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Location Based Navigation Service Technology: Development of an Optimization Algorithm for Multivariate Contextual Cartographic Content in Location Based Navigation Service
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作者 Charles Busera Wasomi Edward Hunja Waithaka +1 位作者 Moses Karoki Gachari David Ndegwa Kuria 《Journal of Computer and Communications》 2022年第1期57-90,共34页
User response or reaction to navigation applications is influenced by relevance in geographic information, in terms of cartographic context and content delivered within a definite time, providing a direct impact to ou... User response or reaction to navigation applications is influenced by relevance in geographic information, in terms of cartographic context and content delivered within a definite time, providing a direct impact to outcome or consequence based on decision making and hence user reaction. Location Based Navigation Services (LBNS) have continuously advanced in cartographic visualization, making maps interpretation easy and ubiquitous to any user, as compared to pre-historic times when maps were a preserve of a few. Despite rapid growth in LBNS, there exist challenges that may be characterized as technical and non-technical challenges, among them being process of conveying geospatial information to user. LBNS system deliver appropriate information to a user through smartphone (mobile device) for effective decision making and response within a given time span. This research focuses on optimization of cartographic content for contextual information in LBNS to users, based on prevailing circumstances of various components that constitute it. The research looks into Geographic Information Retrieval (GIR), as a technical challenge centered on a non-technical issue of social being of user satisfaction, leading to decision making in LBNS, hence response and outcome. Though advanced technologically, current LBNS on information sourcing depends on user manual web pages navigation and maneuver, this can be painstaking and time consuming that it may cause unnecessary delay in information delivery, resulting to delayed information response time (DIRT). This in turn may lead to unappropriate decision making with erroneous reaction or response being taken, resulting in loss of opportunity, resources, time and even life. Optimization in LBNS is achieved by a mathematical relationship developed between user status, mobile device variables against cartographic content. The relationship is in turn applied in LBNS android application to fulfill optimization solution for user consumption. 展开更多
关键词 Location Based Services (LBS) SMARTPHONE Mobile Device Mobile Phone Location Based Navigation Service (LBNS) Kenya cartographic Content cartographic Visualization cartographic Contextual Content cartographic Optimization Optimization Algorithm
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Mathematical Definitions of Operators for Cartographic Generalization 被引量:2
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作者 王晓妮 张洁 《Geo-Spatial Information Science》 2003年第1期70-73,共4页
This paper puts forword 11 cartographic generalization operator models and introduces their mathematical definitions,and thus a precise mathematical form and quantitative description has been given to these formerly l... This paper puts forword 11 cartographic generalization operator models and introduces their mathematical definitions,and thus a precise mathematical form and quantitative description has been given to these formerly limited qualitative concepts.The meaning of mathematical definition of operators for cartographic generalization and the application prospect in computer_aided cartography (CAC) is stated.ract The Jurassic strata in Jingyan of Sichuan containing the Mamenchinsaurus fauna are dealt with and divided in this paper. The Mamenchisaurus fossils contained there are compared in morphological features and stratigraphically with other types of the genus on by one. The comprehensive analysis show that the Mamenchisaurus fauna of Jingyan appeared in the early Late Jurassic and is primitive in morphology. The results of the morphological identification and stratigraphical study agree with each other. Their evolutionary processes in different apoches of the Late Jurassic also made clear. Key words Jingyan, Sichuan, Mamenchisaurus Fauna, stratigraphy, evolution 展开更多
关键词 operators for cartographic generalization mathematical definition SELECTION SIMPLIFICATION STRESS
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A Fast Algorithm of Cartographic Sounding Selection 被引量:3
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作者 SUI Haigang HUA Li +1 位作者 ZHAO Haitao ZHANG Yongli 《Geo-Spatial Information Science》 2005年第4期262-268,共7页
An effective strategy and framework that adequately integrate the automated and manual processes for fast cartographic sounding selection is presented. The important submarine topographic features are extracted for im... An effective strategy and framework that adequately integrate the automated and manual processes for fast cartographic sounding selection is presented. The important submarine topographic features are extracted for important soundings selection, and an improved "influence circle" algorithm is introduced for sounding selection. For automatic configuration of soundings distribution pattern, a special algorithm considering multi factors is employed. A semi automatic method for solving the ambiguous conflicts is described. On the basis of the algorithms and strategies a system named HGIS for fast cartographic sounding selection is developed and applied in Chinese Marine Safety Administration Bureau (CMSAB). The application experiments show that the system is effective and reliable. At last some conclusions and the future work are given. 展开更多
关键词 cartographic sounding selection DEM TIN influence circle topology consistency
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Predicting upslope expansion of sub-alpine forest in the Makalu Barun National Park, Eastern Nepal, with a hybrid cartographic model 被引量:1
