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Errors Prediction for Vector-to-Raster Conversion Based on Map Load and Cell Size 被引量:2
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作者 LIAO Shunbao BAI Zhongqiang BAI Yan 《Chinese Geographical Science》 SCIE CSCD 2012年第6期695-704,共10页
Vector-to-raster conversion is a process accompanied with errors.The errors are classified into predicted errors before rasterization and actual errors after that.Accurate prediction of the errors is beneficial to dev... Vector-to-raster conversion is a process accompanied with errors.The errors are classified into predicted errors before rasterization and actual errors after that.Accurate prediction of the errors is beneficial to developing reasonable rasterization technical schemes and to making products of high quality.Analyzing and establishing a quantitative relationship between the error and its affecting factors is the key to error prediction.In this study,land cover data of China at a scale of 1:250 000 were taken as an example for analyzing the relationship between rasterization errors and the density of arc length(DA),the density of polygon(DP) and the size of grid cells(SG).Significant correlations were found between the errors and DA,DP and SG.The correlation coefficient(R2) of a model established based on samples collected in a small region(Beijing) reaches 0.95,and the value of R2 is equal to 0.91 while the model was validated with samples from the whole nation.On the other hand,the R2 of a model established based on nationwide samples reaches 0.96,and R2 is equal to 0.91 while it was validated with the samples in Beijing.These models depict well the relationships between rasterization errors and their affecting factors(DA,DP and SG).The analyzing method established in this study can be applied to effectively predicting rasterization errors in other cases as well. 展开更多
关键词 vector-to-raster conversion rasterization error prediction map load cell size
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Raster flite视景系统数据库建模分析
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作者 陈又军 苏彬 米祖强 《中国民航飞行学院学报》 2009年第6期16-19,共4页
视景系统为飞行员提供虚拟的外部世界,它是模拟飞行仿真的关键技术之一。视景系统是否真实取决于机场视景数据库的建模逼真度。本文分析了Raster flite视景系统数据库的特点、开发过程和在全任务飞行模拟机上的安装、调试方法。其主要... 视景系统为飞行员提供虚拟的外部世界,它是模拟飞行仿真的关键技术之一。视景系统是否真实取决于机场视景数据库的建模逼真度。本文分析了Raster flite视景系统数据库的特点、开发过程和在全任务飞行模拟机上的安装、调试方法。其主要开发工具采用Multigen Creator、Photoshop和Raster flite视景数据库开发软件包。 展开更多
关键词 raster flite 视景系统 机场视景数据库 模拟机 飞行仿真
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栅格数据地理信息系统(Raster GIS)关键技术分析 被引量:5
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作者 湛邵斌 陈圣波 +2 位作者 李远华 程彬 轩义华 《计算机应用与软件》 CSCD 北大核心 2007年第3期18-21,共4页
数据是地理信息系统的基础,强大的地理信息分析功能对地图数据有很高的要求。国内外大多数应用型地理信息系统都是基于矢量地图数据格式的。这样的系统在提供便利操作的同时,增加了系统开发成本和开发周期。如果建立基于栅格数据的地理... 数据是地理信息系统的基础,强大的地理信息分析功能对地图数据有很高的要求。国内外大多数应用型地理信息系统都是基于矢量地图数据格式的。这样的系统在提供便利操作的同时,增加了系统开发成本和开发周期。如果建立基于栅格数据的地理信息系统,不需要数字化编辑处理地图数据,节省了矢量化数据的成本,并且地图显示更为形象、直观。在分析栅格数据和矢量数据的基础上,探讨了基于栅格数据的地理信息系统体系框架,并就基于栅格数据的地理信息系统开发中的基本地图操作、属性查询、地图分析等关键技术进行研究,提出了一些思路和解决办法。同时,将该技术成功应用到军事演习系统中,取得了良好的效果。 展开更多
关键词 地理信息系统 栅格数据 数据模型
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Using ALS raster data in forest planning 被引量:3
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作者 Timo Pukkala 《Journal of Forestry Research》 SCIE CAS CSCD 2019年第5期1581-1593,共13页
