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Spatial Interaction and Network Structure Evolvement of Cities in Terms of China's Rail Passenger Flows 被引量:12
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作者 DAI Teqi JIN Fengjun 《Chinese Geographical Science》 SCIE CSCD 2008年第3期206-213,共8页
Cities separated in space are connected together by spatial interaction (SI) between them. But the studies focusing on the SI are relatively few in China mainly because of the scarcity of data. This paper deals with t... Cities separated in space are connected together by spatial interaction (SI) between them. But the studies focusing on the SI are relatively few in China mainly because of the scarcity of data. This paper deals with the SI in terms of rail passenger flows, which is an important aspect of the network structure of urban agglomeration. By using a data set consisting of rail O-D (origin-destination) passenger flows among nearly 200 cities, intercity rail distance O-D matrixes, and some other indices, it is found that the attenuating tendency of rail passenger is obvious. And by the analysis on dominant flows and spatial structure of flows, we find that passenger flows have a trend of polarizing to hubs while the linkages between hubs upgrade. However, the gravity model reveals an overall picture of convergence process over time which is not in our expectation of integration process in the framework of globalization and economic integration. Some driven factors for the re-organization process of the structure of urban agglomeration, such as technique advance, globalization, etc. are discussed further based on the results we obtained. 展开更多
关键词 rail passenger flows urban agglomerations spatial interaction gravity model distance decay
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Spatio-temporal Analysis of Urban Spatial Interaction in Globalizing China—A Case Study of Beijing-Shanghai Corridor 被引量:5
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作者 WU Wenjie ZHANG Wenzhong +1 位作者 JIN Fengjun DENG Yu 《Chinese Geographical Science》 SCIE CSCD 2009年第2期126-134,共9页
This paper aims to explore urban geography with a new perspective. Endowed with the urban geography connotations, an improved data field model is employed to integrate temporal dimension into spatial process of cities... This paper aims to explore urban geography with a new perspective. Endowed with the urban geography connotations, an improved data field model is employed to integrate temporal dimension into spatial process of cities in a typical region in this article. Taking the Beijing-Shanghai Corridor including 18 cities as an example, the authors chose the city centricity index (CCI) and the spatial data field model to analyze the evolution process and features of sub-region and urban spatial interaction in this corridor based on the data of 1991, 1996 and 2002. Through the analy- sis, we found that: 1) with the improvement of the urbanization level and the development of urban economy, the cit- ies’ CCI grew, the urban spatial radiative potential enhanced and the radiative range expanded gradually, which reflects the urban spatial interaction’s intensity has been increasing greatly; 2) although the spatial interaction intensity among the cities and sub-regions in the Beijing-Shanghai Corridor was growing constantly, the gap of the spatial interaction strength among different cities and sub-regions was widening, and the spatial division between the developed areas and the less developed areas was obvious; and 3) the intensity of the spatial interaction of Beijing, Shanghai and their urban agglomerations was far greater than that in small cities of other parts of the corridor, and it may have a strong drive force on the choice of spatial location of the economic activities. 展开更多
关键词 urban spatial interaction data field Beijing-Shanghai Corridor China
