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Multi-source Data-driven Identification of Urban Functional Areas:A Case of Shenyang,China 被引量:4
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作者 XUE Bing XIAO Xiao +2 位作者 LI Jingzhong ZHAO Bingyu FU Bo 《Chinese Geographical Science》 SCIE CSCD 2023年第1期21-35,共15页
Urban functional area(UFA)is a core scientific issue affecting urban sustainability.The current knowledge gap is mainly reflected in the lack of multi-scale quantitative interpretation methods from the perspective of ... Urban functional area(UFA)is a core scientific issue affecting urban sustainability.The current knowledge gap is mainly reflected in the lack of multi-scale quantitative interpretation methods from the perspective of human-land interaction.In this paper,based on multi-source big data include 250 m×250 m resolution cell phone data,1.81×105 Points of Interest(POI)data and administrative boundary data,we built a UFA identification method and demonstrated empirically in Shenyang City,China.We argue that the method we built can effectively identify multi-scale multi-type UFAs based on human activity and further reveal the spatial correlation between urban facilities and human activity.The empirical study suggests that the employment functional zones in Shenyang City are more concentrated in central cities than other single functional zones.There are more mix functional areas in the central city areas,while the planned industrial new cities need to develop comprehensive functions in Shenyang.UFAs have scale effects and human-land interaction patterns.We suggest that city decision makers should apply multi-sources big data to measure urban functional service in a more refined manner from a supply-demand perspective. 展开更多
关键词 human-land relationship multi-source big data urban functional area identification method Shenyang City
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Numerical Simulation of Dam-Break Flows Using Radial Basis Functions: Application to Urban Flood Inundation
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作者 Abdoulhafar Halassi Bacar Said Charriffaini Rawhoudine 《American Journal of Computational Mathematics》 2024年第3期318-332,共15页
Dam-break flows pose significant threats to urban areas due to their potential for causing rapid and extensive flooding. Traditional numerical methods for simulating these events struggle with complex urban landscapes... Dam-break flows pose significant threats to urban areas due to their potential for causing rapid and extensive flooding. Traditional numerical methods for simulating these events struggle with complex urban landscapes. This paper presents an alternative approach using Radial Basis Functions to simulate dam-break flows and their impact on urban flood inundation. The proposed method adapts a new strategy based on Particle Swarm Optimization for variable shape parameter selection on meshfree formulation to enhance the numerical stability and convergence of the simulation. The method’s accuracy and efficiency are demonstrated through numerical experiments, including well-known partial and circular dam-break problems and an idealized city with a single building, highlighting its potential as a valuable tool for urban flood risk management. 展开更多
关键词 Dam-Break Flows Numerical Simulation Shallow Water Equations Radial Basis functions urban Flood Inundation
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Recognizing mixed urban functions from human activities using representation learning methods 被引量:3
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作者 Junjie Hu Yong Gao +1 位作者 Xuechen Wang Yu Liu 《International Journal of Digital Earth》 SCIE EI 2023年第1期289-307,共19页
