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Multi-source information fused generative adversarial network model and data assimilation based history matching for reservoir with complex geologies 被引量:7
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作者 Kai Zhang Hai-Qun Yu +7 位作者 Xiao-Peng Ma Jin-Ding Zhang Jian Wang Chuan-Jin Yao Yong-Fei Yang Hai Sun Jun Yao Jian Wang 《Petroleum Science》 SCIE CAS CSCD 2022年第2期707-719,共13页
For reservoirs with complex non-Gaussian geological characteristics,such as carbonate reservoirs or reservoirs with sedimentary facies distribution,it is difficult to implement history matching directly,especially for... For reservoirs with complex non-Gaussian geological characteristics,such as carbonate reservoirs or reservoirs with sedimentary facies distribution,it is difficult to implement history matching directly,especially for the ensemble-based data assimilation methods.In this paper,we propose a multi-source information fused generative adversarial network(MSIGAN)model,which is used for parameterization of the complex geologies.In MSIGAN,various information such as facies distribution,microseismic,and inter-well connectivity,can be integrated to learn the geological features.And two major generative models in deep learning,variational autoencoder(VAE)and generative adversarial network(GAN)are combined in our model.Then the proposed MSIGAN model is integrated into the ensemble smoother with multiple data assimilation(ESMDA)method to conduct history matching.We tested the proposed method on two reservoir models with fluvial facies.The experimental results show that the proposed MSIGAN model can effectively learn the complex geological features,which can promote the accuracy of history matching. 展开更多
关键词 multi-source information Automatic history matching Deep learning data assimilation Generative model
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Application and research of global grid database design based on geographic information 被引量:6
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作者 Xuming Liang 《Global Energy Interconnection》 2018年第1期87-95,共9页
Energy crisis and climate change have become two seriously concerned issues universally. As a feasible solution, Global Energy Interconnection(GEI) has been highly praised and positively responded by the international... Energy crisis and climate change have become two seriously concerned issues universally. As a feasible solution, Global Energy Interconnection(GEI) has been highly praised and positively responded by the international community once proposed by China. From strategic conception to implementation, GEI development has entered a new phase of joint action now. Gathering and building a global grid database is a prerequisite for conducting research on GEI. Based on the requirement of global grid data management and application, combining with big data and geographic information technology, this paper studies the global grid data acquisition and analysis process, sorts out and designs the global grid database structure supporting GEI research, and builds a global grid database system. 展开更多
关键词 Big data collection geographic information Grid database data mining
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Completeness of citizen science biodiversity data from a volunteered geographic information perspective
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作者 Clemens Jacobs Alexander Zipf 《Geo-Spatial Information Science》 SCIE EI CSCD 2017年第1期3-13,共11页
Observations of living organisms by citizen scientists that are reported to online portals are a valuable source of information.They are also a special kind of volunteered geographic information(VGI).VGI data have iss... Observations of living organisms by citizen scientists that are reported to online portals are a valuable source of information.They are also a special kind of volunteered geographic information(VGI).VGI data have issues of completeness,which arise from biases caused by the opportunistic nature of the data collection process.We examined the completeness of bird species represented in citizen science observation data from eBird and iNaturalist in US National Parks(NPs).We used approaches for completeness estimation which were developed for data from OpenStreetMap,a crowdsourced map of the world.First,we used an extrinsic approach,comparing species lists from citizen science data with National Park Service lists.Second,we examined two intrinsic approaches using total observation numbers in NPs and the development of the number of new species being added to the data-set over time.Results from the extrinsic approach provided appropriate completeness estimations to evaluate the intrinsic approaches.We found that total observation numbers are a good estimator of species completeness of citizen science data from US NPs.There is also a close relationship between species completeness and the ratio of new species added to observation data vs.observation numbers in a given year. 展开更多