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Spatial interaction: a statistical mechanism model 被引量:5
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作者 WANG Zheng (Institute of Policy and Management, Chinese Academy of Sciences, Beijing 100080, China) 《Journal of Geographical Sciences》 SCIE CSCD 2000年第3期87-92,共2页
In this paper some micro-mechanisms of spatial interaction is discussed with a view of statistical physics. The paper found the relation between spatial interaction and geographical diffusion, and some new conclusions... In this paper some micro-mechanisms of spatial interaction is discussed with a view of statistical physics. The paper found the relation between spatial interaction and geographical diffusion, and some new conclusions concerning Wilson Model and its parameter have been reached. 展开更多
关键词 spatial interaction POPULATION DIFFUSION
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Spatial Interaction Between the Industrial Undertaking Capacity and Global Value Chain Position of East Asian Countries 被引量:6
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作者 ZHU Binbin CHI Fangyuan DU Lei 《Chinese Geographical Science》 SCIE CSCD 2021年第1期81-92,共12页
A comprehensive understanding of the spatial interaction between the industrial undertaking capability and the position of the global value chain of the 12 East Asian countries is conducive to strengthening regional c... A comprehensive understanding of the spatial interaction between the industrial undertaking capability and the position of the global value chain of the 12 East Asian countries is conducive to strengthening regional cooperation, gaining a say in foreign trade and becoming the dominant player in the global division of labor system. The article reveals the operating rules of the interaction between the industrial undertaking capacity and the global value chain position of East Asian countries by calculating the Global Moran Index(Moran’s I), coupling coordination degree and other indicators. The results show that: in time, the values of industrial undertaking capacity and the positions of global value chain in East Asian countries showed a sustained and stable growth trend, and have a consistent trend of change. Spatially, both of the two indexes had significant positive spatial correlation, with Moran’s I showing an ‘inverted U’pattern, and the spatial aggregation distribution of global value chain position lagged behind the spatial aggregation distribution of industrial undertaking capacity by one year. In terms of spatial coupling coordination, the coupling coordination values of the two indicators show a steady upward trend. Combined with the comparative advantage of each country, this paper provides suggestions for promoting the positions of Chinese and other East Asian industries in the global value chain from the perspectives of enhancing independent innovation capability and upgrading industrial structure. 展开更多
关键词 12 countries East Asian countries industry undertaking capability global value chain position spatial interaction
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Spatial Interaction Network Analysis of Crude Oil Trade Relations between Countries along the Belt and Road 被引量:2
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作者 Qixin WANG Kun QIN +4 位作者 Donghai LIU Gang XU Yanqing XU Yang ZHOU Rui XIAO 《Journal of Geodesy and Geoinformation Science》 2022年第2期60-74,共15页
