边测地距离在MDS距离保持中的主导作用,使逼近精度相对较好的少边测地距离能够得到更好的保持,从而能在一定程度上缓解"过聚类"问题。实验结果表明WISOMAP算法能更好地对采样于不完整流形的数据进行可视化。 展开更多
关键词 不完整流形 等距特征映射 多维尺度分析
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基于SuperMap世界电子地图多尺度表达的研究 被引量:2
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作者 熊金华 江南 曹亚妮 《测绘与空间地理信息》 2011年第4期156-158,共3页
依据地图感受论和地图符号学原理,结合世界电子地图的显示要求和使用特点,针对世界电子地图中数据分级体系不完善、尺度建立不规范等问题,提出了一套世界电子地图多尺度表达分级体系,重点研究了基于SuperMap数据处理的技术方法、分类分... 依据地图感受论和地图符号学原理,结合世界电子地图的显示要求和使用特点,针对世界电子地图中数据分级体系不完善、尺度建立不规范等问题,提出了一套世界电子地图多尺度表达分级体系,重点研究了基于SuperMap数据处理的技术方法、分类分级标准和符号设计理论,设计制作了基于SuperMap多尺度世界电子地图。 展开更多
关键词 世界电子地图 多尺度表达 分级体系 SUPERmap
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Equality Testing for Soil Grid Unit Resolutions to Polygon Unit Scales with DNDC Modeling of Regional SOC Pools 被引量:2
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作者 YU Dongsheng PAN Yue +4 位作者 ZHANG Haidong WANG Xiyang NI Yunlong ZHANG Liming SHI Xue-zheng 《Chinese Geographical Science》 SCIE CSCD 2017年第4期552-568,共17页
Matching soil grid unit resolutions with polygon unit map scales is important to minimize the uncertainty of regional soil organic carbon(SOC) pool simulation due to their strong influences on the modeling.A series of... Matching soil grid unit resolutions with polygon unit map scales is important to minimize the uncertainty of regional soil organic carbon(SOC) pool simulation due to their strong influences on the modeling.A series of soil grid units at varying cell sizes was derived from soil polygon units at six map scales,namely,1:50 000(C5),1:200 000(D2),1:500 000(P5),1:1 000 000(N1),1:4 000 000(N4) and 1:14 000 000(N14),in the Taihu Region of China.Both soil unit formats were used for regional SOC pool simulation with a De Nitrification-DeC omposition(DNDC) process-based model,which spans the time period from 1982 to 2000 at the six map scales.Four indices,namely,soil type number(STN),area(AREA),average SOC density(ASOCD) and total SOC stocks(SOCS) of surface paddy soils that were simulated by the DNDC,were distinguished from all these soil polygon and grid units.Subjecting to the four index values(IV) from the parent polygon units,the variations in an index value(VIV,%) from the grid units were used to assess its dataset accuracy and redundancy,which reflects the uncertainty in the simulation of SOC pools.Optimal soil grid unit resolutions were generated and suggested for the DNDC simulation of regional SOC pools,matching their respective soil polygon unit map scales.With these optimal raster resolutions,the soil grid units datasets can have the same accuracy as their parent polygon units datasets without any redundancy,when VIV < 1% was assumed to be a criterion for all four indices.A quadratic curve regression model,namely,y = – 0.80 × 10^(–6)x^2 + 0.0228 x + 0.0211(R^2 = 0.9994,P < 0.05),and a power function model R? = 10.394?