Raster type of forest inventory data with site and growing stock variables interpreted for small squareshaped grid cells are increasingly available for forest planning.In Finland,there are two sources of this type of ... Raster type of forest inventory data with site and growing stock variables interpreted for small squareshaped grid cells are increasingly available for forest planning.In Finland,there are two sources of this type of lattice data:the multisource national forest inventory and the inventory that is based on airborne laser scanning(ALS).In both cases,stand variables are interpreted for 16 m×16 m cells.Both data sources cover all private forests of Finland and are freely available for forest planning.This study analyzed different ways to use the ALS raster data in forest planning.The analyses were conducted for a grid of 375×375 cells(140,625 cells,of which 97,893 were productive forest).The basic alternatives were to use the cells as calculation units throughout the planning process,or aggregate the cells into segments before planning calculations.The use of cells made it necessary to use spatial optimization to aggregate cuttings and other treatments into blocks that were large enough for the practical implementation of the plan.In addition,allowing premature cuttings in a part of the cells was a prerequisite for compact treatment areas.The use of segments led to 5–9%higher growth predictions than calculations based on cells.In addition,the areas of the most common fertility classes were overestimated and the areas of rare site classes were underestimated when segments were used.The shape of the treatment blocks was more irregular in cell-based planning.Using cells as calculation units instead of segments led to 20 times longer computing time of the whole planning process than the use of segments when the number of grid cells was approximately 100,000. 展开更多
关键词 raster data ALS-based INVENTORY Spatial optimization Segmentation SIMULATED ANNEALING Cellular AUTOMATA
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A New Method of Embedded Fourth Order with Four Stages to Study Raster CNN Simulation 被引量:2
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作者 R. Ponalagusamy S. Senthilkumar 《International Journal of Automation and computing》 EI 2009年第3期285-294,共10页
A new Runge-Kutta (PK) fourth order with four stages embedded method with error control is presentea m this paper for raster simulation in cellular neural network (CNN) environment. Through versatile algorithm, si... A new Runge-Kutta (PK) fourth order with four stages embedded method with error control is presentea m this paper for raster simulation in cellular neural network (CNN) environment. Through versatile algorithm, single layer/raster CNN array is implemented by incorporating the proposed technique. Simulation results have been obtained, and comparison has also been carried out to show the efficiency of the proposed numerical integration algorithm. The analytic expressions for local truncation error and global truncation error are derived. It is seen that the RK-embedded root mean square outperforms the RK-embedded Heronian mean and RK-embedded harmonic mean. 展开更多
关键词 raster scheme cellular neural network (CNN) numerical integration techniques edge detection new embedded RungeKutta root mean square (RKARMS (4 4)) method truncation errors.