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作者 Parveen Kumar Chhetri 《Journal of Forestry Research》 SCIE CAS CSCD 2018年第1期129-137,共9页
The natural upper boundary of a forest(forest line) in mountain environments is an indicator of climate conditions. An increase in global average temperatures has resulted in an upward advance of the forest line. Th... The natural upper boundary of a forest(forest line) in mountain environments is an indicator of climate conditions. An increase in global average temperatures has resulted in an upward advance of the forest line. This advance may result in fragmentation of the alpine ecosystem and a loss of biodiversity. Therefore, it is important to identify potential areas where current forests can advance under scenarios of future climate change. I used expert knowledge and cartographic modeling to create a hybrid cartographic model considering five topographic variables to predict areas where forest line can expand in the future.The prediction accuracy of the model is around 82%. The model is able to predict areas above the current forest line that are suitable or unsuitable for future forest advance.Further inclusion of high-resolution satellite imagery and digital elevation models, as well as field-based information into the model can help to improve the model accuracy. 展开更多
关键词 Climate change Forest line Forest line advance Hybrid cartographic model Makalu Barun National Park
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GEODESY AND DIGITAL CARTOGRAPHIC SURVEY IN FILDES PENINSULA,REY JORGE ISLAND,ANTARCTICA 被引量:1
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作者 Rodrigo Barriga Juan Montero +2 位作者 Victor Villanueva Jürgen Klotz Michael Bevis 《Geo-Spatial Information Science》 2001年第2期25-31,共7页
The present paper summarizes a joint effort undertaken by the Instituto Geográfico Militar de Chile (IGM) and the Instituto Antártico Chileno (INACH) in order to obtain digital cartography of the Fildes Peni... The present paper summarizes a joint effort undertaken by the Instituto Geográfico Militar de Chile (IGM) and the Instituto Antártico Chileno (INACH) in order to obtain digital cartography of the Fildes Peninsula, Rey Jorge Island, Antarctica. This peninsula constitutes the prototype project area for the main IGM-INACH project No 153 “Cartographic Survey and Geographic Information System of the South Shetlands Islands” The Digital Cartography was implemented at the 1:5 000 scale, using geodetic GPS control points referenced to ITRF 92 and WGS 84 Data. The UTM Projection was used. All products were produced in compliance with the cartographic standards of the IGM. This cartography was designed in order to satisfy the requirements of a Geographic Information System developed by INACH. This geo-referenced database incorporates a variety of thematic information, enabling it to support scientific investigations, environmental and multi-disciplinary studies, and other applications. As a result of this project the Instituto Geográfico Militar de Chile produced a map at 1:5 000 scale in digital format, and also a 1:10 000 topographic map, in paper format, with two editions: first edition of two charts and a second edition with one chart covering the whole project area. Chile and other countries have a number of important permanent activities in this area. These maps are designed to support several and diverse geo-spatial studies related to these activities. 展开更多
关键词 digital cartography GPS cartographic process
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The International Cartographic Association National Atlas Commission Meeting Held in Beijing 被引量:1
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作者 Liao Ke 《Journal of Geographical Sciences》 SCIE CSCD 1990年第2期107-108,共2页
ICA National Atlas Commission held a commission meeting and symposium from August 8-12,1990 in Beijing.Among those present at the meeting were Dr.B.Rystedt(Sweden),Chairman of ICA,Dr.E.Ciekirska(Canada),Vice Chairman ... ICA National Atlas Commission held a commission meeting and symposium from August 8-12,1990 in Beijing.Among those present at the meeting were Dr.B.Rystedt(Sweden),Chairman of ICA,Dr.E.Ciekirska(Canada),Vice Chairman of ICA and members from U.S.A.,China,Spain,the Netherlands,Czechoslovakia,India as well as representatives from U.S.S.R.,Czechoslovakia,and Spain.40 Chinese cartographers attended the meeting.The major topics 展开更多
关键词 maps The International cartographic Association National Atlas Commission Meeting Held in Beijing
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Information Theory of Cartography:An Information-theoretic Framework for Cartographic Communication 被引量:11
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作者 Zhilin LI Peichao GAO Zhu XU 《Journal of Geodesy and Geoinformation Science》 2021年第1期1-16,共16页
Map is one of the communication means created by human being.Cartographers have been making efforts on the comparison of maps to natural languages so as to establish a"cartographic language"or"map langu... Map is one of the communication means created by human being.Cartographers have been making efforts on the comparison of maps to natural languages so as to establish a"cartographic language"or"map language".One of such efforts is to adopt the Shannon’s Information Theory originated in digital communication into cartography so as to establish an entropy-based cartographic communication theory.However,success has been very limited although research work had started as early as the mid-1960 s.It is then found that the bottleneck problem was the lack of appropriate measures for the spatial(configurational)information of(graphic and image)maps,as the classic Shannon entropy is only capable of characterizing statistical information but fails to capture the configurational information of(graphic and image)maps.Fortunately,after over 40-year development,some bottleneck problems have been solved.More precisely,generalized Shannon entropies for metric and thematic information of(graphic)maps have been developed and the first feasible solution for computing the Boltzmann entropy of image maps has been invented,which is capable of measuring the spatial information of not only numerical images but also categorical maps.With such progress,it is now feasible to build the"Information Theory of Cartography".In this paper,a framework for such a theory is proposed and some key issues are identified.For these issues,some have already been tackled while others still need efforts.As a result,a research agenda is set for future action.After all these issues are tackled,the theory will become matured so as to become a theoretic basis of cartography.It is expected that the Information Theory of Cartography will play an increasingly important role in the discipline of cartography because more and more researchers have advocated that information is more fundamental than matter and energy. 展开更多