^(0.2153)(R^2 = 0.9759,P < 0.05) were revealed,which describe the relationship between the optimal soil grid unit resolution(y,km) and soil polygon unit map scale(1:10 000x),the ratio(R?,%) of the optimal soil grid size to average polygon patch size(?,km^2) and the ?,with the highest R^2 among different mathematical regressions,respectively.This knowledge may facilitate the grid partitioning of regions during the investigation and simulation of SOC pool dynamics at a certain map scale,and be referenced to other landscape polygon patches' mesh partition. 展开更多
关键词 soil organic carbon(SOC) soil grid unit resolutions soil polygon unit map scales DeNitrification-DeComposition(DNDC) model SOC pools
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高性能的Max-Log-MAP线性分段算法研究 被引量:2
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作者 毕岗 陈国宏 王建毅 《电路与系统学报》 CSCD 北大核心 2012年第6期27-30,26,共5页
针对Max-Log-MAP算法存在译码性能比Log-MAP算法差0.5dB,而Log-MAP算法复杂度大的问题。论文提出了用线性分段(piecewise-linear term:PLT)的最大值运算来替代Log-MAP算法中雅克比公式,并通过研究比例因子对译码性能的影响,获得了最佳... 针对Max-Log-MAP算法存在译码性能比Log-MAP算法差0.5dB,而Log-MAP算法复杂度大的问题。论文提出了用线性分段(piecewise-linear term:PLT)的最大值运算来替代Log-MAP算法中雅克比公式,并通过研究比例因子对译码性能的影响,获得了最佳的优化Turbo译码性能的方法。研究结果证明,用分段项数r等于3,比例因子s为0.7时,获得的Turbo译码性能略优于Log-MAP算法,而算法的计算复杂度比Max-Log-MAP算法仅增加一次乘法、一次加法和求最大值运算。 展开更多
关键词 TURBO码 map算法 线性分段 比例因子
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MapGis二次开发中动态比例尺的技术实现方案 被引量:1
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作者 余水根 李祥 《现代计算机》 2003年第6期83-85,共3页
在利用MapGis平台进行基于电子地图的软件二次开发中,一个常见问题就是如何处理屏幕上动态显示的比例尺问题,因为比例尺的变化是反映基于电子地图数据精确性的一个重要标志,而MapGis提供的二次开发方式中并没有提供相关的组件或函数,程... 在利用MapGis平台进行基于电子地图的软件二次开发中,一个常见问题就是如何处理屏幕上动态显示的比例尺问题,因为比例尺的变化是反映基于电子地图数据精确性的一个重要标志,而MapGis提供的二次开发方式中并没有提供相关的组件或函数,程序开发人员必须要通过程序的组合方式来获得。本文结合作者运用VC进行MapGis二次开发的实践,在介绍MapGis二次开发的方式基础上,提出了一种简单实现方法,以供参考。 展开更多
关键词 软件二次开发 mapGIS 动态比例尺 电子制图系统 电子地图 地理信息系统
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基于Mipmap的大规模地形绘制算法与仿真 被引量:4
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作者 时钢 《计算机仿真》 CSCD 北大核心 2015年第2期270-274,共5页
研究大规模地形与纹理数据动态可视化算法与仿真问题。针对大规模地形与纹理数据动态可视化实时显示难题,提出一种基于Mipmap的大规模地形动态绘制算法,实现模型数据库组织与管理的高效性、场景调度的实时性,以北京市地形数据为仿真模型... 研究大规模地形与纹理数据动态可视化算法与仿真问题。针对大规模地形与纹理数据动态可视化实时显示难题,提出一种基于Mipmap的大规模地形动态绘制算法,实现模型数据库组织与管理的高效性、场景调度的实时性,以北京市地形数据为仿真模型,实现大规模地形与纹理数据动态可视化算法与实时仿真。上述算法在Mipmap技术的基础上,首先利用双线性内插算法把离散的原始数据生成规则网格DEM,然后采用四叉树结构的LOD算法简化海量地形和纹理数据,最后使用四队列分页调度、基于视域的LRU算法释放内存、多线程并行处理的场景优化策略来进行动态调度和绘制。结合OSG和Open GL渲染引擎,将基于Mipmap的大规模地形绘制算法应用在北京市地形绘制中,仿真结果表明,上述算法比传统的CLOD地形瓦片绘制算法,具有更快的渲染绘制速率,并且能够快速绘制北京市地形数据和在不同场景下进行快速浏览。 展开更多
关键词 大规模地形 纹理映射 动态可视化
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GeneMap软件在大比例尺地形图缩编中的应用 被引量:1
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作者 肖洲 陈福江 +1 位作者 张海涛 李和军 《北京测绘》 2012年第3期43-46,共4页
大比例尺数字化地形图在城镇建设中起着重要的作用,而传统地形图缩编技术效率较低。本文以北京市1∶2000数字化地形图缩编1∶10000地形图为例,充分利用GEOWAY GeneMap平台的缩编功能,采用基于规则库的一致性制图综合和交互式制图综合相... 大比例尺数字化地形图在城镇建设中起着重要的作用,而传统地形图缩编技术效率较低。本文以北京市1∶2000数字化地形图缩编1∶10000地形图为例,充分利用GEOWAY GeneMap平台的缩编功能,采用基于规则库的一致性制图综合和交互式制图综合相结合的方法,缩编作业效率比较高,减轻了作业强度,提高了作业精度,为大比例尺地形图缩编提供了一种新的思路。 展开更多
