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What Factors Revitalize the Street Vitality of Old Cities? A Case Study in Nanjing, China 哪些因素能焕发老城街道的活力?中国南京案例研究
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-12 DOI: 10.3390/ijgi13080282
Yan Zheng, Ruhai Ye, Xiaojun Hong, Yiming Tao, Zherui Li
Urban street vitality has been a perennial focus within the domain of urban planning. This study examined spatial patterns of street vitality in the old city of Nanjing during working days and weekends using real-time user datasets (RTUDs). A spatial autoregressive model (SAM) and a multiscale geographically weighted regression (MGWR) model were employed to quantitatively assess the impact of various factors on street vitality and their spatial heterogeneity. This study revealed the following: (1) the distribution of street vitality in the old city of Nanjing exhibited a structure centered around Xinjiekou, with greater regularity and predictability in street vitality on working days than on weekends; (2) eight variables, such as traffic location, road density, and functional density, are positively associated with street vitality, whereas the green view index is negatively associated with street vitality, and commercial location benefits street vitality at weekends but detracts from street vitality on working days; and (3) the influence of variables such as traffic location and functional density on street vitality is contingent on their spatial position. Based on these results, this study provides new strategies to enhance the street vitality of old cities.
城市街道活力一直是城市规划领域关注的焦点。本研究利用实时用户数据集(RTUDs)研究了南京老城区工作日和周末街道活力的空间模式。采用空间自回归模型(SAM)和多尺度地理加权回归模型(MGWR),定量评估了各种因素对街道活力的影响及其空间异质性。这项研究揭示了以下内容:(1)南京老城区街道活力的分布呈现出以新街口为中心的结构,工作日街道活力的规律性和可预测性高于周末;(2)交通区位、道路密度、功能密度等八个变量与街道活力呈正相关关系,而绿景指数与街道活力呈负相关关系,商业区位在周末有利于街道活力,但在工作日会减弱街道活力;(3)交通区位、功能密度等变量对街道活力的影响取决于其空间位置。基于这些结果,本研究为提升老城街道活力提供了新的策略。
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引用次数: 0
Efficient and Verifiable Range Query Scheme for Encrypted Geographical Information in Untrusted Cloud Environments 不可信任云环境中加密地理信息的高效可验证范围查询方案
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-11 DOI: 10.3390/ijgi13080281
Zhuolin Mei, Jing Zeng, Caicai Zhang, Shimao Yao, Shunli Zhang, Haibin Wang, Hongbo Li, Jiaoli Shi
With the rapid development of geo-positioning technologies, location-based services have become increasingly widespread. In the field of location-based services, range queries on geographical data have emerged as an important research topic, attracting significant attention from academia and industry. In many applications, data owners choose to outsource their geographical data and range query tasks to cloud servers to alleviate the burden of local data storage and computation. However, this outsourcing presents many security challenges. These challenges include adversaries analyzing outsourced geographical data and query requests to obtain privacy information, untrusted cloud servers selectively querying a portion of the outsourced data to conserve computational resources, returning incorrect search results to data users, and even illegally modifying the outsourced geographical data, etc. To address these security concerns and provide reliable services to data owners and data users, this paper proposes an efficient and verifiable range query scheme (EVRQ) for encrypted geographical information in untrusted cloud environments. EVRQ is constructed based on a map region tree, 0–1encoding, hash function, Bloom filter, and cryptographic multiset accumulator. Extensive experimental evaluations demonstrate the efficiency of EVRQ, and a comprehensive analysis confirms the security of EVRQ.