When various urban functions are integrated into one location,they form a mixture of functions.The emerging big data promote an alternative way to identify mixed functions.However,current methods are largely unable to... When various urban functions are integrated into one location,they form a mixture of functions.The emerging big data promote an alternative way to identify mixed functions.However,current methods are largely unable to extract deep features in these data,resulting in low accuracy.In this study,we focused on recognizing mixed urban functions from the perspective of human activities,which are essential indicators of functional areas in a city.We proposed a framework to comprehensively extract deep features of human activities in big data,including activity dynamics,mobility interactions,and activity semantics,through representation learning methods.Then,integrating these features,we employed fuzzy clustering to identify the mixture of urban functions.We conducted a case study using taxiflow and social media data in Beijing,China,in whichfive urban functions and their correlations with land use were recognized.The mixture degree of urban functions in each location was revealed,which had a negative correlation with taxi trip distance.The results confirmed the advantages of our method in understanding mixed urban functions by employing various representation learning methods to comprehensively depict human activities.This study has important implications for urban planners in understanding urban systems and developing better strategies. 展开更多
关键词 Mixed urban function human activity representation learning spatiotemporal data mining
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Rainfall-runoff risk characteristics of urban function zones in Beijing using the SCS-CN model 被引量:2
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作者 姚磊 卫伟 +2 位作者 于洋 肖峻 陈利顶 《Journal of Geographical Sciences》 SCIE CSCD 2018年第5期656-668,共13页
Urbanization significantly increases the risk of urban flooding. Therefore, quantitative study of urban rainfall-runoff processes can provide a scientific basis for urban planning and management. In this paper, the bu... Urbanization significantly increases the risk of urban flooding. Therefore, quantitative study of urban rainfall-runoff processes can provide a scientific basis for urban planning and management. In this paper, the built-up region within the Fifth Ring Road of Beijing was selected as the study area. The details of land cover and urban function zones(UFZs) were identified using GIS and RS methods. On this basis, the SCS-CN model was adopted to analyze the rainfall-runoff risk characteristics of the study area. The results showed that:(1) UFZs within different levels of runoff risk varied under different rainfall conditions. The area ratio of the UFZs with high runoff risk increased from 18.90%(for rainfall return period of 1 a) to 54.74%(for period of 100 a). Specifically, urban commercial areas tended to have the highest runoff risk, while urban greening spaces had the lowest.(2) The spatial characteristics of the runoff risks showed an obvious circular distribution. Spatial cluster areas with high runoff risk were mainly concentrated in the center of the study area, while those with low runoff risk were mainly distributed between the fourth and fifth ring roads. The results indicated that the spatial clustering characteristic of urban runoff risk and runoff heterogeneity among different UFZs should be fully considered during urban rainwater management. 展开更多
关键词 SCS-CN model urban function zone spatial cluster runoff risk
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Exploring spatiotemporal patterns of geosocial media data for urban functional zone identification 被引量:2
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作者 Aleta Mawuenyegah Songnian Li Shishuo Xu 《International Journal of Digital Earth》 SCIE EI 2022年第1期1305-1325,共21页
Urban Functional Zones(UFZs)can be identified by measuring the spatiotemporal patterns of activities that occur within them.Geosocial media data possesses abundant spatial and temporal information for activity mining.... Urban Functional Zones(UFZs)can be identified by measuring the spatiotemporal patterns of activities that occur within them.Geosocial media data possesses abundant spatial and temporal information for activity mining.Identifying UFZs from geosocial media data aids urban planning,infrastructure,resource allocation,and transportation modernization in the complex urban system.In this work,we proposed an integrated approach by combining the spatiotemporal clustering method with a machine learning classifier.The spatiotemporal clustering method was used to mine the spatiotemporal patterns of activities,of which the distinctive features were extracted as inputs into a machine learning classifier for UFZ identification.The results show that more than 80%of the UFZs can be correctly identified by our proposed method.It reveals that this work serves as a functional groundwork for future studies,facilitating the understanding of urban systems as well as promoting sustainable urban development. 展开更多