关键词 大比例尺地形图 缩编更新方法 制图综合 测绘
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Effects of Finer Scale Soil Survey and Land-Use Classification on SWAT Hydrological Modelling Accuracy in Data-Poor Study Areas
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作者 Verenice Escamilla-Rivera Sergio Cortina-Villar +3 位作者 Raúl A. Vaca Duncan Golicher José Arellano-Monterrosas Jordi Honey-Rosés 《Journal of Water Resource and Protection》 2022年第2期100-125,共26页
The limited availability of high-quality spatial data often limits the development of hydrological modelling in developing countries. Hydrological models with data at different scales may generate large uncertainties ... The limited availability of high-quality spatial data often limits the development of hydrological modelling in developing countries. Hydrological models with data at different scales may generate large uncertainties in modelling outputs. This study analysed the accuracy of four SWAT built models that combine soil and land use/land cover (LULC) data at the scale of 1:250,000 and 1:100,000 in a basin of Mexico. SWAT model allowed determining that large-scale maps produced better results than data from small-scale. Sensitivity analysis with different soil data was less than LULC data. However, the small-scale can be used for exploratory purposes when testing SWAT performance. 展开更多
关键词 map scale SWAT Model Soil Survey Land Use/Land Cover Mexico
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一种新的基于MSC和ISOMAP的快速流形学习算法 被引量:1
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作者 雷迎科 《计算机科学》 CSCD 北大核心 2015年第8期244-248,共5页
针对等距特征映射(ISOMAP)算法计算复杂度高的问题,提出了一种新的基于最小子集覆盖(MSC)策略的快速等距特征映射算法(Fast-ISOMAP)。与原始的ISOMAP算法相比,Fast-ISOMAP算法在不显著改变原始ISOMAP算法嵌入性能的条件下,大大提高了算... 针对等距特征映射(ISOMAP)算法计算复杂度高的问题,提出了一种新的基于最小子集覆盖(MSC)策略的快速等距特征映射算法(Fast-ISOMAP)。与原始的ISOMAP算法相比,Fast-ISOMAP算法在不显著改变原始ISOMAP算法嵌入性能的条件下,大大提高了算法的计算效率,也适用于大规模流形学习问题。在标准数据集上的实验结果验证了该算法的有效性。 展开更多
关键词 等距特征映射 最小子集覆盖 多维尺度分析 流形学习
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A Scale Invariant Interest Point Detector in Gabor Based Energy Space 被引量:6
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作者 CAO Zheng-Cai MA Feng-Lei +1 位作者 FU Yi-Li ZHANG Jian 《自动化学报》 EI CSCD 北大核心 2014年第10期2356-2363,共8页
关键词 GABOR滤波器 空间结构 能源领域 检测器 兴趣点 GABOR函数 图像特征 视觉系统
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MDS-MAP算法的改进及在室内车辆定位中的应用
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作者 乔中标 李津蓉 马连伟 《浙江科技学院学报》 CAS 2017年第3期195-200,共6页
为了解决现代化大型停车场寻车难的问题,提出一种基于无线传感器网络的定位算法。即以经典的MDS-MAP(multidimensional scaling-map)节点定位算法为基础,在全局范围内选择1个一跳的邻居节点子网,对其进行相对定位;结合极大似然估计法,... 为了解决现代化大型停车场寻车难的问题,提出一种基于无线传感器网络的定位算法。即以经典的MDS-MAP(multidimensional scaling-map)节点定位算法为基础,在全局范围内选择1个一跳的邻居节点子网,对其进行相对定位;结合极大似然估计法,计算出其余节点的相对坐标;利用锚节点的坐标信息,得到网络内所有待测节点的绝对坐标。仿真结果表明,改进后的算法可以解决停车场形状不规则及车辆随机停放等情况所造成的网络空洞问题。因此,该算法能在很大程度上提高定位的精确性,适用于大型室内停车场的实际情况。 展开更多
关键词 大型室内停车场 车辆定位 无线传感器网络 MDS-map 定位误差
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