Based on the theories and methods of complex network,crude oil trade flows between countries along the Belt and Road(B&R,hereafter)are inserted into the Geo-space of B&R and form a spatial interaction network ... Based on the theories and methods of complex network,crude oil trade flows between countries along the Belt and Road(B&R,hereafter)are inserted into the Geo-space of B&R and form a spatial interaction network which takes the countries as nodes and takes the trade relations as edges.The networked mining and evolution analysis can provide important references for the research on trade relations among the B&R countries and the formulation of trade policy.This paper researches and discusses the construction,statistical analysis,top networks and stability of the crude oil trade network between the B&R countries from 2001 to 2020 from the perspectives of Geo-Computation for Social Sciences(GCSS)and spatial interaction.Firstly,evolutions of out-degree,in-degree,out-strength and in-strength of the top 10 countries in the crude oil trade network are computed and analyzed.Secondly,the top network method is used to explore the evolution characteristics of hierarchical structures.And finally,the sequential evolution characteristics of the crude oil trade network stability are analyzed utilizing the network stability measure method based on the trade relationship autocorrelation function.The analysis results show that Russia has the largest out-degree and out-strength,and China has the largest in-degree and in-strength.The crude oil trade volume of the top 10 import and export networks between 2001—2020 accounts for over 90%of the total trade volume of the crude oil trade network,and the proportion remains relatively stable.However,the stability of the network showed strong fluctuations in 2009,2012 and 2014,which may be closely related to major international events in these years,which could furtherly be used to build a correlation model between network volatility and major events.This paper explores how to construct and analyze the spatial interaction network of crude oil trade and can provide references for trade relations research and trade policy formulation of B&R countries. 展开更多
关键词 spatial interaction network Geo-Computation for Social Sciences(GCSS) the Belt and Road Initiative(BRI) trade relation network stability
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Understanding the spatial interaction of ultrasounds based on three-dimensional dual-frequency ultrasonic field numerical simulation
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作者 Zhao-yang Yin Qi-chi Le +3 位作者 Yan-chao Jiang Da-zhi Zhao Qi-yu Liao Qi Zou 《China Foundry》 SCIE EI CAS CSCD 2024年第1期29-43,共15页
A transient 3D model was established to investigate the effect of spatial interaction of ultrasounds on the dual-frequency ultrasonic field in magnesium alloy melt.The effects of insertion depth and tip shape of the u... A transient 3D model was established to investigate the effect of spatial interaction of ultrasounds on the dual-frequency ultrasonic field in magnesium alloy melt.The effects of insertion depth and tip shape of the ultrasonic rods,input pressures and their ratio on the acoustic field distribution were discussed in detail.Additionally,the spacing,angle,and insertion depth of two ultrasonic rods significantly affect the interaction between distinct ultrasounds.As a result,various acoustic pressure distributions and cavitation regions are obtained.The spherical rods mitigate the longitudinal and transversal attenuation of acoustic pressure and expand the cavitation volume by 53.7%and 31.7%,respectively,compared to the plate and conical rods.Increasing the input pressure will enlarge the cavitation region but has no effect on the acoustic pressure distribution pattern.The acoustic pressure ratio significantly affects the pressure distribution and the cavitation region,and the best cavitation effect is obtained at the ratio of 2:1(P15:P20). 展开更多
关键词 dual-frequency ultrasonic numerical model acoustic pressure spatial interaction magnesium alloy
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Spatial Interactions of China's Steel Output: An Empirical Analysis Based on Chinese Inter-provincial Panel Data
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作者 WAN Dai LI Ningting 《Journal of Landscape Research》 2019年第2期20-27,共8页