关键词 urban functional zones geosocial media TWITTER spatiotemporal clustering random forest
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Identifying urban functional zones by capturing multi-spatial distribution patterns of points of interest 被引量:1
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作者 Quan Qin Shishuo Xu +1 位作者 Mingyi Du Songnian Li 《International Journal of Digital Earth》 SCIE EI 2022年第1期2468-2494,共27页
Urban Functional Zone(UFZ)identification is vital for urban planning,renewal,and development.Point of Interest(POI),as one of the most popular data in UFZ studies,is transformed into a geo-corpus under specific sampli... Urban Functional Zone(UFZ)identification is vital for urban planning,renewal,and development.Point of Interest(POI),as one of the most popular data in UFZ studies,is transformed into a geo-corpus under specific sampling strategies,which can be used with Natural Language Processing(NLP)technology to extract geo-semantic features and identify UFZs.However,existing studies only capture a single spatial distribution pattern of POIs,while ignoring the other spatial distribution information.In this paper,we developed an integrated geo-corpus construction approach to capture multi-spatial distribution patterns of POIs that were represented by different modal POI embeddings.Subsequently,random forest model was leveraged to classify UFZs based on those embeddings.A set of combination experiments were designed for performance validation.The results show that our proposed method can effectively identify UFZs with an accuracy of 72.9%,with an improvement of 8.5%compared to the baseline methods.The outcome of this study will help urban planners to better understand UFZs through investigating the integrated spatial distribution patterns of POIs embedded in UFZs. 展开更多
关键词 urban functional zone point of interest spatial distribution pattern natural language processing word2vec
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Integrating urban morphology and land surface temperature characteristics for urban functional area classification
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作者 Bin Li Yefei Liu +4 位作者 Hanfa Xing Yuan Meng Guang Yang Xiaoding Liu Yaolong Zhao 《Geo-Spatial Information Science》 SCIE EI CSCD 2022年第2期337-352,共16页
The classification of urban functional areas plays an important role in urban planning and resource management.Although previous studies have confirmed that different urban func-tional areas have different morphologic... The classification of urban functional areas plays an important role in urban planning and resource management.Although previous studies have confirmed that different urban func-tional areas have different morphological structures and Land Surface Temperature(LST)characteristics,these two types of characteristics have rarely been fully integrated and used for functional area classification.In this paper,a new framework for classifying urban functional areas is proposed by combining urban morphological features and LST features.First,metrics are constructed from three levels,namely,building,road and region,which are used to portray urban morphology;LST is retrieved using thermal infrared remote sensing to reflect LST features with four metrics:the average temperature,maximum temperature,temperature difference and standard deviation of temperature.Then,the functional areas are classified into four categories:service/public land,commercial land,residential land and industrial land.A random forest algorithm is used to effectively fuse the features of these two categories and classify the functional areas.The effectiveness of the proposed framework is tested in the study area of Shenzhen City,Guangdong Province.The results show that the combined classification accuracy of the proposed classification method is 0.85,which is 0.26 higher than that of the classification model based on urban morphology and 0.1 higher than that of the classification model based on LST features.The proposed framework verifies that the integration of LST features into urban functional area classification is reliable and effectively combines urban morphology and LST features for functional area classification. 展开更多
