智慧城市交通控制中的数字孪生和三维信息建模研究综述

Zahra Rezaei, Mohammad H. Vahidnia, H. Aghamohammadi, Zahra Azizi, S. Behzadi
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引用次数: 0

摘要

近年来,智慧城市的概念已经从限制城市的物理增长发展为包括物理、社会、信息和知识基础设施在内的综合概念。截至目前,许多研究表明,智慧城市在教育、交通和娱乐领域的潜在优势,可以实现更多的可持续性、效率、优化、协作和创造力。因此,有必要研究一些技术知识和技术,以建立智慧城市并实现其服务的数字化。交通和运输管理以及其他子系统是创建智慧城市的关键组成部分之一。我们通过探索交通管理背景下的数字孪生(DT)技术和3D模型信息以及在现代世界中获取它们的需求来指定这项研究。尽管在这个领域有大量的研究,但他们中的大多数集中在不同部门的设计技术方面。在创建智能交通系统中应用DTs需要更多的细节。文献结果表明,将物联网(IoT)应用于交通领域解决了人口密集城市的交通管理问题,并在一定程度上影响了交通系统造成的空气污染的减少。主要国家正在向使用建筑信息模型(BIM)、物联网和空间数据基础设施(SDI)的集成系统和平台发展,以使城市更加智能。数字孪生技术在交通控制中的应用研究有限。其中一个原因可能是交通系统的复杂性,它涉及多个变量和不同组件之间的相互作用。为交通控制开发一个精确的数字孪生模型将需要大量的数据收集和分析,以及先进的建模技术来解释交通流的动态性。我们探讨了数字孪生在交通控制行业实施的需求,并研究了一个基于6个主要层的合适架构来部署该系统。此外,还重点介绍了DT在模拟高交通流、跟踪事故和为车辆选择最优路径等方面的特殊功能。此外,根据文献综述,结合用户生成的内容和志愿地理信息(VGI),考虑到人类作为传感器的想法,以及物联网可以成为未来的方向,以提供更准确和最新的物理环境表示,特别是在交通控制方面。结果表明,数字孪生在交通控制方面存在一定的局限性。目前的数字双胞胎只是现实世界的3D表现。同步真实世界和虚拟世界信息的困难是另一个挑战。最终,为了在城市管理中尽可能有效地应用这项技术,研究人员必须解决这些缺点。
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Digital twins and 3D information modeling in a smart city for traffic controlling: A review
The idea of a smart city has evolved in recent years from limiting the city’s physical growth to a comprehensive idea that includes physical, social, information, and knowledge infrastructure. As of right now, many studies indicate the potential advantages of smart cities in the fields of education, transportation, and entertainment to achieve more sustainability, efficiency, optimization, collaboration, and creativity. So, it is necessary to survey some technical knowledge and technology to establish the smart city and digitize its services. Traffic and transportation management, together with other subsystems, is one of the key components of creating a smart city. We specify this research by exploring digital twin (DT) technologies and 3D model information in the context of traffic management as well as the need to acquire them in the modern world. Despite the abundance of research in this field, the majority of them concentrate on the technical aspects of its design in diverse sectors. More details are required on the application of DTs in the creation of intelligent transportation systems. Results from the literature indicate that implementing the Internet of Things (IoT) to the scope of traffic addresses the traffic management issues in densely populated cities and somewhat affects the air pollution reduction caused by transportation systems. Leading countries are moving towards integrated systems and platforms using Building Information Modelling (BIM), IoT, and Spatial Data Infrastructure (SDI) to make cities smarter. There has been limited research on the application of digital twin technology in traffic control. One reason for this could be the complexity of the traffic system, which involves multiple variables and interactions between different components. Developing an accurate digital twin model for traffic control would require a significant amount of data collection and analysis, as well as advanced modeling techniques to account for the dynamic nature of traffic flow. We explore the requirements for the implementation of the digital twin in the traffic control industry and a proper architecture based on 6 main layers is investigated for the deployment of this system. In addition, an emphasis on the particular function of DT in simulating high traffic flow, keeping track of accidents, and choosing the optimal path for vehicles has been reviewed. Furthermore, incorporating user-generated content and volunteered geographic information (VGI), considering the idea of the human as a sensor, together with IoT can be a future direction to provide a more accurate and up-to-date representation of the physical environment, especially for traffic control, according to the literature review. The results show there are some limitations in digital twins for traffic control. The current digital twins are only a 3D representation of the real world. The difficulty of synchronizing real and virtual world information is another challenge. Eventually, in order to employ this technology as effectively as feasible in urban management, the researchers must address these drawbacks.
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