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An enhanced method for estimating snow water equivalent in the central part of the Tibetan Plateau using raster segmentation and eigenvector spatial filtering regression model 被引量:1
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作者 CHENG Qi-shan CHEN Yu-min +3 位作者 YANG Jia-xin CHEN Yue-jun XIONG Zhe-xin ZHOU An-nan 《Journal of Mountain Science》 SCIE CSCD 2022年第9期2570-2586,共17页
Snow water equivalent(SWE)is an important factor reflecting the variability of snow.It is important to estimate SWE based on remote sensing data while taking spatial autocorrelation into account.Based on the segmentat... Snow water equivalent(SWE)is an important factor reflecting the variability of snow.It is important to estimate SWE based on remote sensing data while taking spatial autocorrelation into account.Based on the segmentation method,the relationship between SWE and environmental factors in the central part of the Tibetan Plateau was explored using the eigenvector spatial filtering(ESF)regression model,and the influence of different factors on the SWE was explored.Three sizes of 16×16,24×24 and 32×32 were selected to segment raster datasets into blocks.The eigenvectors of the spatial adjacency matrix of the segmented size were selected to be added into the model as spatial factors,and the ESF regression model was constructed for each block in parallel.Results show that precipitation has a great influence on SWE,while surface temperature and NDVI have little influence.Air temperature,elevation and surface temperature have completely different effects in different areas.Compared with the ordinary least square(OLS)linear regression model,geographically weighted regression(GWR)model,spatial lag model(SLM)and spatial error model(SEM),ESF model can eliminate spatial autocorrelation with the highest accuracy.As the segmentation size increases,the complexity of ESF model increases,but the accuracy is improved. 展开更多
关键词 Snow water equivalent Tibetan Plateau raster segmentation Parallel eigenvector spatial filtering
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An easy approach to assess the susceptibility of a landslide by utilizing simple raster overlay methods: A case study on Huangtupo landslide(P.R. China)
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作者 Christian DUMPERTH Joachim ROHN +3 位作者 Alexander FLEER WANG Jin-ge XIANG Wei Karsten ZIMMERMANN 《Journal of Mountain Science》 SCIE CSCD 2016年第10期1701-1710,共10页
Semi qualitative index based methods using rankings and ratings are commonly used in susceptibility estimations over a wide area. However, generalized ranking and ratings are not applicable for one single landslide. T... Semi qualitative index based methods using rankings and ratings are commonly used in susceptibility estimations over a wide area. However, generalized ranking and ratings are not applicable for one single landslide. This paper gives an easy and transferable approach to a susceptibility assessment of Huangtupo landslide(P.R. China), using raster addition without taking account for ranking and ratings. Slope, aspect, curvature, location and drainage buffer distance raster data sets have been obtained out of open source digital elevation models using ESRI's Arc GIS. These conditioning factor raster data sets have been translated into raster data sets including simple yes or no criteria, referring to triggering or not. Subsequently they have been added by raster math to acquire a simple raster overlay map.After that this map is compared to initial displacement measurements, obtained by using a ground based synthetic aperture radar device. Acquired data is recalculated to a raster data set using the same spatial extent, to provide the possibility of comparison of the two raster data sets. The results reveal, that 76.35% of all measured movements occur in areas where raster cells include three or more conditioning factors, indicating that easy raster math operations can lead to satisfying results in local scale. 展开更多
关键词 Landslide susceptibility Geographical Information System(GIS) raster overlay Huangtupo Radar interferometry
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Shortening the delivery time of proton therapy by real-time compensation method with raster scanning