关键词 urban function classification urban morphology random forest Land Surface Temperature(LST)
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Function of College Suburbanization in Suburb Urbanization——A Case Study of Xindu District of Chengdu City in China
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作者 夏延芳 《Journal of Landscape Research》 2012年第5期23-26,30,共5页
Under the background of increasing aggravation of social transformation,the paper has discussed the influence of new campus construction in large cities on the expansion of high education zone and college suburbanizat... Under the background of increasing aggravation of social transformation,the paper has discussed the influence of new campus construction in large cities on the expansion of high education zone and college suburbanization.Based on Merton's structural functionalism,by taking Xindu District of Chengdu City for example,the positive and negative functions of college suburbanization in suburb urbanization have been analyzed through complex indexes of urbanization evaluation.Furthermore,it has analyzed positive functions on urbanization of suburb population,suburb economy,suburb residents' life style and values,as well as negative functions on government's administration and land resources' use.On this basis,countermeasures to transform negative effects into positive effects have been proposed. 展开更多
关键词 COLLEGE SUBURB urbanIZATION function
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Thoughts on Urban Renewal Action under Policy Guidance
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作者 YANG Minhui 《Journal of Landscape Research》 2024年第6期55-57,共3页
Driven by the rapid development of urbanization in China,a large amount of inefficient land has been generated,and cities need to transform their extensive development methods.To achieve efficient urban development,th... Driven by the rapid development of urbanization in China,a large amount of inefficient land has been generated,and cities need to transform their extensive development methods.To achieve efficient urban development,the relevant departments implement urban renewal actions,and promote sustainable urban development.On the basis of analyzing the concept of urban renewal action,the history and background of urban renewal policies are analyzed,and different levels of policy guidance and priorities are sorted out.Several thoughts are put forward on urban renewal action,aiming to create a beautiful and comfortable urban space.It is hoped that this will have certain guiding significance for urban renewal in China. 展开更多
关键词 Policy orientation urban renewal action urban space Form transformation urban functional system REFLECTION
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Application of Spatial and Temporal Entropy Based on Multivariate Data for Measuring the Degree of Urban Function Mix 被引量:4
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作者 Li Miaoyi Shen Zhenjiang +3 位作者 Yang Tao Wang Jingyuan Kobayashi Fumihiko Li Min 《China City Planning Review》 CSCD 2015年第1期40-48,共9页
Quantifying the degree of urban function mix has great signifi cance to both urban planning practices and studies. This paper, fi rst of all, based on the data of points of interest(POIs), analyzes the spatial distrib... Quantifying the degree of urban function mix has great signifi cance to both urban planning practices and studies. This paper, fi rst of all, based on the data of points of interest(POIs), analyzes the spatial distribution patterns of urban functions in Beijing. Then according to the taxi GPS data with the origin and destination points(taxi-ODs), we identify the spatial and temporal pattern of the degree of urban function mix in Beijing. Finally, based on the information entropy model of the POIs and taxi-ODs, we establish a spatial entropy and a temporal entropy to quantitatively assess the degree of urban function mix, confirming by virtue of correlation analysis and regression analysis that the spatial entropy of POIs is closely associated with the temporal entropy of taxi-ODs, which proves that it is reasonable to assess the degree of urban function mix via these two entropies. As a result, the degree of urban