关键词 Citizen science Volunteered geographic information(VGI) data quality COMPLETENESS
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Quality assessment of volunteered geographic information for outdoor activities:an analysis of OpenStreetMap data for names of peaks in Japan
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作者 Jun Yamashita Toshikazu Seto +1 位作者 Nobusuke Iwasaki Yuichiro Nishimura 《Geo-Spatial Information Science》 SCIE EI CSCD 2023年第3期333-345,共13页
Geographical studies of outdoor activities have increased in recent years with the rise in popularity of these activities worldwide,including in Japan.Volunteered geographic information(VGI)is a key tool for organizin... Geographical studies of outdoor activities have increased in recent years with the rise in popularity of these activities worldwide,including in Japan.Volunteered geographic information(VGI)is a key tool for organizing outdoor activities as it offers a means to determine the locational information and names of places.To evaluate the quality of VGI,geospatial data generated by land survey agencies and other VGI are often utilized as reference data.However,since these reference data may not be available,other methods are necessary to assure the quality of VGI.In this study,we examined five trust indicators based on the inherent characteristics of VGI through an empirical case study.We used mountain names extracted from OpenStreetMap in Japan as data because there were almost no other VGI in the vicinity.As a result,we isolated three trust indicators,namely versions,users,and tag corrections,to examine the thematic accuracy of VGI because these were the only statistically significant indicators.However,we found that the prediction rate of thematic accuracy was very low.To improve thematic accuracy,this study recommends using the most accurate versions,applying correctly given tags,and considering the motivations and characteristics of the VGI contributors. 展开更多
关键词 Outdoor activities volunteered geographic information(VGI) OpenStreetMap(OSM) data quality assessment trust integrated usage
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Analysis of Mining Surveying and Mapping Geographic Information Service in the Period of Big Data
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作者 LI Weihong 《外文科技期刊数据库(文摘版)工程技术》 2021年第2期082-086,共5页
In order to cater to the period of the era of big data development, China's surveying and mapping industry should accurately base on the frontier development trends of big data technology, use scientific and reaso... In order to cater to the period of the era of big data development, China's surveying and mapping industry should accurately base on the frontier development trends of big data technology, use scientific and reasonable surveying and mapping technical means, and achieve high quality surveying and mapping process. Among them, for the mine surveying and mapping work, it can take the initiative to combine the surveying and mapping geographic information service to realize the surveying and mapping analysis of the mine data and relevant data, and provide good decision-making data for the mine surveying and mapping work. In view of this, this paper mainly based on the development background of the period of big data, mining surveying and mapping geographic information service issues are studied and analyzed for reference. 展开更多
关键词 big data mine surveying and mapping geographic information service ANALYSIS
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Basic theory and key technologies for marine geographic information system 被引量:8
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作者 SU Fenzhen YANG Xiaomei +2 位作者 XU Jun ZHANG Tianyu LUO Jiancheng 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2006年第2期80-86,共7页
Marine geographic information system (MGIS) has great ability to deal with the spatio-temporal problems and has potential superiority when it is applied to oceanography. Using the feature extraction of oceanic pheno... Marine geographic information system (MGIS) has great ability to deal with the spatio-temporal problems and has potential superiority when it is applied to oceanography. Using the feature extraction of oceanic phenomena as a case study, the functions of the MGIS are analyzed, and thus the position of MGIS in the oceanography is defined. Comparing the requirement of MGIS with that of the traditional GIS which has been developed in the terrestrial applications in the past four decades, the frame for the functions of MGIS is constructed. According to the established MGIS, some key technologies are discussed in detail with emphasis on the specialities which can distinguish the MGIS from the traditional GIS. 展开更多