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作者 Xiang-Shang Sun Yong-Jiang Li +3 位作者 Jun-Ya Liu Wen-Tao Liao Chao Wu Yue-Hu Pu 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2022年第6期62-74,共13页
Among the various scanning techniques, spot and raster scanning are the most frequently adopted. Raster scanning turns off the beam only when each isoenergy slice irradiation is completed. This feature intrinsically s... Among the various scanning techniques, spot and raster scanning are the most frequently adopted. Raster scanning turns off the beam only when each isoenergy slice irradiation is completed. This feature intrinsically solves the leakage dose and frequent beam-switching problems encountered during spot scanning. However, to shorten the delivery time of raster scanning, a sophisticated dose control strategy is required to guarantee dose distribution.In this study, a real-time compensation method with raster scanning for synchrotron systems was designed. It is characterized by a small spot-spacing planning strategy and real-time subtraction of the transient number of particles delivered between two planning-spot positions from the planned number of particles of the subsequent raster point.The efficacy of the compensation method was demonstrated by performing accurate raster scanning simulations with an in-house simulation code and accurate final dose evaluations with a commercial treatment planning system.Given the similar dose evaluation criteria under a practical high scanning speed, compared with the spot scanning method, the total delivery time of the compensated raster scanning method was significantly shortened by 53.3% in the case of irradiating a cubical target and by 28.8% in a pelvic case. Therefore, it can be concluded that real-time compensated raster scanning with a fast scanning configuration can significantly shorten the delivery time compared to that of spot scanning. It is important to reduce the pressure on patients caused by prolonged immobilization and to improve patient throughput capacity at particle therapy centers. 展开更多
关键词 Proton therapy raster scanning Delivery time Scanning simulation
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An improved method to distinguish between scanned and rasterized document images
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作者 SUN Juelu 《Baosteel Technical Research》 CAS 2014年第1期58-62,共5页
Office automation (OA) has evolved with the development of computer science,improving staff efficiency.Unstructured information processing is an important aspect of OA; therefore,in this paper,we propose an efficien... Office automation (OA) has evolved with the development of computer science,improving staff efficiency.Unstructured information processing is an important aspect of OA; therefore,in this paper,we propose an efficient method for distinguishing scanned and rasterized document images which can be used in this process.To ensure the efficiency and precision of our method,two steps are included:rapid processing and classification using noise features.In the first step,color,skew,and isolated noise features are used to identify the source of the images.In the second step,noise features are extracted from the input image and a support vector machine (SVM) classifier is used for classification.Our experiments show that our method has high precision and speed for distinguishing scanned and rasterized document images. 展开更多
关键词 office automation unstructured information processing scanned image rasterized image noise extraction
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Measurement of Protein 53 Diffusion Coefficient in Live HeLa Cells Using Raster Image Correlation Spectroscopy (RICS)
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作者 Sungmin Hong Ying-Nai Wang +5 位作者 Hirohito Yamaguchi Harinibytaraya Sreenivasappa Chao-Kai Chou Pei-Hsiang Tsou Mien-Chie Hung Jun Kameoka 《Journal of Biomaterials and Nanobiotechnology》 2010年第1期31-36,共6页