function mix in Beijing is characterized by slowly decreasing from its core area along the 3rd and 4th Ring Roads to its periphery. In detail, there is the highest degree of urban function mix in Beijing's traditional core areas, including Zhongguancun, CBD(Central Business District), the Old Dongcheng District, the Old Xicheng District, and the area within the 2nd Ring Road; a higher degree in Wangjing area; and a low degree in Tiantongyuan and Huilongguan communities. The analytical results have initially achieved a more accurate identifi cation and quantitative evaluation on the degree of urban function mix, and can be taken as a supporting tool to analyze the comprehensiveness of urban functions. 展开更多
关键词 the DEGREE of urban function MIX POIs TAXI GPS OD
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Spatial Identification of Urban Ecological Function on the North Slope of Qinling Mountains Based on Ecological Sensitivity—A Case Study in Baoji, China 被引量:1
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作者 Pei Wang Langong Hou Xiaoqin He 《Journal of Geoscience and Environment Protection》 2021年第5期95-117,共23页
Since the 17th National Congress of the Communist Party of China, ecological civilization has been the key construction goal in China, which has a profound impact on the process of urbanization. In recent years, with ... Since the 17th National Congress of the Communist Party of China, ecological civilization has been the key construction goal in China, which has a profound impact on the process of urbanization. In recent years, with the rapid development of urbanization and unreasonable land development and utilization, the ecological environment has deteriorated sharply, and the stability of ecological environment has always been a difficult problem in the process of regional development. The spatial division of urban ecological function can be divided into different types of spatial utilization according to the fragile state of ecological environment, which not only guarantees urban construction but also maintains the ecological environment health, and has great economic benefits and ecological value in formulating regional development strategies and ecological protection. In this paper, from four perspectives of “land, water, human and forest”, eight factors affecting ecological sensitivity were selected, and GIS spatial superposition method was used to conduct qualitative and quantitative analysis on the ecological sensitivity of Baoji City, and the evaluation results of single factor ecological sensitivity and comprehensive ecological sensitivity were obtained. The areas with different ecological sensitivity are divided into extremely sensitive areas, highly sensitive areas, moderately sensitive areas, slightly sensitive areas and non-sensitive areas. The research shows that the proportion of extreme, high, moderate, mild and insensitive areas in Baoji City is 7.32%, 10.57%, 22.25%, 42.91% and 16.95% respectively. Finally, the areas with different sensitivity grades are identified as three types of urban ecological function areas: ecological conservation area, ecological coordinated moderate utilization area and ecological suitable construction area, so as to provide scientific theoretical basis for urban construction and land use optimization in Baoji City. 展开更多
关键词 Baoji City Coefficient of Variation Method Ecological Sensitivity urban Ecological function Space
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Function of Agricultural Land Use and Its Evolvement in Peri-urban Area: A Case Study of Beijing 被引量:1
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作者 Yuan Hong, Cai Jianming, Jiang Fang, Liu Shenghe Institute of Geographical Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China 《Chinese Journal of Population,Resources and Environment》 北大核心 2007年第2期67-71,共5页
Rapid urbanization in Beijing stimulates the urban land expansion and diminishes available agricultural land. Monofunctional agricultural land use can not meet the demand of the devel- opment of the multifunctional ag... Rapid urbanization in Beijing stimulates the urban land expansion and diminishes available agricultural land. Monofunctional agricultural land use can not meet the demand of the devel- opment of the multifunctional agriculture and urbanization any more, so multifunctional agricultural land use is going to be promoted in the city. This article proposes the evolvement of the land use change from 1992 to 2004 and discusses some evolvement views. 展开更多