关键词 Information Theory of Cartography cartographic communication spatial information of maps generalized Shannon Entropy Boltzmann entropy
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A COMPARATIVE STUDY ON THE CARTOGRAPHIC HISTORIES BETWEEN CHINA AND THE WEST
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作者 Lu Huancheng (Department of Geography, Siping Teachers’ College, Jilin 13600 People’s Republic of China) 《Journal of Geographical Sciences》 SCIE CSCD 1996年第2期89-96,共8页
Analysis of space shifting of geodetic center of China and the West,reveals that the China's geodetic center has been in coincidence with its political center. Furthermore the development of the maps in Europe was... Analysis of space shifting of geodetic center of China and the West,reveals that the China's geodetic center has been in coincidence with its political center. Furthermore the development of the maps in Europe was controlled by developmat of economy. Thereupon, maps in China and the West were developing in their own ways, and thus formed two different cartographic systems.Although China has a splendid cartogrphic history, it has not yet got many great breakthroughs. The reasons are as follows : 1. The theory of round earth has never occupied the ruling place, instead, the theory of flat earth took the dominant position. Thus the geodetic frameworks of China are not scientific. 2. Owing to the trammels of the theory that China is the whole earth, the Chinese geodetic workers have been limited in China's area. 3. Exchange between the East and the Weat is too late. The Chinese geodetic workers took a long time to accept the West geodetic technology. on the contrary, the West has absorbed the geodetic technology and results of China. 4. China's anciat gcodotic workers usually stopped after getting a little knowledge of a subject. They should have made great breakthroughs in geodetic area. Nevertheless, they failed. 展开更多
关键词 cartographic history theory of flat earth geodetic center
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State of Cartographic Services among the East African Community Member States
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作者 Sabina N. Baariu Galcano C. Mulaku David N. Siriba 《Journal of Geographic Information System》 2019年第1期56-65,共10页
The East African Community is a regional block that brings together Kenya, Uganda, Tanzania, Rwanda, Burundi and South Sudan into various forms of economic partnership, the eventual dream being to achieve political fe... The East African Community is a regional block that brings together Kenya, Uganda, Tanzania, Rwanda, Burundi and South Sudan into various forms of economic partnership, the eventual dream being to achieve political federation. The current activities within this community, plus the block’s further development, require the generation and sharing of much geo-information to support the attendant decision-making. Such geo-information can be best served through a harmonized cartographic service with common standards. Such a harmonized service is not only lacking, but even the status of the current national services is also largely unknown. This paper reports on a study undertaken to establish this status, as represented by twelve elements of a cartographic service that the authors are able to establish. Results of the study have shown that the present national services are characterized by inadequate basic datasets that remain largely analogue. In addition, there are non-uniform spatial reference systems, inadequate cartographic human resources and lack of common mapping standards;further, funding for mapping activities remains low in national budgets. Given that over 80% of decisions are influenced by geo-spatial data, these findings point to an urgent need to improve, harmonize and digitize these services as the way forward, if the East African Community is to remain globally competitive. 展开更多
关键词 cartographic SERVICES NATIONAL cartographic Service Geo-Information EAST AFRICAN COMMUNITY
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Applying Digital Image Processing to Evaluate a Extraction Method of Cartographic Features in Digital Images
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作者 Erivaldo Antonio da Silva Guilherme Pina Cardim 《Journal of Earth Science and Engineering》 2012年第4期241-246,共6页
A topic studied in cartography is to make the extraction of cartographic features that provide the update of cartographic maps more easily. For this reason many automatic routines were created with the intent to perfo... A topic studied in cartography is to make the extraction of cartographic features that provide the update of cartographic maps more easily. For this reason many automatic routines were created with the intent to perform the features extraction. Despite of all studies about this, some features cannot be found by the algorithm or it can extract some pixels unduly. So the current article aims to show the results with the software development that uses the original and reference image to calculate some statistics about the extraction process. Furthermore, the calculated statistics can be used to evaluate the extraction process. 展开更多
关键词 Remote sensing cartographic features extraction evaluate process digital image processing.