We have applied Raster Image Correlation Spectroscopy (RICS) technique to characterize the dynamics of protein 53 (p53) in living cells before and after the treatment with DNA damaging agents. HeLa cells expressing Gr... We have applied Raster Image Correlation Spectroscopy (RICS) technique to characterize the dynamics of protein 53 (p53) in living cells before and after the treatment with DNA damaging agents. HeLa cells expressing Green Fluores-cent Protein (GFP) tagged p53 were incubated with and without DNA damaging agents, cisplatin or eptoposide, which are widely used as chemotherapeutic drugs. Then, the diffusion coefficient of GFP-p53 was determined by RICS and it was significantly reduced after the drug treatment while that of the one without drug treatment was not. It is suggested that the drugs induced the interaction of p53 with either other proteins or DNA. Together, our results demonstrated that RICS is able to detect the protein dynamics which may be associated with protein-protein or protein-DNA interactions in living cells and it may be useful for the drug screening. 展开更多
关键词 raster Image Correlation Spectroscopy DIFFUSION COEFFICIENT p53 DNA DAMAGE
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Sun Raster格式图像文件数据存储结构详解
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作者 邵才瑞 张福明 《微机发展》 2000年第3期14-16,共3页
本文详细阐述了SunSolaris中Raster格式光栅图像文件存储结构 ,编写了解编程序 ,为异类平台上不同典型格式图像文件的转换和应用提供了技术基础。
关键词 图像文件 数据存储结构 SunRastor格式图像
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Raster to Vector Conversion for Engineering Drawings:Survey and Prospect
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作者 CHENG Bin ZHANG Shu-sheng +1 位作者 SHI Yun-fei LEI Guang-ming 《Computer Aided Drafting,Design and Manufacturing》 2006年第2期71-77,共7页
Recent development and recognition methods of raster to vector conversion for engineering drawings are presented. The advantages and disadvantages of all existing models are analyzed. Some research challenges and futu... Recent development and recognition methods of raster to vector conversion for engineering drawings are presented. The advantages and disadvantages of all existing models are analyzed. Some research challenges and future directions are discussed. 展开更多
关键词 raster to vector conversion graphic recognition engineering drawings VECTORIZATION
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Design and implementation of a multi-tile parallel scanning rasterization accelerator
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作者 Xing Lidong Guo Qiang +1 位作者 Peng Xinlong Feng Zhenfu 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2024年第2期94-104,共11页
In the design of a graphic processing unit(GPU),the processing speed of triangle rasterization is an important factor that determines the performance of the GPU.An architecture of a multi-tile parallel-scan rasterizat... In the design of a graphic processing unit(GPU),the processing speed of triangle rasterization is an important factor that determines the performance of the GPU.An architecture of a multi-tile parallel-scan rasterization accelerator was proposed in this paper.The accelerator uses a bounding box algorithm to improve scanning efficiency.It rasterizes multiple tiles in parallel and scans multiple lines at the same time within each tile.This highly parallel approach drastically improves the performance of rasterization.Using the 65 nm process standard cell library of Semiconductor Manufacturing International Corporation(SMIC),the accelerator can be synthesized to a maximum clock frequency of 220 MHz.An implementation on the Genesys2 field programmable gate array(FPGA)board fully verifies the functionality of the accelerator.The implementation shows a significant improvement in rendering speed and efficiency and proves its suitability for high-performance rasterization. 展开更多
关键词 graphic processing unit(GPU) rasterIZATION multi-tile PARALLELISM
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Scale effect and methods for accuracy evaluation of attribute information loss in rasterization 被引量:2
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作者 BAI Yan LIAO Shunbao SUN Jiulin 《Journal of Geographical Sciences》 SCIE CSCD 2011年第6期1089-1100,共12页