关键词 function agricultural land use peri-urban area
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An integrated approach to evaluation on ecological service functions for urban green space and its application
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作者 Hu Dan,Wang Ru songResearch Center for Eco Environmental Sciences,Chinese Academy of Sciences,Beijing 100085,China 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 1998年第3期61-69,共9页
This methodological investigation deals with measurement and valuation of ecological service functions for urban green space. Social, economic and ecological dimensions for such types of function were analyzed and a ... This methodological investigation deals with measurement and valuation of ecological service functions for urban green space. Social, economic and ecological dimensions for such types of function were analyzed and a concept “integrated ecological service functions” (IESF) was put forward for evaluation. Based upon this conceptual approach, an index system for measuring IESF for urban green space was established. With a methodological integration of fuzzy mathematics, decision making analysis and Delphi method, an AHP fuzzy evaluation techniques for IESF for urban green space, called AFIFUG method, was developed. Such a method has been directly applied to the land use strategic planning of Tianjin out ring green belt(TOGB), and its analysis results have been successfully put into operation. 展开更多
关键词 ecological evaluation integrated ecological service functions urban green space.
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Empirical Study of China's Rural Consumption Function from the Perspective of Balancing Urban and Rural Development
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作者 WANG Jian-hui Beijing Youth Politics College,Beijing 100102,China 《Asian Agricultural Research》 2012年第3期1-2,6,共3页
From the perspective of balancing urban and rural development,this article researches the factors influencing the consumption level of rural residents in China.I select the relevant data concerning per capita net inco... From the perspective of balancing urban and rural development,this article researches the factors influencing the consumption level of rural residents in China.I select the relevant data concerning per capita net income of rural households and annual per capita consumer spending of rural residents for living in the period 1985-2008,establish the regression model of per capita net income of rural households and per capita consumer spending of rural residents for living,and conduct regression analysis and error correction model test using the measurement software.The analysis results show that there is not only long-term equilibrium relationship between rural residents' current consumption and rural residents' current income,between rural residents' consumption in lag period 1 and rural residents' income in lag period 1,but also short-term equilibrium relationship;current income is the main reason for determining the current consumption).Corresponding proposals are put forward to promote the level of rural consumption in China as follows:propel agricultural modernization;actively develop specialized cooperative organizations of rural residents;improve rural land transfer mechanism;promote the level of public services in rural areas;accelerate the transfer of rural surplus labor. 展开更多
关键词 Balancing urban and RURAL DEVELOPMENT CONSUMPTION
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网络视角下城市功能耦合对房价的影响研究——以武汉市为例
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作者 杨琳 郑娅 《南方建筑》 北大核心 2025年第1期54-62,共9页
厘清城市功能与房价关系对优化城市布局至关重要。基于复杂网络理论,利用武汉POI和房价数据建立城市功能与各房价梯度的网络模型,并通过多属性排序量化各功能对各区间房价的影响。结果表明:随着房价的上升,城市功能对不同房价区间的影... 厘清城市功能与房价关系对优化城市布局至关重要。基于复杂网络理论,利用武汉POI和房价数据建立城市功能与各房价梯度的网络模型,并通过多属性排序量化各功能对各区间房价的影响。结果表明:随着房价的上升,城市功能对不同房价区间的影响呈递减趋势。住宅由于与其他城市功能之间存在高度依赖关系,对房价的影响程度最为显著。此外,交通、商业、生活、科研和医疗等会因房价区间的需求而产生不同程度的影响。该研究为从网络角度探讨城市功能对房价的影响提供理论依据,并能在实践中助力决策者进行后续城市可持续发展和功能布局决策。 展开更多
关键词 城市功能 房价 网络视角 耦合研究
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TOD综合体建设的新范式——以上海市紫竹数码广场项目为例