随着地理定位技术的迅猛发展,基于位置的服务日益普及。在基于位置的服务领域,地理数据的范围查询已成为一个重要的研究课题,引起了学术界和工业界的极大关注。在许多应用中,数据所有者选择将地理数据和范围查询任务外包给云服务器,以减轻本地数据存储和计算的负担。然而,这种外包带来了许多安全挑战。这些挑战包括对手分析外包的地理数据和查询请求以获取隐私信息、不受信任的云服务器选择性地查询部分外包数据以节省计算资源、向数据用户返回错误的搜索结果,甚至非法修改外包的地理数据等。为了解决这些安全问题,并为数据所有者和数据用户提供可靠的服务,本文提出了一种高效、可验证的非信任云环境下加密地理信息范围查询方案(EVRQ)。EVRQ 基于地图区域树、0-1 编码、哈希函数、Bloom 过滤器和加密多集累加器构建。广泛的实验评估证明了 EVRQ 的效率,全面的分析证实了 EVRQ 的安全性。
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引用次数: 0
Spatio-Temporal Big Data Collaborative Storage Mechanism Based on Incremental Aggregation Subvector Commitment in On-Chain and Off-Chain Systems 基于链上和链下系统增量聚合子扇区承诺的时空大数据协同存储机制
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-10 DOI: 10.3390/ijgi13080280
Mingjia Han, Xinyi Yang, Huachang Su, Yekang Zhao, Ding Huang, Yongjun Ren
As mobile internet and Internet of Things technologies rapidly advance, the amount of spatio-temporal big data have surged, and efficient and secure management solutions are urgently needed. Although cloud storage provides convenience, it also brings significant data security challenges. Blockchain technology is an ideal choice for processing large-scale spatio-temporal big data due to its unique security features, but its storage scalability is limited because the data need to be replicated throughout the network. To solve this problem, a common approach is to combine blockchain with off-chain storage to form a hybrid storage blockchain. However, these solutions cannot guarantee the authenticity, integrity, and consistency of on-chain and off-chain data storage, and preprocessing is required in the setup phase to generate public parameters proportional to the data length, which increases the computational burden and reduces transmission efficiency. Therefore, this paper proposes a collaborative storage mechanism for spatio-temporal big data based on incremental aggregation sub-vector commitments, which uses vector commitment binding technology to ensure the secure storage of on-chain and off-chain data. By generating public parameters of fixed length, the computational complexity is reduced and the communication efficiency is improved while improving the security of the system. In addition, we design an aggregation proof protocol that integrates aggregation algorithms and smart contracts to improve the efficiency of data query and verification and ensure the consistency and integrity of spatio-temporal big data storage. Finally, simulation experiments verify the correctness and security of the proposed protocol, providing a solid foundation for the blockchain-based spatio-temporal big data storage system.
随着移动互联网和物联网技术的快速发展,时空大数据量激增,迫切需要高效、安全的管理解决方案。云存储虽然提供了便利,但也带来了巨大的数据安全挑战。区块链技术因其独特的安全特性成为处理大规模时空大数据的理想选择,但由于数据需要在整个网络中复制,其存储扩展性受到限制。为解决这一问题,常见的方法是将区块链与链外存储相结合,形成混合存储区块链。然而,这些方案无法保证链上和链下数据存储的真实性、完整性和一致性,而且在设置阶段需要进行预处理,生成与数据长度成正比的公共参数,增加了计算负担,降低了传输效率。因此,本文提出了一种基于增量聚合子向量承诺的时空大数据协同存储机制,利用向量承诺绑定技术确保链上链下数据的安全存储。通过生成固定长度的公共参数,在提高系统安全性的同时,降低了计算复杂度,提高了通信效率。此外,我们还设计了一种聚合证明协议,将聚合算法与智能合约相结合,提高了数据查询和验证的效率,确保了时空大数据存储的一致性和完整性。最后,仿真实验验证了所提协议的正确性和安全性,为基于区块链的时空大数据存储系统奠定了坚实的基础。
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引用次数: 0
A Maximal Multimodal Accessibility Equality Model to Optimize the Equality of Healthcare Services 优化医疗服务平等的最大多模式无障碍平等模型
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-07 DOI: 10.3390/ijgi13080278
Zhuolin Tao, Qianyu Zhong, Yinuo Dang
The equality of healthcare services has been a focus among researchers and policymakers. The maximal accessibility equality (MAE) model is a widely used location-allocation model for the optimization of the accessibility equality of facilities. However, it might produce biased results due to the overlooking of multiple transport mode options for urban residents. This study develops a maximal multimodal accessibility equality (MMAE) model by incorporating the multimodal two-step floating catchment area (2SFCA) accessibility model. It reflects the multimodal context in cities and aims to maximize the equality of multimodal accessibility. A case study of healthcare facilities in Shenzhen demonstrates that the proposed MMAE model can significantly improve the equality of multimodal accessibility. However, the traditional single-modal MAE model generates unequal multimodal accessibility, which might yield biased planning recommendations in multimodal contexts. The findings highlight the superiority of the MMAE model against the traditional single-modal MAE model in terms of pursuing equal accessibility for all residents. The MMAE model can serve as a scientific tool to support the rational planning of healthcare facilities or other types of public facilities in multimodal contexts.