Rasterization is a conversion process accompanied with information loss, which includes the loss of features' shape, structure, position, attribute and so on. Two chief factors that affect estimating attribute accura... Rasterization is a conversion process accompanied with information loss, which includes the loss of features' shape, structure, position, attribute and so on. Two chief factors that affect estimating attribute accuracy loss in rasterization are grid cell size and evaluating method. That is, attribute accuracy loss in rasterization has a close relationship with grid cell size; besides, it is also influenced by evaluating methods. Therefore, it is significant to analyze these two influencing factors comprehensively. Taking land cover data of Sichuan at the scale of 1:250,000 in 2005 as a case, in view of data volume and its processing time of the study region, this study selects 16 spatial scales from 600 m to 30 km, uses rasterizing method based on the Rule of Maximum Area (RMA) in ArcGIS and two evaluating methods of attribute accuracy loss, which are Normal Analysis Method (NAM) and a new Method Based on Grid Cell (MBGC), respectively, and analyzes the scale effect of attribute (it is area here) accuracy loss at 16 different scales by these two evaluating methods comparatively. The results show that: (1) At the same scale, average area accuracy loss of the entire study region evaluated by MBGC is significantly larger than the one estimated using NAM. Moreover, this discrepancy between the two is obvious in the range of 1 km to 10 km. When the grid cell is larger than 10 km, average area accuracy losses calculated by the two evaluating methods are stable, even tended to parallel. (2) MBGC can not only estimate RMA rasterization attribute accuracy loss accurately, but can express the spatial distribution of the loss objectively. (3) The suitable scale domain for RMA rasterization of land cover data of Sichuan at the scale of 1:250,000 in 2005 is better equal to or less than 800 m, in which the data volume is favorable and the processina time is not too Iona. as well as the area accuracv loss is less than 2.5%. 展开更多
关键词 rasterIZATION attribute accuracy loss evaluation METHODS grid cell scale effect SICHUAN
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Real-time raster projection for web maps
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作者 Bernhard Jenny Bojan Šavrič Johannes Liem 《International Journal of Digital Earth》 SCIE EI CSCD 2016年第3期215-229,共15页
The virtual globe is the default visualization for Digital Earth applications,but it can only show one half of the Earth.This article introduces user-adjustable,on-the-fly projection of georeferenced raster images for... The virtual globe is the default visualization for Digital Earth applications,but it can only show one half of the Earth.This article introduces user-adjustable,on-the-fly projection of georeferenced raster images for web mapping and web GIS applications.This technique allows users to center a map on arbitrary locations,while still seeing the entire Earth surface.Modern web mapping libraries can apply map projection transformations to vector data in the browser,but they do not currently support the projection of raster images at interactive frame rates.We use the cross-platform WebGL(Web Graphics Library)graphics pipeline for hardware-accelerated projection of raster data in web browsers.Two algorithmic techniques–inverse per-fragment projection,and combined forward per-triangle and inverse per-fragment projection–for georeferenced raster imagery are documented.The resulting raster maps combine the ease of use and flexibility of interactive virtual globes with the ability to show the entire Earth.The adjustable projection of raster imagery allows users to observe global phenomena that are difficult to visualize on virtual globes or traditional maps with static projections. 展开更多
关键词 map projection raster projection WEBGL
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Raster Voronoi Tessellation and Its Application to Emergency Modeling
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作者 Ickjai Lee Kyungmi Lee Christopher Torpelund-Bruin 《Geo-Spatial Information Science》 2011年第4期235-245,共11页