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作者 游志雄 《华中建筑》 2025年第2期53-57,共5页
该文针对现阶段TOD综合体中盲目套用国外理论的风险,以上海市紫竹数码广场项目为例,探索了TOD综合体建设的新范式。除实用要求,本案试图对更加符合中国城市发展情况的TOD综合体建设策略进行探索。包括:①引入先进的规划理念和技术,提升... 该文针对现阶段TOD综合体中盲目套用国外理论的风险,以上海市紫竹数码广场项目为例,探索了TOD综合体建设的新范式。除实用要求,本案试图对更加符合中国城市发展情况的TOD综合体建设策略进行探索。包括:①引入先进的规划理念和技术,提升规划的科学性、合理性和前瞻性,明确TOD建设的目标、原则和路径。②促进商业、办公、居住等功能的深度融合,优化功能布局,打造多元化的城市空间。③完善交通体系,建设便捷高效的公共交通系统,加强TOD项目与城市交通网络的无缝衔接,同时加强人流和商业的融合探索。④丰富公共空间,增加公共绿地、广场、步行街等公共空间,提升居民生活品质,使休闲人群和交通人群都能以此案为目的地。 展开更多
关键词 TOD 城市设计 中国特色 功能混合 便捷性和舒适性 公共空间
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基于POI数据的城市功能识别与分布特征研究——以长春市区为例
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作者 孙明英 王灵芝 +2 位作者 钟巧莹 吴俊杰 梁安琪 《西南大学学报(自然科学版)》 CAS 北大核心 2025年第1期189-199,共11页
长春市是国家新型城镇化综合试点城市,识别长春市中心城区功能,针对当前存在的问题提出对策建议,对城市空间的优化与协调具有重要意义。以兴趣点(Point of Interest,POI)数据及开放街道地图(Open Street Map,OSM)数据为基础,结合核密度... 长春市是国家新型城镇化综合试点城市,识别长春市中心城区功能,针对当前存在的问题提出对策建议,对城市空间的优化与协调具有重要意义。以兴趣点(Point of Interest,POI)数据及开放街道地图(Open Street Map,OSM)数据为基础,结合核密度分析、实地调查验证等方法,识别长春市中心城区城市功能类型。结果表明:单一功能区中,商业功能区数量最多,居住功能区最少;主导—混合功能区中的商业主导功能区及交通主导功能区形成对商业聚集区与轨道交通系统的重要补充;细分—混合功能区特征显示功能混合程度从市中心向周边逐渐加大。经验证,城市功能识别结果符合长春市实际,由此提出对策建议:未来长春市中心城区应注重多中心发展格局,并加强绿地空间和公共服务设施建设。 展开更多
关键词 城市功能区 兴趣点数据 核密度估计 对比验证 长春市中心城区
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基于图嵌入的长三角城市群边缘城市功能界定——以江苏省淮安市为例
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作者 韩刚 唐乐 刘志敏 《现代城市研究》 北大核心 2025年第1期29-35,共7页
长三角边缘地区城市功能的形成存在指向核心区的单向依赖关系,地区内城市表现出典型的功能同质化特征。城市间功能互补与差异化是实现长三角协同一体化、高质量与现代化的重要途径。文章以长三角边缘区城市淮安市为实证对象,从流空间视... 长三角边缘地区城市功能的形成存在指向核心区的单向依赖关系,地区内城市表现出典型的功能同质化特征。城市间功能互补与差异化是实现长三角协同一体化、高质量与现代化的重要途径。文章以长三角边缘区城市淮安市为实证对象,从流空间视角构建区域内城市功能交互网络,借助图嵌入技术,将网络关系降维至城市向量,从生产、商贸、交通、创新、旅游5个功能量化探讨淮安市与周边城市的功能同质化关系,结合城市自身的比较优势,进一步确定淮安市的城市功能优化路径。研究认为,淮安市的城市功能结构单一,极化现象突出,区域竞争力不足,应在巩固商贸功能优势的基础上,夯实生产和交通功能,同时积极培育创新功能,将淮安市建设成为次区域创新极核。 展开更多
关键词 长三角城市群 城市功能 城市网络 Node2Vec模型 淮安市
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面向城市功能区分类的光学遥感影像-OSM数据联合自监督学习方法
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作者 李佳铃 齐霁 +1 位作者 鲁伟鹏 陶超 《测绘学报》 北大核心 2025年第1期154-164,共11页
城市功能区的快速准确分类为城市规划和管理提供科学依据,有助于实现城市的可持续发展。尽管光学遥感影像提供了丰富的视觉信息,但其无法充分反映社会属性,易引发语义歧义。因此更多研究尝试联合使用包含城市社会属性的数据(如OSM数据)... 城市功能区的快速准确分类为城市规划和管理提供科学依据,有助于实现城市的可持续发展。尽管光学遥感影像提供了丰富的视觉信息,但其无法充分反映社会属性,易引发语义歧义。因此更多研究尝试联合使用包含城市社会属性的数据(如OSM数据)和光学遥感影像以期达到互补效果。但这一思路面临两个主要挑战:一是光学影像与OSM数据存在数据结构差异,传统的融合方法在特征提取阶段缺乏充分交互融合,导致模型难以充分学习数据之间的互补优势;二是随着模型学习使用的数据模态增多,训练一个稳定的模型需要更多的人工标注数据,但这显著提高了城市功能区分类模型应用的人力成本。针对上述问题,本文提出了一种面向城市功能区分类的光学遥感影像-OSM数据联合自监督学习方法。一方面,将OSM数据与光学影像在空间分布、数据结构等方面进行统一,然后在统一的多模态融合编码架构中进行特征提取和交互融合,以学习跨模态通用性表征。另一方面,采用自监督模型在大规模无标注数据上预训练,再通过少量标注数据将模型迁移到特定城市功能区分类任务中,从而减少人工成本。本文通过在北京、洛杉矶和伦敦3个大尺度区域进行城市功能区分类试验,证明了本文方法较现有主流方法的性能优势。 展开更多
关键词 城市功能区 光学遥感影像 OSM 自监督学习 多模态
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Functional Characteristics of Beijing Subway Stations Based on POI Data:Taking Beijing Metro Line 6 as An Example 被引量:1
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作者 SUN Shuai LIU Ting AI Jie 《Journal of Landscape Research》 2023年第3期27-30,共4页
Urban subway station is a key node related to urban social,political,economic and cultural activities.There are some differences in the location,function orientation,land use and flow characteristics of different type... Urban subway station is a key node related to urban social,political,economic and cultural activities.There are some differences in the location,function orientation,land use and flow characteristics of different types of stations in the city.This paper mainly used Tyson’s edge,kernel density analysis,chart analysis and other methods to classify the functional types of 412,393 POI data of 26 stations along Metro he results showed that the spatial distribution of Beijing Metro Line 6 was mainly divided into 3 categories,subway stations were divided into 4 categories.Among them,type A sites were divided into composite and single types,and the distribution characteristics of the 6 types of sites were quite different.Based on the qualitative and quantitative analysis of POI point data,this method can quickly classify and analyze the characteristics of stations along Line 6 in Beijing,which also has theoretical and practical value for the planning of urban subway lines. 展开更多
关键词 urban functional areas Subway station POI data
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