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A STUDY ON THE CARTOGRAPHIC FUZZY MATRIX MODEL AND MATHEMATICAL EXPRESSIONS OF CARTOGRAPHIC TERMS
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作者 ZHONG Yexun HU Yuju 《Geo-Spatial Information Science》 1998年第1期74-78,84,共6页
On the basis of the research of the cartographic modelsmade by the authors some years ago,this paper further studies theestablishment of cartographic fuzzy matrix to make the concepts incartography e.g.,selection,dele... On the basis of the research of the cartographic modelsmade by the authors some years ago,this paper further studies theestablishment of cartographic fuzzy matrix to make the concepts incartography e.g.,selection,deletion,mapping generalization andimage tranformation,into some precise mathematical expressions. 展开更多
关键词 cartographic medel cartographic FUZZY MATRIX MATHEMATICAL EXPRESSIONS
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一种改进Cartographer算法的建图方法研究
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作者 徐淑萍 杨定哲 +1 位作者 房嘉翔 刘智平 《激光杂志》 CAS 北大核心 2024年第10期86-93,共8页
对于传统激光雷达建图算法中存在的点云特征提取不完善、质量低,噪声影响导致的位姿数据偏差影响建图效果的问题,提出了一种基于改进Cartographer算法的激光建图方法。首先,在传感器信息融合部分,用自适应无损卡尔曼滤波(AUKF)的方法,... 对于传统激光雷达建图算法中存在的点云特征提取不完善、质量低,噪声影响导致的位姿数据偏差影响建图效果的问题,提出了一种基于改进Cartographer算法的激光建图方法。首先,在传感器信息融合部分,用自适应无损卡尔曼滤波(AUKF)的方法,对传感器数据进行预测更新,再对噪声进行自适应优化,来减小噪声对位姿数据造成的影响;其次,在处理激光雷达采集的点云数据时,改进体素滤波的效果,通过对点云赋权过滤的方法进行点云信息的二次筛选,以降低点云的冗余,提升点云质量;最后,在真实环境进行建图测试,比较改进后算法与传统算法的建图效果,在室外环境下改进算法比原算法绝对平移误差降低了25.8%,绝对旋转误差降低了28.9%。可明显看出改进算法数据误差更小,建图效果更加精确。 展开更多
关键词 Cartographer算法 传感器融合 自适应无损卡尔曼滤波 改进体素滤波
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Farm buildings and agri-food transitions in Southern France:Mapping dynamics using a stakeholder-based diagnosis
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作者 Orlane Rouquier Coline Perrin +1 位作者 Michaël Pouzenc Valérie Olivier-Salvagnac 《Geography and Sustainability》 CSCD 2024年第1期108-120,共13页
This study's goal is to present a dynamic portrait of the farm-buildings environment in Occitania,in Southern France,in order to better identify the transitions underway in agri-food chains.To this end,we undertoo... This study's goal is to present a dynamic portrait of the farm-buildings environment in Occitania,in Southern France,in order to better identify the transitions underway in agri-food chains.To this end,we undertook a ter-ritorial diagnosis based on actor statements,using 28 semi-structured interviews across Occitania.This diagnosis was enriched by graphic modelling,which enabled the spatialization of the dynamics described.We show that the process of standardisation of farm buildings prevails in the majority of the territories studied.This phenomenon has intensified in recent years with the development of vast photovoltaic-roofed sheds,accentuating the farm-land conversion and soil sealing.At the same time,in areas with strong environmental,landscape and heritage contexts,a'new adventure in farm buildings'(2022 survey)is taking shape.It is primarily driven by local short food chains,which rely on self-construction,repurposing and refurbishment,the sharing of tools and equipment,and which favour the use and reuse of local resources.This study shows that farm-buildings dynamics crystallise many challenges confronting the reterritorialisation of agriculture and food production. 展开更多