关键词 marine geographic information system remote sensing function structure data mining
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The Geographic Information Grid System Based on Mobile Agent
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作者 SHEN Zhi-dong TONG Qiang +1 位作者 HUANG Xian-feng WANG Hua-min 《Wuhan University Journal of Natural Sciences》 EI CAS 2006年第1期304-308,共5页
We analyze the deficiencies of current application systems, and discuss the key requirements of distributed Geographie Information serviee (GIS), We construct the distributed GIS on grid platform. Considering the fl... We analyze the deficiencies of current application systems, and discuss the key requirements of distributed Geographie Information serviee (GIS), We construct the distributed GIS on grid platform. Considering the flexibility and efficiency, we integrate the mobile agent technology into the system. We propose a new prototype system, the Geographic Information Grid System (GIGS) based on mobile agent. This system has flexible services and high performance, and improves the sharing of distributed resources. The service strategy of the system and the examples are also presented. 展开更多
关键词 GRID geographic information system (GIS) spatial data mobile agent
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Water Runoff Estimation Using Geographical Information System (GIS) for Alrakhmah Basin Valley Northeast of Iraq
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作者 Abdulrazaq K. Abdulwahd Mohammed Ch. Liejy +1 位作者 Mohanad A. Sulaiman Nadhir Al-Ansari 《Engineering(科研)》 2020年第6期315-324,共10页
The lack of water resources in many regions is the main challenge for the human being and to extended investigations. Water resources controlling and management is essential in the areas depending on the seasonal rain... The lack of water resources in many regions is the main challenge for the human being and to extended investigations. Water resources controlling and management is essential in the areas depending on the seasonal rainfall. This research aims to estimate the surface water runoff for Basin of Alrakhmah Valley located in the southwestern part of Kirkuk Province in northeastern of Iraq. Analyzing of Spatial data and Digital Elevation Model (DEM) data has been conducted using Geographic Information System (GIS) to estimate the hydrological properties for the watershed valley with 158.5 km<sup>2</sup> surface area. The results showed that watershed valley type is from the fifth rank with a longitudinal shape and topography percentage of 0.568. The watershed textures found to be 3.24 and the drain density 1.5 at 3.49 river branching. Finally, the annual estimated surface water retreat according to the morpho-hydro climatic elements found to be 0.01286233 milliard cubic meter. 展开更多
关键词 geographic information Systems (GIS) Digital Elevation Model (DEM) Spatial data WATERSHED
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Land Cover Classification with Multi-source Data Using Evidential Reasoning Approach 被引量:3
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作者 LI Huapeng ZHANG Shuqing +1 位作者 SUN Yan GAO Jing 《Chinese Geographical Science》 SCIE CSCD 2011年第3期312-321,共10页
Land cover classification is the core of converting satellite imagery to available geographic data.However,spectral signatures do not always provide enough information in classification decisions.Thus,the application ... Land cover classification is the core of converting satellite imagery to available geographic data.However,spectral signatures do not always provide enough information in classification decisions.Thus,the application of multi-source data becomes necessary.This paper presents an evidential reasoning (ER) approach to incorporate Landsat TM imagery,altitude and slope data.Results show that multi-source data contribute to the classification accuracy achieved by the ER method,whereas play a negative role to that derived by maximum likelihood classifier (MLC).In comparison to the results derived based on TM imagery alone,the overall accuracy rate of the ER method increases by 7.66% and that of the MLC method decreases by 8.35% when all data sources (TM plus altitude and slope) are accessible.The ER method is regarded as a better approach for multi-source image classification.In addition,the method produces not only an accurate classification result,but also the uncertainty which presents the inherent difficulty in classification decisions.The uncertainty associated to the ER classification image is evaluated and proved to be useful for improved classification accuracy. 展开更多