Due to the advances in Web technologies,various raster maps are available through Web Map Services such as Google maps and Yahoo maps.These online maps are used to visualize diverse types of disasters.Understanding di... Due to the advances in Web technologies,various raster maps are available through Web Map Services such as Google maps and Yahoo maps.These online maps are used to visualize diverse types of disasters.Understanding disasters with these online maps has become an important research issue.In this article,we propose a map-based general-purpose emergency management support system based on a computational model of generalized(multiplicatively weighted,order-k,and Minkowski-metric)Voronoi diagrams.The proposed system tessellates Web maps and models disasters(or emergency response units)having different weights in the complete order from 1 to k-1 in the three popular Minkowski metrics(Euclidean,Manhattan,and Maximum distance)pro-vide insightful information for various what-if emergency scenarios.The proposed map-based emergency management support system systematically supports neighboring queries,districting queries,location optimization queries,and routing queries.We pro-vide specific examples to illustrate how our system supports these queries. 展开更多
关键词 raster Voronoi diagrams emergency management systems generalized Voronoi diagrams decision support systemsCLC number P208
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Researches of Remote Sensing Raster Data Management and Services
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作者 JIAO Fan ZHANG Xu 《Chinese Forestry Science and Technology》 2007年第4期73-79,共7页
The purpose of this paper is to study the RS data web services and related subjects of data storage and data management. Based on an analysis of the present situation and development trend of storage and management of... The purpose of this paper is to study the RS data web services and related subjects of data storage and data management. Based on an analysis of the present situation and development trend of storage and management of raster data and web service technology, a management and service system architecture for Remote Sensing raster data based on web service technologies was developed, the implementation methodologies of the key technology of the system were explored and a prototype of the system was illustrated. 展开更多
关键词 raster data management system web services
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数字低空空域栅格化的表征度量与最优标定
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作者 谢华 尹嘉男 +1 位作者 朱永文 陈志杰 《数据采集与处理》 CSCD 北大核心 2024年第1期31-43,共13页
低空飞行空间范围小、目标速度慢、环境要素杂,传统的经纬度表征方式无法满足智联环境下的低空精细管理要求,为此本文研究了数字低空空域栅格化的表征度量与最优标定问题。首先,从“点-线-面”视角构建了多维度低空空域结构要素量化表... 低空飞行空间范围小、目标速度慢、环境要素杂,传统的经纬度表征方式无法满足智联环境下的低空精细管理要求,为此本文研究了数字低空空域栅格化的表征度量与最优标定问题。首先,从“点-线-面”视角构建了多维度低空空域结构要素量化表征规则,提出了低空空域多层级栅格量化表征方法;然后,通过判定不同空域栅格的“点-线-面”位置关系,提出了基于栅格交集矩阵的低空空域拓扑关系度量方法;最后,综合考虑低空无人机碰撞指数、低空栅格利用指数等优化目标,以及节点与栅格匹配约束、空间位置约束、无人机与无人机/障碍物安全约束等限制条件,建立了面向多维性能的低空空域栅格粒度最优标定模型。针对城市低空典型飞行任务场景对所提方法的有效性及优化效果进行了验证分析。实验结果表明,针对任意设定的低空空域和无人机飞行任务,在可接受的无人机碰撞指数和栅格利用指数下,所提方法可对数字低空栅格粒度进行最优配置,从根源上有效确保低空飞行活动的安全和高效。研究成果对于支撑数字低空空域精细化管理和异质飞行器融合运行具有一定的理论价值和应用意义。 展开更多
关键词 低空空域 无人机 空域栅格化 栅格表征 栅格标定
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一种针对“低慢小”目标的栅格化感知系统设计
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作者 孙智勇 陈建军 +1 位作者 李森 肖军 《空军工程大学学报》 CSCD 北大核心 2024年第2期95-99,109,共6页
针对“低慢小”目标探测面临的问题,提出了一种栅格化理念解决问题思路,给出了栅格化感知系统的定义,设计了栅格化感知系统,包括传感器分系统、通信分系统、管理控制中心和综合保障分系统等组成和工作过程。分析了栅格化感知系统的关键... 针对“低慢小”目标探测面临的问题,提出了一种栅格化理念解决问题思路,给出了栅格化感知系统的定义,设计了栅格化感知系统,包括传感器分系统、通信分系统、管理控制中心和综合保障分系统等组成和工作过程。分析了栅格化感知系统的关键技术,包括传感器低成本设计、“低慢小”目标检测、数据融合处理等技术。研究了栅格化感知系统的部署原则,建立部署原则模型,对于解决“低慢小”目标探测具有现实指导意义。 展开更多
关键词 低慢小 栅格化 航空器 感知系统
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基于轻量化特征选择的镜片多尺度缺陷检测系统研究
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作者 许桢英 杨钰峂 +3 位作者 雷英俊 王匀 武子乾 韩丽玲 《计量学报》 CSCD 北大核心 2024年第6期786-794,共9页
为解决对镜片缺陷识别和定位困难的问题,设计了一种基于轻量化特征选择(LFSN)的镜片多尺度缺陷检测系统。首先通过四步相移栅格光成像系统采集缺陷图像,基于傅里叶变换对图像进行融合以提高图像质量;然后,LFSN使用自动特征层选择结构,... 为解决对镜片缺陷识别和定位困难的问题,设计了一种基于轻量化特征选择(LFSN)的镜片多尺度缺陷检测系统。首先通过四步相移栅格光成像系统采集缺陷图像,基于傅里叶变换对图像进行融合以提高图像质量;然后,LFSN使用自动特征层选择结构,在训练过程中计算无锚框分支损失,获得最优特征层信息,更新参数,从而优化模型对不同缺陷大小信息的学习能力;还使用了深度分离可变卷积,通过双线性插值增加像素点在平面的偏移量,从而提升模型对缺陷形貌的主动学习能力,并一定程度减少模型训练参数量,降低检测时间,同时优化回归定位损失明确各阶段训练任务,利用一次惩罚项指导前期预测框中心距离回归;利用归一化二次项,指导后期预测框大小比例回归,使预测框更接近真实值;最后,通过实验采集镜片缺陷图像,并构建数据集进行对比实验。实验结果表明:识别和定位镜片的缺陷的准确率为96.3%,单幅检测时间为24.9 ms。 展开更多
关键词 光学计量 镜片 缺陷检测 栅格光成像 轻量化特征选择 混合交并比
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