医疗服务的平等性一直是研究人员和政策制定者关注的焦点。最大可达性平等(MAE)模型是一种广泛使用的位置分配模型,用于优化设施的可达性平等。然而,由于忽略了城市居民的多种交通方式选择,该模型可能会产生有偏差的结果。本研究结合多式联运两步浮动集水区(2SFCA)可达性模型,建立了最大多式联运可达性平等(MMAE)模型。该模型反映了城市的多式联运背景,旨在最大限度地实现多式联运无障碍。对深圳医疗设施的案例研究表明,所提出的 MMAE 模型能够显著改善多式联运可达性的平等性。然而,传统的单模式 MAE 模型会产生不平等的多模式可达性,在多模式环境下可能会产生有偏差的规划建议。研究结果凸显了 MMAE 模型与传统的单一模式 MAE 模型相比,在追求所有居民的平等可达性方面的优越性。MMAE 模型可以作为一种科学工具,支持在多模式环境下合理规划医疗设施或其他类型的公共设施。
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引用次数: 0
Ecological Network Construction Based on Red, Green and Blue Space: A Case Study of Dali City, China 基于红绿蓝空间的生态网络构建:中国大理市案例研究
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-07 DOI: 10.3390/ijgi13080279
Rong Chen, Shunmin Zhang, Xiaoyuan Huang, Xiang Li, Jiansong Peng
Rapid urbanization leads to fragmentation and reduced connectivity of urban landscapes, endangering regional biodiversity conservation and sustainable development. Constructing a red, green, and blue spatial ecological network is an effective way to alleviate ecological pressure and promote economic development. Using circuit theory, hydrological analysis, and suitability analysis, this study constructs a composite ecological network under urban–rural integration. The results show the following: (1) A total of 22 ecological corridors with a length of 349.20 km, 22 ecological pinch points, and 22 ecological barrier points are identified in the municipal area, mainly distributed in Haidong Town. There are 504 stormwater corridors, which are more evenly distributed, 502 riverfront landscape corridors, and 130 slow-moving landscape corridors. (2) A total of 20 ecological corridors, with a length of 99.23 km, 19 ecological pinch points, and 25 barrier points were identified in the main urban area, and most of them are located in the ecological corridors. There are 71 stormwater corridors, mainly located in the northwestern forest area, 71 riverfront recreation corridors, and 50 slow-moving recreation corridors. (3) Two scales of superimposed ecological source area of 3.65 km2, and eleven ecological corridors, are primarily distributed between Erhai Lake and Xiaguan Town. There are two superimposed stormwater corridors and fourteen recreational corridors. The eco-nodes are mostly distributed in the east and south of Dali City; wetland nodes are mainly situated in the eighteen streams of Cangshan Mountain; and landscape nodes are more balanced in spatial distribution. The study results can provide a reference for composite ecological network construction.