In view of the extensive growth of China's steel production in recent years, this paper analyzed the industrial development background and economic geography theory, and discussed the possible spatial interaction ... In view of the extensive growth of China's steel production in recent years, this paper analyzed the industrial development background and economic geography theory, and discussed the possible spatial interaction mechanism. Based on panel data of China's inter-provincial steel output from 2001 to 2015, using spatial econometric model, this paper also explored whether China's provincial steel production shows material orientation, market orientation and traffic orientation, and isolated spatial interactions of interprovincial steel output. The results showed that the inter-provincial steel production in China did show both material orientation, market orientation and traffic orientation and that there was a significant negative spatial interaction, indicating that there might be strong competition and a crowing-out effect between neighboring provinces, and that the smaller the spatial scope, the more significant the spatial interactions of steel production. 展开更多
关键词 INTER-PROVINCIAL STEEL OUTPUT Panel data spatial interactions spatial ECONOMETRICS
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The Interaction Mechanism Between Urban Scale Hierarchy and Urban Networks in China:An Analysis Based on A Spatial Simultaneous Equation Model
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作者 ZHOU Ying ZHENG Wensheng WANG Xiaofang 《Chinese Geographical Science》 2026年第1期19-33,共15页
Owing to intensified globalization and informatization,the structures of the urban scale hierarchy and urban networks between cities have become increasingly intertwined,resulting in different spatial effects.Therefor... Owing to intensified globalization and informatization,the structures of the urban scale hierarchy and urban networks between cities have become increasingly intertwined,resulting in different spatial effects.Therefore,this paper analyzes the spatial interaction between urban scale hierarchy and urban networks in China from 2019 to 2023,drawing on Baidu migration data and employing a spatial simultaneous equation model.The results reveal a significant positive spatial correlation between cities with higher hierarchy and those with greater network centrality.Within a static framework,we identify a positive interaction between urban scale hierarchy and urban network centrality,while their spatial cross-effects manifest as negative neighborhood interactions based on geographical distance and positive cross-scale interactions shaped by network connections.Within a dynamic framework,changes in urban scale hierarchy and urban networks are mutually reinforcing,thereby widening disparities within the urban hierarchy.Furthermore,an increase in a city’s network centrality had a dampening effect on the population growth of neighboring cities and network-connected cities.This study enhances understanding of the spatial organisation of urban systems and offers insights for coordinated regional development. 展开更多
关键词 urban scale hierarchy urban networks spatial interaction spatial spillover effect Baidu migration data spatial simultaneous equation model China
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COMPETITION AMONG DESTINATIONS IN SPATIAL INTERACTION MODELS: A NEW POINT OF VIEW 被引量:1
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作者 JimPooler 《Chinese Geographical Science》 SCIE CSCD 1998年第3期21-33,共0页
