首页|视觉端边云融合架构:面向超级智慧城市群演进的关键技术

视觉端边云融合架构:面向超级智慧城市群演进的关键技术

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随着城市化建设进程的加速,超级智慧城市群的新格局正在形成,物联网、人工智能和大数据等技术正快速渗透至城市信息基础设施的建设,使智慧城市形成极具前景的新兴交叉研究领域。然而现有智慧城市解决方案通常是面向不同城市的定制化方案,在实际应用中缺乏对城市运行状态全面智能感知和多区域协同能力。本文提出了视觉端边云融合的架构,用于智慧城市群的协同发展。首先,将推动智慧城市信息基础设施的新质生产力凝练出算力、运力、数力、智力、视力的新五维特征。之后,通过构建层次化的城市内和城市间视觉端边云架构,解决数据互通瓶颈并助力打破城市间的信息孤岛,提升整体系统的灵活性和可靠性。同时,本文还提出了特征重构的资源共享技术、面向大规模群体的跨域协同优化技术、以及面向复杂城市网络的持续演化的关键技术,从而实现城市智慧连接,形成共通、共享、共赢的新型城市网络架构,以支持智慧城市群通过视觉数据进行跨场景、精准、动态实时的计算。本文旨在为智慧城市群的发展提供一个全面的技术架构和解决方案,以支撑超级智慧城市群的协同演进,推动智慧城市群的智能化进程。
Visual end-edge-cloud fusion architecture:key technologies of future super metropolitan clusters
The super metropolitan cluster is rising with the acceleration of urbanization.Technologies such as the Internet of Things,artificial intelligence,and big data are rapidly permeating the construction of city infrastructure,making smart cities a promising new field of interdisciplinary research.However,existing smart city solutions are typically customized for individual cities and lack a comprehensive intelligent perception of city operation and multi-regional coordination capabilities in practical applications.This paper proposes a visual end-edge-cloud(E2C)fusion architecture for the collaborative development of smart city clusters.Firstly,the new quality productive forces promoting the information infrastructure of smart cities are distilled into five-dimensional features:computability,transmission-utility,data-utility,intelligence-utility,and vision-utility.By constructing a hierarchical visual end-edge-cloud architecture among cities and intercity connectivity,the proposed solution addresses data interworking bottlenecks and breaks down intercity information islands,enhancing the flexibility and reliability of comprehensive systems.Additionally,feature-reconstruction-based resource-sharing techniques,cross-domain collaborative optimization for large-scale groups,and evolving complex city networks are introduced.These innovations enable intelligent connectivity among city clusters,forming a city-network architecture characterized by interworking,commonality,and sharing.This architecture supports smart city clusters in performing cross-scenario,precise,and real-time dynamic computations using visual data.This paper aims to provide a comprehensive technical architecture and solution for the development of smart city clusters to support the coordinated evolution of super metropolitan clusters.

visual end-edge-cloudend-edge-cloud systemsmart city clustersintelligent systemvisual computing

纪雯、杨哲铭、王智、郭斌、沈博

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中国科学院计算技术研究所,北京 100190

鹏城实验室,深圳 518055

中国科学院大学计算机科学与技术学院,北京 100049

清华大学深圳国际研究生院,深圳 518055

西北工业大学计算机学院,西安 710072

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视觉端边云 端边云系统 智慧城市群 智能系统 视觉计算

2024

中国科学F辑
中国科学院,国家自然科学基金委员会

中国科学F辑

CSTPCD北大核心
影响因子:1.438
ISSN:1674-5973
年,卷(期):2024.54(11)