关键词 Farm buildings TRANSITION Local food systems Occitania cartographic modelling
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移动机器人2D激光SLAM算法仿真与实现
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作者 马志艳 邵长松 《湖北工业大学学报》 2024年第2期5-9,共5页
随着无人驾驶技术的迅速发展,同步定位与建图技术因其精度高、稳定性好的优点备受人们关注。基于激光雷达传感器,选择主流的Gmapping和Cartographer算法,搭建实验环境,对两种算法进行对比仿真与实验建图,并对两种算法的建图效果进行深... 随着无人驾驶技术的迅速发展,同步定位与建图技术因其精度高、稳定性好的优点备受人们关注。基于激光雷达传感器,选择主流的Gmapping和Cartographer算法,搭建实验环境,对两种算法进行对比仿真与实验建图,并对两种算法的建图效果进行深度的分析。基于滤波器的Gmapping算法计算量小,依赖于里程计信息,适用于小尺度、低特征环境中;基于图优化的Cartographer算法累计误差低,精度高,适用于精度和稳定性要求较高的场合。 展开更多
关键词 移动机器人 2D激光同步定位与建图 Gmapping算法 Cartographer算法 仿真
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基于差分轮移动机器人的SLAM算法对比研究
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作者 李正杰 孙明革 《科学技术创新》 2024年第17期90-93,共4页
在自动驾驶和机器人产业蓬勃发展的背景下,对汽车和机器人环境进行高精度建图的重要性日益凸显。差分轮移动机器人以其较高的灵活性和较低的成本被广泛采用。差分轮移动机器人的核心技术——SLAM(即时定位与地图构建)算法,已经成为一个... 在自动驾驶和机器人产业蓬勃发展的背景下,对汽车和机器人环境进行高精度建图的重要性日益凸显。差分轮移动机器人以其较高的灵活性和较低的成本被广泛采用。差分轮移动机器人的核心技术——SLAM(即时定位与地图构建)算法,已经成为一个热门的研究课题。对差分轮移动机器人进行了基于Gmapping SLAM与Cartographer SLAM的建图质量研究。通过ROS中的Gazebo平台构建仿真室内场景,评估了两种算法在不同场景下表现差异。 展开更多
关键词 差分轮移动机器人 SLAM Cartographer Gmapping ROS
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Selected issues of cartographic communication optimization for emergency centers 被引量:1
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作者 Karel Staněk Lucie Friedmannová +1 位作者 Petr Kubıcek Milan Konecný 《International Journal of Digital Earth》 SCIE 2010年第4期316-339,共24页
Cartographic communication and support within emergency management(EM)are complicated issues with changing demands according to the incident extent and phase of the EM cycle.Keeping in mind the specifics of each purpo... Cartographic communication and support within emergency management(EM)are complicated issues with changing demands according to the incident extent and phase of the EM cycle.Keeping in mind the specifics of each purpose,it is obvious that spatial data used for maps preparation and production must be differently visualized even for the same type of emergency incident(traffic accident,fire,and natural disaster).Context-based cartography is a promising methodology to deal with the changing demands of an operational EM center.An overview of cartographic communication is presented within the context of an operational EM center,activities of particular actors,and map use supporting the incident elimination.The authors of the paper respond to a series of questions,for example:what is the current cartographic support of operational EM in the Czech Republic in Digital Earth conditions?What possibilities are there to improve the cartographic communication?How can contextual cartographic services be implemented in a Web environment and how can the usability of results be tested?The paper gives several examples of the usage of cartographic technologies in map creation for various emergency situations. 展开更多