This paper presents a new perspective on the nature of destination competition in spatial interaction models. The concept of destinations competing with one another on the basis of their spatial proximity to each othe... This paper presents a new perspective on the nature of destination competition in spatial interaction models. The concept of destinations competing with one another on the basis of their spatial proximity to each other is compared with an alternative point of view which argues that competition takes place on the basis of similarities in the spatial influences of competing destinations on decision makers at origins. Potential movers at an origin are facing a set of destinations which compete for their attention. This paper argues that the movers' choices are conditioned by the relative size and number of influences they see (where influence is directly proportional to destination size and inversely proportional to distance). A small amount of supporting empirical evidence concerning recreational day trips, and population migration, is presented. 展开更多
关键词 spatial interactION MODEL competing DESTINATIONS spatial PROXIMITY spatial influence interactION MODEL MISSPECIFICATION
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Design of space-centered interaction using invisible and intangible spatial inputs
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作者 David Jean Kwangjin Hong Keechul Jung 《Journal of Measurement Science and Instrumentation》 CAS 2012年第2期137-145,共9页
In this paper,we investigate methodologies to improve direct-touch interaction on invisible and intangible spatial input.We firstly discuss about the motive of looking for a new input method for whole body interaction... In this paper,we investigate methodologies to improve direct-touch interaction on invisible and intangible spatial input.We firstly discuss about the motive of looking for a new input method for whole body interaction and how it can be meaningful.We also describe the role that can play spatial interaction to improve the freedom of interaction for a user.We propose a method of spatial centered interaction using invisible and intangible spatial inputs.However,given their lack of tactile feedback and visual representation,direct touch interaction on such input can be confused.In order to make a step toward understanding causes and solutions for such phenomena,we made 2 user experiments.In the first one,we test 5 setups of helper that provide information of the location of the input by constraining the dimension it is located at.The results show that using marker on the ground and a relationship with the height of the user’s body improve significantly the locative task.In the second experiment,we create a dancing game using invisible and intangible spatial inputs and we stress the results obtained in the first experiment within this cognitively demanding context.Results show that the same setup of helper is still providing very good results in that context. 展开更多
关键词 human-computer interaction(HCI) spatial centered interaction whole body interaction input method
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Identifying the Spatial Structure of Black Hole and Tropical Cyclone Based on a Theoretical Analysis of Orthogonal Interaction
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作者 Weihong Qian 《Journal of Modern Physics》 CAS 2023年第6期933-952,共20页
Black holes are recognized by Newton’s gravitational theory and Einstein’s general relativity, but there is still a lack of understanding the spatial structure of events, especially the nature of event horizon. In t... Black holes are recognized by Newton’s gravitational theory and Einstein’s general relativity, but there is still a lack of understanding the spatial structure of events, especially the nature of event horizon. In this paper, a theoretical analysis is used to compare the structures of tropical cyclone in the atmosphere and black hole in the astronomy so that five results are: 1) Both of them share the similar spatial structure, with tropical cyclone and black hole having the outflow cloud shield and the horizon sphere in the central part, respectively, while four spiral material bands exist in the rotating plane around them;2) In theoretically, the energy density formed by the orthogonal interaction of the four spiral material bands is as times as the total kinetic energy of the head-on interaction;3) This region of high energy density can lead to the conversion from mass to energy and the creation of new physical states of matter, which is a black hole event;4) The outer horizon of a black hole is the outermost interface of events, or the orthogonal interaction interface of particles;5) High-speed plasma jets extended at the poles of the black hole are directly associated with the shear stress of orthogonal interaction. 展开更多