关键词 evidential reasoning Dempster-Shafer theory of evidence multi-source data geographic ancillary data land cover classification classification uncertainty
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Disciplinary structure and development strategy of information geography in China 被引量:2
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作者 LI Xin YUAN Linwang +3 位作者 PEI Tao HUANG Xin LIU Guang ZHENG Donghai 《Journal of Geographical Sciences》 SCIE CSCD 2022年第9期1670-1682,共13页
The advent of the information era has resulted in exceptional advances in geographic science.The domain of geographic science has expanded from traditional physical and human geography to physical,human,and informatio... The advent of the information era has resulted in exceptional advances in geographic science.The domain of geographic science has expanded from traditional physical and human geography to physical,human,and information geography,resulting in the emergence of the field of information geography.Three subdisciplines have gradually formed,i.e.,geographic remote sensing science,geographic information science,and geographic data science.With a view towards preparing a description of the disciplinary structure of geographic science for the“Development Strategy of Discipline and Frontier Research in China(2021-2035)”,this article summarizes the history,definition,and disciplinary structure of information geography.The strategic layout of the discipline,along with the goals and key directions of priority development fields,are also highlighted.The insights into this new discipline provided in this paper will promote the development and application of remote sensing and geographic information within the framework of geographic science,advancing the synthesis of geographic research and the integrated development of geographic science. 展开更多
关键词 information geography geographic remote sensing science geographic information science geographic data science disciplinary structure
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Design and Key Technology of Gardening Information Management System Based on Data Center
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作者 Xi-Guang Wang Wei-Hua Lin Wen Zeng 《Journal of Geographic Information System》 2010年第2期100-105,共6页
To provide scientific management basis for the garden planning, project construction, maintenance, social service, this paper prompted that the urban gardening administration sectors need to construct gardening inform... To provide scientific management basis for the garden planning, project construction, maintenance, social service, this paper prompted that the urban gardening administration sectors need to construct gardening information management system. On the basis of fully requirements analysis of gardening sectors, this paper discussed the key technology for system construction. It also proposed to flexibly and smartly build up the system by using the secondary development design environment and running environment based on data center integration development platform. This system greatly helps the daily management and plays very important role in improving urban ecological environment and investment environment. 展开更多
关键词 geographic information System (GIS) data CENTER Integrated Development PLATFORM GARDENING WORKFLOW
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Rural Habitation Multistage Nature Boundary Extraction Based on Geographic Name Database
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作者 Binbin Hu Hong Wang Wei Zhang 《Journal of Geoscience and Environment Protection》 2016年第7期37-43,共7页
In order to extract the boundary of rural habitation, based on geographic name data and basic geographic information data, an extraction method that use polygon aggregation is raised, it can extract the boundary of th... In order to extract the boundary of rural habitation, based on geographic name data and basic geographic information data, an extraction method that use polygon aggregation is raised, it can extract the boundary of three levels of rural habitation consists of town, administrative village and nature village. The method first extracts the boundary of nature village by aggregating the resident polygon, then extracts the boundary of administrative village by aggregating the boundary of nature village, and last extracts the boundary of town by aggregating the boundary of administrative village. The related methods of extracting the boundary of those three levels rural habitation has been given in detail during the experiment with basic geographic information data and geographic name data. Experimental results show the method can be a reference for boundary extraction of rural habitation. 展开更多
关键词 Rural Habitation geographic Name data Basic geographic information data Boundary Extraction Polygon Aggregation