快速城市化导致城市景观破碎化和连通性降低,危及区域生物多样性保护和可持续发展。构建红、绿、蓝空间生态网络是缓解生态压力、促进经济发展的有效途径。本研究运用回路理论、水文分析和适宜性分析,构建了城乡一体化下的复合生态网络。研究结果表明(1)市域内共识别出生态廊道 22 条,长度 349.20 千米,生态夹点 22 个,生态屏障点 22 个,主要分布在海东镇。其中雨水廊道 504 条,分布较为均匀,滨河景观廊道 502 条,慢行景观廊道 130 条。(2)主城区共确定生态廊道 20 条,长度 99.23 公里,生态夹点 19 个,屏障点 25 个,大部分位于生态廊道内。雨水廊道 71 条,主要位于西北林区,滨河休闲廊道 71 条,慢行休闲廊道 50 条。(3) 两级叠加生态源面积 3.65 平方公里,生态廊道 11 条,主要分布在洱海与下关镇之间。叠加雨水廊道 2 条,休闲廊道 14 条。生态节点主要分布在大理市东部和南部;湿地节点主要分布在苍山十八涧;景观节点空间分布较为均衡。研究结果可为复合生态网络建设提供参考。
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引用次数: 0
Influencing Factors of Street Vitality in Historic Districts Based on Multisource Data: Evidence from China 基于多源数据的历史街区活力影响因素:来自中国的证据
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-05 DOI: 10.3390/ijgi13080277
Bing Yu, Jing Sun, Zhaoxing Wang, Sanfeng Jin
Amid urban expansion, historic districts face challenges such as declining vitality and deteriorating spatial quality. Using the streets of Xi’an’s historical and cultural district as examples, this research utilizes multisource data, including points of interest (POIs), street view images, and Baidu heatmaps, alongside analytical techniques such as machine learning. This study explores the determinants of street vitality from the dual perspectives of its external manifestation and spatial carriers. A quantitative framework for measuring street vitality in historic districts is established, thoroughly examining the driving factors behind street vitality. Additionally, the relationship between built environment indicators and street vitality is elucidated through statistical analysis methods. The findings reveal significant, time-varying influences of these spatial carriers on human vitality, with distinct spatial distribution patterns of human activity across different times, and the significance of the influence of external representations of human vitality and various types of spatial carriers varies over time. Based on these insights, this paper proposes strategies for enhancing the vitality of historic streets, aiming to rejuvenate and sustain the diverse and dynamic energy of these districts. It provides a foundation for revitalizing the vigor of cultural heritage zones and offers strategies applicable to similar urban contexts.
在城市扩张的过程中,历史街区面临着活力下降、空间质量恶化等挑战。本研究以西安历史文化街区的街道为例,利用兴趣点(POIs)、街景图像和百度热力图等多源数据,以及机器学习等分析技术。本研究从街道活力的外部表现和空间载体两个角度探讨了街道活力的决定因素。研究建立了衡量历史街区街道活力的定量框架,深入研究了街道活力背后的驱动因素。此外,还通过统计分析方法阐明了建筑环境指标与街道活力之间的关系。研究结果表明,这些空间载体对人类活力的影响具有显著的时变性,不同时期的人类活动具有不同的空间分布模式,而人类活力的外部表征和各类空间载体的影响意义也随时间而变化。基于这些认识,本文提出了增强历史街道活力的策略,旨在振兴和维持这些街区的多元活力。它为振兴文化遗产区的活力奠定了基础,并提供了适用于类似城市环境的策略。
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引用次数: 0
DCPMS: A Large-Scale Raster Layer Serving Method for Custom Online Calculation and Rendering DCPMS:用于自定义在线计算和渲染的大规模栅格图层服务方法
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-01 DOI: 10.3390/ijgi13080276
Anbang Yang, Feng Zhang, Jie Feng, Luoqi Wang, Enjiang Yue, Xinhua Fan, Jingyi Zhang, Linshu Hu, Sensen Wu
Raster data represent one of the fundamental data formats utilized in GIS. As the technology used to observe the Earth continues to evolve, the spatial and temporal resolution of raster data is becoming increasingly refined, while the data scale is expanding. One of the key issues in the development of GIS technology is to determine how to make large-scale raster data better to provide computation, visualization, and analysis services in the Internet environment. This paper proposes a decentralized COG-pyramid-based map service method (DCPMS). In comparison to traditional raster data online service technology, such as GIS servers and static tiles, DCPMS employs virtual mapping to reduce data storage costs and combines tile technology with a cloud-native storage scheme to enhance the concurrency of supportable requests. Furthermore, the band calculation process is shifted to the client, thereby effectively resolving the issue of efficient customized band calculation and data rendering in the context of a large-scale raster data online service. The results indicate DCPMS delivers commendable performance. Its decentralized architecture significantly enhances performance in high concurrency scenarios. With a thousand concurrent requests, the response time of DCPMS is reduced by 74% compared to the GIS server. Moreover, this service exhibits considerable strengths in data preprocessing and storage, suggesting a novel pathway for future technical improvement of large-scale raster data map services.