关键词 Black Hole Event Horizon Tropical Cyclone spatial Structure Orthographic interaction
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基于高阶空间交互的盲超分辨率图像重建算法
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作者 王晓峰 谭文雅 +1 位作者 沈紫璇 黄俊俊 《计算机工程与设计》 北大核心 2026年第2期309-315,共7页
为了克服盲超分辨率领域中生成对抗网络模型在生成细节和抑制伪影方面的局限性,提出了一种新型的具有高阶交互能力的Real-GSRGAN模型。该模型包括3个关键组成部分:高阶退化模型、基于残差门控注意力模块的Transformer生成器和U-Net鉴别... 为了克服盲超分辨率领域中生成对抗网络模型在生成细节和抑制伪影方面的局限性,提出了一种新型的具有高阶交互能力的Real-GSRGAN模型。该模型包括3个关键组成部分:高阶退化模型、基于残差门控注意力模块的Transformer生成器和U-Net鉴别器。在生成器中,采用了通道空间自注意力模块来捕捉多维特征,并通过递归门控卷积实现全局依赖和局部细节的高阶交互。前馈网络引入门控机制添加空间建模信息。为抑制伪影和图像过于平滑的现象,添加了去伪影损失函数。实验结果表明,该方法在多个数据集上表现出更优的视觉重建效果,还通过高阶交互机制显著提升了整体性能,优于现有方法。 展开更多
关键词 生成对抗网络 盲超分辨率 注意力机制 前馈网络 递归门控卷积 高阶空间交互 高阶特征
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中国式旅游演艺的空间生产与再生产
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作者 陈建华 叶志良 《文化艺术研究》 2026年第1期103-111,116,共10页
旅游演艺不仅是一种包括独立剧场、系列剧院、主题公园、戏剧节事等在内的空间创造,同时也是空间和时间胶合的独特的空间再生产。空间的生产与再生产,是中国式旅游演艺的核心本质。中国式旅游演艺的空间再生产,具体表现为双向互动交流... 旅游演艺不仅是一种包括独立剧场、系列剧院、主题公园、戏剧节事等在内的空间创造,同时也是空间和时间胶合的独特的空间再生产。空间的生产与再生产,是中国式旅游演艺的核心本质。中国式旅游演艺的空间再生产,具体表现为双向互动交流的交互时空,将演艺时间和空间相互糅合;多元并存的叙述时空,以创作者的视角重新组合成非线性的叙事程序;“在场”感悟的沉浸式体验时空,观演双方全员参与角色扮演,给游客/观众带来代入感,激发游客/观众自发参与。中国式旅游演艺的时空建构在展示场地空间与时间的关系之间完成时空编码,体现出其独特的时空美学。 展开更多
关键词 旅游演艺 空间生产 空间再生产 交互时空 叙述时空 体验时空
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脑科学与建筑城市领域交叉研究进展
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作者 王辉 刘奕江 关翔宇 《西部人居环境学刊》 北大核心 2026年第1期54-62,共9页
人对空间的认知与大脑有着密不可分的联系,脑科学与建筑学科交叉研究发现既能丰富空间脑认知基础研究,同时也能贡献于建筑学科理论以及脑机交互设计方法创新探索。通过梳理近年来脑科学与建筑学科交叉研究相关文献,可以发现研究主要包... 人对空间的认知与大脑有着密不可分的联系,脑科学与建筑学科交叉研究发现既能丰富空间脑认知基础研究,同时也能贡献于建筑学科理论以及脑机交互设计方法创新探索。通过梳理近年来脑科学与建筑学科交叉研究相关文献,可以发现研究主要包括空间认知的脑机制解析、空间认知的脑健康影响与情感分析以及脑机交互与设计等方面。研究者从不同空间尺度类型出发,对空间认知脑基础机制以及情绪健康影响展开探索;研究者还探索了脑机交互与设计技术方法,尝试通过大脑神经信号来开展空间设计交互。这些交叉研究可以建构从基础到应用、“学理—需求—技术”相结合的路径,同时开辟了一个全新研究领域,即关于“空间—脑—机”系统研究的空间脑科学研究领域。 展开更多
关键词 脑科学 空间认知 脑机交互 建筑与城市设计 设计方法
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远程耦合视角下西藏食物跨区域调运碳排放溢出效应 被引量:1
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作者 杨歌 段健 +3 位作者 徐勇 徐小任 李慕坤 杨雨桐 《资源科学》 北大核心 2026年第1期225-240,共16页
【目的】食物系统是温室气体排放的重要来源,厘清食物跨区域运输的碳排放效应和减排潜力,对于建立可持续食物系统具有重要意义。【方法】建立西藏食物系统远程耦合理论分析框架,利用西藏各类食物生产统计数据、居民食物消费调研数据及... 【目的】食物系统是温室气体排放的重要来源,厘清食物跨区域运输的碳排放效应和减排潜力,对于建立可持续食物系统具有重要意义。【方法】建立西藏食物系统远程耦合理论分析框架,利用西藏各类食物生产统计数据、居民食物消费调研数据及交通路网数据,综合采用DCSIM模型和碳排放因子法在测算2022年西藏与内地余粮省之间各类食物跨区域食物运输规模、路径及其沿途碳排放溢出效应的基础上,进一步利用ARIMA模型预测评估2035年随着西藏食物生产力变化和交通条件优化所带来的碳减排潜力。【结果】①西藏食物供需结构呈现优势农牧产品高度自给、主要粮油和部分畜禽类产品依赖外调的特征,2022年约从外地调运64.73万t食物,3000 km以上的远程运输占运输总量的43.49%。②2022年西藏食物跨区域调运碳排放溢出总量为10.28万t CO_(2),单位质量食物运输碳排放强度是全国平均水平的7.85倍,且碳排放溢出呈现显著的空间不均衡性。③情景分析表明,2035年,单纯依靠提高食物本地化率仅可实现7.06%的减排效果,而运输方式结构性优化可实现近60%的减排效果,二者结合减排潜力可达62.86%。【结论】本文建立了一套从特定消费端追溯、量化并管理食物系统远程耦合碳足迹的方法,基于西藏的案例研究揭示了,对于食物生产力存在先天短板的区域,降低食物远程耦合碳足迹最有效的杠杆在于运输环节的绿色转型。该结论对青藏高原全域乃至其他生态环境脆弱地区食物安全战略和跨区域资源环境协同治理等具有借鉴意义。 展开更多
关键词 碳排放 食物运输 DCSIM模型 远程耦合 西藏
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Spatial-temporal Evolution and Determinants of the Belt and Road Initiative: A Maximum Entropy Gravity Model Approach 被引量:8
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作者 HUANG Qinshi ZHU Xigang +3 位作者 LIU Chunhui WU Wei LIU Fengbao ZHANG Xinyi 《Chinese Geographical Science》 SCIE CSCD 2020年第5期839-854,共16页