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3D Spatial Information Intended for SDI: A Literature Review, Problem and Evaluation
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作者 Mehrdad Jafari Salim 《Journal of Geographic Information System》 2017年第5期535-545,共11页
In this paper, first we are going to discuss briefly the importance of 3D information, and its application because of the Increasing demand for detailed information about real world objects and phenomena including alt... In this paper, first we are going to discuss briefly the importance of 3D information, and its application because of the Increasing demand for detailed information about real world objects and phenomena including altimetry and planimetry data (X, Y, Z), then we will explain in short the available methods for 3D measurement. It’s important to note that the Information collection by itself cannot define and sufficiently provide all the necessary actions to be taken in order to get them accessible and useful for users. The data management and establishment of a proper and reliable DBMS and finally a GIS system at the same time are vital crucial in the course of 3D application that will be discussed throughout the paper. The existing drawbacks and elements needed to be considered for the cartographic presentation are the key issues in three-dimensional world visualization. The elaboration on the 3D information and its knowledge transfer to the users in a SDI framework as well as the requirement recognition of beneficiary organizations will be the next step in this paper and the most probable problems will be studied in this stage. At the final stage, we’ll come up with conclusion, warnings and recommendation. 展开更多
关键词 3D geographic information System Spatial data INFRASTRUCTURE Digital ELEVATION Model VISUALIZATION
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Authoritative and Unbiased Responses to Geographic Queries
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作者 Mahalingam Ramkumar Naresh Adhikari 《Journal of Information Security》 2022年第3期101-126,共26页
A protocol for processing geographic data is proposed to guarantee authoritative and unbiased responses to geographic queries, without the need to rely on trusted third parties. The integrity of the proposed authorita... A protocol for processing geographic data is proposed to guarantee authoritative and unbiased responses to geographic queries, without the need to rely on trusted third parties. The integrity of the proposed authoritative and unbiased geographic services (AUGS) protocol is guaranteed by employing novel hash tree based authenticated data structures (ADS) in conjunction with a blockchain ledger. Hash tree based ADSes are used to incrementally compute a succinct dynamic commitments to AUGS data. A blockchain ledger is used to record 1) transactions that trigger updates to AUGS data, and 2) the updated cryptographic commitments to AUGS data. Untrusted service providers are required to provide verification objects (VOs) as proof-of-correctness of their responses to AUGS queries. Anyone with access to commitments in ledger entries can verify the proof. 展开更多
关键词 Authenticated data Structures Blockchain Ledger geographic information Systems
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Multi-scale intelligent fusion and dynamic validation for high-resolution seismic data processing in drilling
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作者 YUAN Sanyi XU Yanwu +2 位作者 XIE Renjun CHEN Shuai YUAN Junliang 《Petroleum Exploration and Development》 2025年第3期680-691,共12页
During drilling operations,the low resolution of seismic data often limits the accurate characterization of small-scale geological bodies near the borehole and ahead of the drill bit.This study investigates high-resol... During drilling operations,the low resolution of seismic data often limits the accurate characterization of small-scale geological bodies near the borehole and ahead of the drill bit.This study investigates high-resolution seismic data processing technologies and methods tailored for drilling scenarios.The high-resolution processing of seismic data is divided into three stages:pre-drilling processing,post-drilling correction,and while-drilling updating.By integrating seismic data from different stages,spatial ranges,and frequencies,together with information from drilled wells and while-drilling data,and applying artificial intelligence modeling techniques,a progressive high-resolution processing technology of seismic data based on multi-source information fusion is developed,which performs simple and efficient seismic information updates during drilling.Case studies show that,with the gradual integration of multi-source information,the resolution and accuracy of seismic data are significantly improved,and thin-bed weak reflections are more clearly imaged.The updated seismic information while-drilling demonstrates high value in predicting geological bodies ahead of the drill bit.Validation using logging,mud logging,and drilling engineering data ensures the fidelity of the processing results of high-resolution seismic data.This provides clearer and more accurate stratigraphic information for drilling operations,enhancing both drilling safety and efficiency. 展开更多