关键词 map use cartographic communication context-based cartography Digital Earth operational emergency management
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回环修正语义并结合三角定位的重定位算法
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作者 邹汉城 蒋林 +3 位作者 罗文龙 蔡宾 陈斌 向贤宝 《中国仪器仪表》 2024年第5期75-80,共6页
针对栅格地图的回环检测导致语义物体的映射产生偏移,Cartographer匹配定位算法在单一环境下定位速度慢甚至定位错误的问题,本文提出基于回环检测修正语义物体位置并结合三角定位的重定位算法。通过YOLOV5物体识别并结合Cartographer构... 针对栅格地图的回环检测导致语义物体的映射产生偏移,Cartographer匹配定位算法在单一环境下定位速度慢甚至定位错误的问题,本文提出基于回环检测修正语义物体位置并结合三角定位的重定位算法。通过YOLOV5物体识别并结合Cartographer构建语义地图,基于回环检测修正语义地图中语义物体位置,基于语义地图结合三角定位对机器人预定位,基于预定位位姿进行Cartographer精定位。最后通过多组真实环境下的实验证明了该算法在大场景下定位速率相较于原始Cartographer重定位算法提升76.23%,并提升鲁棒性。 展开更多
关键词 语义地图 三角定位 重定位 Cartographer YOLOV5
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基于ROS的移动机器人激光SLAM算法研究
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作者 袁绍斌 段金英 《无线互联科技》 2024年第3期78-80,共3页
在我国科学技术迅速发展的今天,移动机器人的智能程度在不断提升。同步定位与建图(Simultaneous Localization and Mapping,SLAM)算法是移动机器人自主导航实现的前提与关键。文章在ROS系统基础上分析了基于滤波器与基于图优化方法的SLA... 在我国科学技术迅速发展的今天,移动机器人的智能程度在不断提升。同步定位与建图(Simultaneous Localization and Mapping,SLAM)算法是移动机器人自主导航实现的前提与关键。文章在ROS系统基础上分析了基于滤波器与基于图优化方法的SLAM算法原理,利用基于Jetson Nano硬件平台的移动机器人进行SLAM算法建图。文章针对建图中产生的地图错位漂移等问题进行研究讨论,分析得出Cartographer算法可在室内复杂环境下构建出误差低、精度高的2D栅格地图,验证了该算法在室内环境较其他算法的优异性,为移动机器人在室内SLAM建图提供更可靠的解决方案。 展开更多
关键词 ROS SLAM 移动机器人 Cartographer算法
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基于Cartographer的智能探测机器人
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作者 杨建海 郭威 +2 位作者 张叶希 刘师岐 储茂祥 《电子产品世界》 2024年第4期45-48,共4页
设计了一种基于Cartographer的智能探测机器人系统。该系统采用一块NVIDIA Jetson Nano作为主控制器,能够执行SLAM算法以及控制机器人的各项功能。其主要硬件包括激光雷达、相机、惯性测量单元、二氧化碳传感器及烟雾探测器等,用于实时... 设计了一种基于Cartographer的智能探测机器人系统。该系统采用一块NVIDIA Jetson Nano作为主控制器,能够执行SLAM算法以及控制机器人的各项功能。其主要硬件包括激光雷达、相机、惯性测量单元、二氧化碳传感器及烟雾探测器等,用于实时测距、地图构建、姿态估计以及视觉感知。另外还介绍了SLAM和视觉感知算法的优化和实现过程。通过这些优化,系统能够在复杂环境中实现准确的导航,其在实验测试中表现良好,为智能探测机器人领域的发展提供了一种有效的设计方案。 展开更多
关键词 Cartographer 智能探测机器人 SLAM算法 激光雷达
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基于多分辨率地图位姿跳变优化的改进Cartographer算法
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作者 陈斌斌 盛志超 +2 位作者 叶林 杨强强 方勇 《计量与测试技术》 2024年第2期41-44,共4页
针对Cartographer算法在局部扫描匹配中,存在匹配精度低、位姿跳变影响回环检测的问题,提出一种基于多分辨率地图位姿跳变优化的改进Cartographer算法。首先,在局部优化中,建立多分辨率栅格地图,提高初始位姿的估计精度;然后,在回环检... 针对Cartographer算法在局部扫描匹配中,存在匹配精度低、位姿跳变影响回环检测的问题,提出一种基于多分辨率地图位姿跳变优化的改进Cartographer算法。首先,在局部优化中,建立多分辨率栅格地图,提高初始位姿的估计精度;然后,在回环检测和全局优化之间,建立位姿跳变检测机制,通过减少突变节点数量,提高回环检测的可靠性;最后,通过数据集中,对改进算法进行验证。结果表明:该算法能有效提高定位精度和建图效果。 展开更多
关键词 同步定位与地图构建 Cartographer算法 点云匹配 回环检测
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