The spatial interaction model is an effective way to explore the geographical disparities inherent in the Belt and Road Initiative(BRI) by simulating spatial flows. The traditional gravity model implies the hypothesis... The spatial interaction model is an effective way to explore the geographical disparities inherent in the Belt and Road Initiative(BRI) by simulating spatial flows. The traditional gravity model implies the hypothesis of equilibrium points without any reference to when or how to achieve it. In this paper, a dynamic gravity model was established based on the Maximum Entropy(MaxEnt) theory to estimate and monitor the interconnection intensity and dynamic characters of bilateral relations. In order to detect the determinants of interconnection intensity, a Geodetector method was applied to identify and evaluate the determinants of spatial networks in five dimensions. The empirical study clearly demonstrates a heterogeneous and non-circular spatial structure. The main driving forces of spatial-temporal evolution are foreign direct investment, tourism and railway infrastructure construction, while determinants in different sub-regions show obvious spatial differentiation. Southeast Asian countries are typically multi-island area where aviation infrastructure plays a more important role. North and Central Asian countries regard oil as a pillar industry where power and port facilities have a greater impact on the interconnection. While Western Asian countries are mostly influenced by the railway infrastructure, Eastern European countries already have relatively robust infrastructure where tariff policies provide a greater impetus. 展开更多
关键词 spatial interaction model the Belt and Road Initiative(BRI) Maximum Entropy(MaxEnt)gravity model spatial pattern China
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Spatiotemporal interaction pattern of the Beijing agricultural product circulation 被引量:3
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作者 ZHAO Yibo CHENG Shifen LU Feng 《Journal of Geographical Sciences》 SCIE CSCD 2023年第5期1075-1094,共20页
Identifying the spatiotemporal interaction pattern of agricultural product circulation(APC)is crucial for agricultural resource adjustment and food security.Current studies are mostly based on static statistical data ... Identifying the spatiotemporal interaction pattern of agricultural product circulation(APC)is crucial for agricultural resource adjustment and food security.Current studies are mostly based on static statistical data over an entire year or a specific period,which cannot describe the spatial pattern of APC and its seasonal variation on a fine spatiotemporal scale.Thus,this study extracts an APC trip chain based on national truck trajectory data and constructs the flow network of the Beijing APC with the city as the spatial unit and the season as the temporal unit.The spatial interaction pattern and seasonal variation in APC are then analyzed from the network spatial form,city node function role,and transportation corridors.The results are as follows:(1)Compared with methods based on static statistical data,the proposed method provides a more complete and refined depiction of the spatiotemporal interaction pattern of APC.(2)The flow network of the Beijing APC involves 316 cities in China,of which 143 cities play a major role with typical seasonal characteristics.These cities can be divided into perennial core cities,perennial major cities,core cities in winter-spring,major cities in winter-spring,core cities in summer-autumn,and major cities in summer-autumn,contributing 2.6%-40.3%to the Beijing APC.(3)There are 6 transportation corridors for the Beijing APC.The Beijing-Tianjin-Hebei corridor and coastal corridor contribute 53.5%and 12.8%of the annual supply,respectively,with a balanced supply in all seasons.The Beijing-Kunming corridor and Beijing-Guangzhou corridor contribute 14.3%and 9.0%,respectively,with much higher supplies in winter and spring.The northeast and northwest corridors contribute 7.3%and 3.3%,respectively,mainly in the summer and autumn.These results help deepen the understanding of agricultural product supply patterns and provide a reference for the design and optimization of agricultural product transportation routes. 展开更多