关键词 high-resolution seismic data processing while-drilling update while-drilling logging multi-source information fusion thin-bed weak reflection artificial intelligence modeling
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开放地理信息数据的应用与实践
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作者 赵娟 《科技风》 2026年第6期167-169,共3页
本文介绍了国内基础地理信息建设现状,分析了开放数据资源存在的优势与不足,针对我国基础地理信息数据建设现状,提出了一套应用开放数据资源的基本工艺流程,分别从数据选取、格式转换、数据修改完善、地名译名、质量检查等环节进行了工... 本文介绍了国内基础地理信息建设现状,分析了开放数据资源存在的优势与不足,针对我国基础地理信息数据建设现状,提出了一套应用开放数据资源的基本工艺流程,分别从数据选取、格式转换、数据修改完善、地名译名、质量检查等环节进行了工艺介绍。结合相关的数据应用案例,对开放共享地理信息数据的应用前景进行了展望,为开放地理信息数据资源的有效利用提供了借鉴和参考。 展开更多
关键词 开放 共享 基础地理信息 数据
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基于GeoDatabase和ArcSDE的湿地GIS数据库技术研究与应用实例 被引量:21
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作者 孟华 李晓东 +2 位作者 韩敏 邢军 丁蕾 《计算机应用研究》 CSCD 北大核心 2005年第10期184-187,共4页
以松嫩湿地为背景,介绍了GeoDatabase结合ArcSDE技术建立G IS数据库的方法,详细阐述了如何实现属性数据和空间数据一体化存储的理论细节,在此基础上提出了两者的改进连接方案;同时将该方法与传统的G IS数据存储方式相比较来说明其先进... 以松嫩湿地为背景,介绍了GeoDatabase结合ArcSDE技术建立G IS数据库的方法,详细阐述了如何实现属性数据和空间数据一体化存储的理论细节,在此基础上提出了两者的改进连接方案;同时将该方法与传统的G IS数据存储方式相比较来说明其先进性。进而通过实例证明了此数据库技术在应用系统开发中的实用性。 展开更多
关键词 GIS 空间数据 属性数据 GEOdataBASE ARCSDE
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政府信息公开对地理信息资源开发利用的影响——基于NYC open data计划的案例研究 被引量:2
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作者 崔洪铭 白文琳 《图书情报知识》 CSSCI 北大核心 2014年第3期35-40,共6页
公开政府数据已经成为政府信息公开的新趋势,而随着各国政府数据公开计划的推进与实施,相关信息资源的深度利用越发受到关注,由此所催生的相关产业的发展前景也被普遍看好。本文以纽约市政府数据公开计划为例,利用案例研究的方法,探究... 公开政府数据已经成为政府信息公开的新趋势,而随着各国政府数据公开计划的推进与实施,相关信息资源的深度利用越发受到关注,由此所催生的相关产业的发展前景也被普遍看好。本文以纽约市政府数据公开计划为例,利用案例研究的方法,探究政府信息公开对于地理信息资源开发利用的影响。研究结果表明:随着政府所掌握的地理信息资源的公开,地理信息资源产品将向着功能多样、有效程度高的方向发展,用户将获得更好的使用体验,进而推动地理信息资源产业的发展;同时,政府信息公开所带来的地理信息资源开发利用的深化,将加快智慧城市的建设步伐。 展开更多
关键词 政府信息公开 纽约市数据公开 地理信息资源应用 地理信息资源产业 智慧城市
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Enhancing decision-making through geographic information visualization: Integrating 3D modeling and virtual reality for intuitive spatial data representation
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作者 Han Cao Peiqi Chen 《Advances in Engineering Innovation》 2024年第7期36-40,共5页
The advancement of Geographic Information Systems(GIS)has brought a wide range of decision-making tools to almost all sectors.However,traditional 2D GIS systems often lack the depth and interconnections that are cruci... The advancement of Geographic Information Systems(GIS)has brought a wide range of decision-making tools to almost all sectors.However,traditional 2D GIS systems often lack the depth and interconnections that are crucial to deep thinking in many applications of GIS,such as urban planning,environmental monitoring and disaster management.This paper describes the use of 3D modelling and Virtual Reality(VR)in GIS platforms as a means of enhancing the full comprehension of complex data.The ability to visualise cities,ecosystems or disaster-prone areas in 3D makes spatial data more intuitive and interactive.VR takes this one step further by allowing stakeholders to move around the virtual environment and interact with data in real time,improving their level of preparedness when making decisions.We discuss the practical applications of these technologies in the fields of urban planning,environmental conservation and disaster management.We also highlight some of the technical challenges involved in building a 3D GIS or VR,such as data processing and user interface design.The paper concludes with some future trends and possible developments in 3D GIS and VR. 展开更多
关键词 geographic information Systems(GIS) 3D modeling Virtual Reality(VR) spatial data visualization urban planning
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基于大语言模型的遥感信息产品智能分析系统
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作者 廖远鸿 林鸣 白玉琪 《自然资源遥感》 北大核心 2026年第1期10-18,共9页
随着遥感科学技术的迅速发展,遥感信息产品数据呈现出海量化与多样化的特征。现有平台虽具备基础数据服务和信息处理能力,但在自动化知识提取和专业化问答服务方面仍存在局限,难以智能解析用户需求并动态生成适应性的分析流程。针对这... 随着遥感科学技术的迅速发展,遥感信息产品数据呈现出海量化与多样化的特征。现有平台虽具备基础数据服务和信息处理能力,但在自动化知识提取和专业化问答服务方面仍存在局限,难以智能解析用户需求并动态生成适应性的分析流程。针对这一问题,该文提出并构建了一个基于大语言模型的遥感信息智能分析框架,并以地表覆盖制图为实验场景进行验证。该框架运用自然语言解析和提示工程技术,自动完成时空映射、核心变量构建和指标生成,并调用开放数据立方体进行高效的数据管理与计算。实验结果表明,该系统在综合遥感数据分析能力上超越了单纯依赖生成式预训练变换器(generative pre-trained Transformer,GPT)生成的结果,显著提升了知识服务的准确性和专业性,有望推动遥感信息产品的智能知识服务发展。 展开更多
关键词 地理信息知识服务 遥感信息产品 大语言模型 开放数据立方体
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