栅格数据是 GIS 中使用的基本数据格式之一。随着用于观测地球的技术不断发展,栅格数据的空间和时间分辨率越来越精细,同时数据规模也在不断扩大。如何使大规模栅格数据更好地在互联网环境中提供计算、可视化和分析服务,是 GIS 技术发展的关键问题之一。本文提出了一种基于分布式 COG-金字塔的地图服务方法(DCPMS)。与传统的栅格数据在线服务技术(如 GIS 服务器和静态瓦片)相比,DCPMS 采用虚拟映射技术降低数据存储成本,并将瓦片技术与云原生存储方案相结合,提高了可支持请求的并发性。此外,将波段计算过程转移到客户端,从而有效解决了大规模栅格数据在线服务中高效定制波段计算和数据渲染的问题。结果表明,DCPMS 的性能值得称赞。其分散式架构大大提高了高并发情况下的性能。在有一千个并发请求的情况下,DCPMS 的响应时间比 GIS 服务器缩短了 74%。此外,该服务在数据预处理和存储方面表现出了相当大的优势,为未来大规模光栅数据地图服务的技术改进提供了一条新的途径。
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引用次数: 0
BS-GeoEduNet 1.0: Blockchain-Assisted Serverless Framework for Geospatial Educational Information Networks BS-GeoEduNet 1.0:区块链辅助地理空间教育信息网络无服务器框架
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-01 DOI: 10.3390/ijgi13080274
Meenakshi Kandpal, Veena Goswami, Yash Pritwani, Rabindra K. Barik, Manob Jyoti Saikia
The integration of a blockchain-supported serverless computing framework enhances the performance of computational and analytical operations and the provision of services within internet-based data centers, rather than depending on independent desktop computers. Therefore, in the present research paper, a blockchain-assisted serverless framework for geospatial data visualizations is implemented. The proposed BS-GeoEduNet 1.0 framework leverages the capabilities of AWS Lambda for serverless computing, providing a reliable and efficient solution for data storage, analysis, and distribution. The proposed framework incorporates AES encryption, decryption layers, and queue implementation to achieve a scalable approach for handling larger files. It implements a queueing mechanism during the heavier input/output processes of file processing by using Apache KAFKA, enabling the system to handle large volumes of data efficiently. It concludes with the visualization of all geospatial-enabled NIT/IIT details on the proposed framework, which utilizes the data fetched from MongoDB. The experimental findings validate the reliability and efficiency of the proposed system, demonstrating its efficacy in geospatial data storage and processing.
整合区块链支持的无服务器计算框架可提高计算和分析操作的性能,并在基于互联网的数据中心内提供服务,而不是依赖于独立的台式计算机。因此,在本研究论文中,实现了一个用于地理空间数据可视化的区块链辅助无服务器框架。拟议的 BS-GeoEduNet 1.0 框架利用 AWS Lambda 的无服务器计算功能,为数据存储、分析和分发提供了可靠、高效的解决方案。拟议框架结合了 AES 加密、解密层和队列实现,以实现处理较大文件的可扩展方法。它通过使用 Apache KAFKA,在文件处理的重型输入/输出过程中实现了队列机制,使系统能够高效处理大量数据。最后,本报告介绍了利用从 MongoDB 获取的数据,在拟议框架上实现所有地理空间功能 NIT/IIT 详情的可视化。实验结果验证了拟议系统的可靠性和效率,证明了其在地理空间数据存储和处理方面的功效。
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引用次数: 0
Factors Influencing the Efficiency of Demand-Responsive Transport Services in Rural Areas: A GIS-Based Method for Optimising and Evaluating Potential Services 影响农村地区需求响应型运输服务效率的因素:基于地理信息系统的潜在服务优化与评估方法
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-01 DOI: 10.3390/ijgi13080275
Carlos Tejero-Beteta, Amparo Moyano, Santos Sánchez-Cambronero
Demand-responsive transport (DRT) could be an alternative for extending the accessibility of high-speed rail (HSR) servicing cities in rural environments, where fixed public transport does not provide efficient services. This paper proposes a method to analyse the factors that influence the implementation of DRT systems for inter-urban mobility, connecting and integrating towns in rural areas. Methodologically, a vehicle routing problem analysis in a GIS-based environment is applied to a theoretical case study to evaluate the factors that influence DRT efficiency in different scenarios, considering the specific singularities of this kind of inter-urban long-distance mobility. The results suggest the optimal DRT solutions in these rural contexts to be those that, after adjusting the fleet to specific demands, use low-capacity vehicles, which are much better adapted to the geography of sparsely populated areas. Moreover, in adapting DRT systems to HSR travellers’ needs, windows catering to these needs should incorporate the option of setting the pickup or arrival times. This paper demonstrates that DRT systems could reach significant levels of service in rural areas compared with fixed lines and even private vehicles, especially when evaluating key aspects of the system’s efficiency for its implementation.