关键词 agricultural product circulation flow network trajectory data mining spatial interaction
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用于行人轨迹预测的时空多图融合的稀疏图卷积网络
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作者 习炎 王文格 +1 位作者 彭景阳 韩林慧 《计算机工程与应用》 北大核心 2026年第2期211-219,共9页
在机器人导航和自动驾驶等方面,行人轨迹预测具有重要的研究意义和应用价值。基于图卷积神经网络的轨迹预测方法可以更加直观地模拟行人之间的社会交互,但大多数模型对行人的时空交互定义并不准确。因此,提出了一种时空多图融合的稀疏... 在机器人导航和自动驾驶等方面,行人轨迹预测具有重要的研究意义和应用价值。基于图卷积神经网络的轨迹预测方法可以更加直观地模拟行人之间的社会交互,但大多数模型对行人的时空交互定义并不准确。因此,提出了一种时空多图融合的稀疏图卷积网络(spatial-temporal multi-graph fusion sparse graph convolutional network,STMGF-SGCN)用于行人轨迹预测。通过引入先验信息,总结出影响行人运动轨迹的三个因素:相对距离、相对速率、潜在冲突,并由此建立三个空间图结构。同时,模型融合了时间图以提高对运动趋势的捕捉能力,还采用非对称卷积操作以获取行人间非对称的时空交互信息;引用了稀疏的思想来减少模型建立和多图融合带来的冗余交互。实验结果表明,在公开行人轨迹数据集ETH和UCY上,相比于基线Social-STGCNN和SGCN,模型的平均位移误差(ADE)和最终位移误差(FDE)分别降低了18.2%、20%和2.7%、7.7%。 展开更多
关键词 行人轨迹预测 图卷积网络 多图融合 时空交互
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A new approach to spatial source apportionment of haze pollution in large scale and its application in China 被引量:2
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作者 Huajun Liu Guangjie Du Yanli Liu 《Chinese Journal of Population,Resources and Environment》 2018年第2期131-148,共18页
Long-lasting expansion of haze pollution in China has already presented a stern challenge to regional joint prevention and control. There is an urgent need to enlarge and reconstruct the coverage of joint prevention a... Long-lasting expansion of haze pollution in China has already presented a stern challenge to regional joint prevention and control. There is an urgent need to enlarge and reconstruct the coverage of joint prevention and control of air pollution in key area. Air quality models can identify and quantify the regional contribution of haze pollution and its key components with the help of numerical simulation, but it is difficult to be applied to larger spatial scale due to the complexity of model parameters. The time series analysis can recognize the existence of spatial interaction of haze pollution between cities, but it has not yet been used to further identify the spatial sources of haze pollution in large scale. Using econometric framework of time series analysis, this paper developed a new approach to perform spatial source apportionment. We applied this approach to calculate the contribution from spatial sources of haze pollution in China, using the monitoring data of particulate matter(PM_(2.5)) across 161 Chinese cities. This approach overcame the limitation of numerical simulation that the model complexity increases at excess with the expansion of sample range, and could effectively deal with severe large-scale haze episodes. 展开更多
关键词 Haze pollution spatial source apportionment spatial interaction variance decomposition PM2.5
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民族地区融入全国统一农产品大市场的水平测度、动态演进及影响因素
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作者 刘昊 雷媛媛 祝志勇 《民族研究》 北大核心 2026年第1期1-20,M0002,共21页
党的二十届四中全会明确提出要坚决破除阻碍全国统一大市场建设卡点堵点。基于2003-2022年中国省级面板数据,采用相对价格法对民族地区融入全国统一农产品大市场进行测度,并运用核密度估计方法、Dagum基尼系数与空间Markov链方法分析其... 党的二十届四中全会明确提出要坚决破除阻碍全国统一大市场建设卡点堵点。基于2003-2022年中国省级面板数据,采用相对价格法对民族地区融入全国统一农产品大市场进行测度,并运用核密度估计方法、Dagum基尼系数与空间Markov链方法分析其动态演进特征,通过空间杜宾模型对其空间互动及影响因素进行实证检验。研究发现:在总体趋势上,民族地区融入全国统一农产品大市场进程相对缓慢,整体水平低于其他地区;在动态演进上,民族地区各省区融入进程存在明显差异,但绝对差异和相对差异水平均略有下降,地区间相对差异主要来自区域内差异;民族地区各省区融入水平从低水平向中水平跃迁的概率较高,但从中高水平向低水平滑落的风险也较大;在空间互动及影响因素上,民族地区融入全国统一农产品大市场进程中存在显著的空间策略互动关系;民族地区流通组织规模的扩张和对外开放程度的提升显著促进了民族地区更好融入全国统一农产品大市场,政府财政压力、对外开放、互联网水平的提升具有较强的空间溢出效应。提出民族地区应完善顶层设计,加快融入步伐;因地制宜构建一体化梯次机制,强化区域协同联动;多维度赋能对接全国统一农产品大市场等政策建议。 展开更多
关键词 民族地区 统一农产品大市场 动态演进 空间互动 影响因素
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