在固定公共交通无法提供高效服务的农村环境中,需求响应型交通(DRT)可以作为一种替代方案,扩大高速铁路(HSR)服务城市的可达性。本文提出了一种方法,用于分析影响城际交通、连接和整合农村地区城镇的 DRT 系统实施的因素。在方法上,考虑到这种城际长途交通的特殊性,将基于 GIS 环境的车辆路由问题分析应用于理论案例研究,以评估在不同情况下影响 DRT 效率的因素。研究结果表明,在这些农村地区,最佳的 DRT 解决方案是在根据具体需求调整车队后,使用低容量车辆,这种车辆更适合人口稀少地区的地理环境。此外,在根据高铁乘客的需求调整 DRT 系统时,应在满足这些需求的窗口中加入设置上车或到达时间的选项。本文表明,与固定线路甚至私家车相比,DRT 系统可以在农村地区达到显著的服务水平,特别是在评估系统实施效率的关键方面。
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引用次数: 0
The Influence of Proximity on the Evolution of Urban Innovation Networks in Nanjing Metropolitan Area, China: A Comparative Analysis of Knowledge and Technological Innovations 邻近性对中国南京都市圈城市创新网络演化的影响:知识创新与技术创新的比较分析
IF 3.4 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-01 DOI: 10.3390/ijgi13080273
Yu Shi, Wei Zhai, Yiran Yan, Xingping Wang
This study investigates the dynamics of innovation element flows among metropolitan areas and examines the underlying proximity mechanisms that are crucial for elevating urban agglomerations’ innovation levels and spurring their development. Utilizing collaborative publication and patent data, this research constructs knowledge and technological innovation networks within the Nanjing metropolitan area (NMA) from 2013 to 2020. It analyzes the evolution of network structures and applies the Multiple Regression Quadratic Assignment Procedure to discern the proximity mechanisms driving the urban innovation networks’ evolution in NMA. The main findings are as follows: (1) The knowledge collaborations within NMA cities remain largely confined to cities within Jiangsu province, whereas the technological collaborations are shifting from intra-province to cross-province cooperation. (2) Both knowledge and technological innovation networks display a “core-periphery” configuration, with Nanjing maintaining a dominant central position. The scale of the KIN surpasses that of the TIN, while the latter’s growth rate outpaces the former’s. Technological collaborations demonstrate more pronounced spillover effects than their knowledge counterparts. (3) At the metropolitan area level, organizational, social, cognitive, and technological proximities exert varying degrees of influence on innovation cooperation among different innovation entities across various years. Cognitive proximity exhibits the most substantial explanatory power. Based on these findings, the study proposes relevant policy recommendations for constructing an innovative NMA and promoting collaborative innovation development among cities within the NMA.
本研究调查了都市圈之间创新要素流动的动态,并探讨了对提升城市群创新水平和促进其发展至关重要的内在邻近机制。本研究利用合作出版和专利数据,构建了南京都市圈(NMA)从2013年到2020年的知识和技术创新网络。研究分析了网络结构的演化过程,并运用多元回归二次赋值程序,揭示了驱动南京都市圈城市创新网络演化的邻近机制。主要发现如下(1)南京市的知识合作主要局限于江苏省内城市,而技术合作则从省内合作转向跨省合作。(2) 知识创新网络和技术创新网络都呈现出 "核心-外围 "的格局,南京仍处于中心主导地位。知识创新网络的规模超过技术创新网络,而后者的增长速度超过前者。技术合作的溢出效应比知识合作更为明显。(3)在大都市区层面,组织、社会、认知和技术接近性对不同创新主体在不同年份的创新合作产生了不同程度的影响。其中,认知接近性的解释力最强。基于上述发现,本研究提出了构建创新型北马里亚纳群岛,促进北马里亚纳群岛内城市协同创新发展的相关政策建议。
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引用次数: 0
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ISPRS International Journal of Geo-Information
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