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相关论文: Harnessing Digital Twin Technology for Adaptive Tr…

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A transportation digital twin represents a digital version of a transportation physical object or process, such as a traffic signal controller, and thereby a two-way real-time data exchange between the physical twin and digital twin. This…

物理与社会 · 物理学 2023-07-04 Sagar Dasgupta , Mizanur Rahman , Abhay D. Lidbe , Weike Lu , Steven Jones

This research introduces an innovative method for adaptive traffic signal control (ATSC) through the utilization of multi-objective deep reinforcement learning (DRL) techniques. The proposed approach aims to enhance control strategies at…

机器学习 · 计算机科学 2024-08-05 Shahin Mirbakhsh , Mahdi Azizi

This paper introduces an approach to harness digital twin (DT) technology in the realm of integrated sensing and communications (ISAC) in the sixth-generation (6G) Internet-of-everything (IoE) applications. We consider moving targets in a…

系统与控制 · 电气工程与系统科学 2024-08-02 Weihang Ding , Zhaohui Yang , Mingzhe Chen , Yuchen Liu , Mohammad Shikh-Bahaei

Traffic congestion has significant economic, environmental, and social ramifications. Intersection traffic flow dynamics are influenced by numerous factors. While microscopic traffic simulators are valuable tools, they are computationally…

机器学习 · 计算机科学 2024-05-03 Nooshin Yousefzadeh , Rahul Sengupta , Yashaswi Karnati , Anand Rangarajan , Sanjay Ranka

With the emerging connected-vehicle technologies and smart roads, the need for intelligent adaptive traffic signal controls is more than ever before. This paper proposes a novel Economic-driven Adaptive Traffic Signal Control (eATSC) model…

多智能体系统 · 计算机科学 2022-10-04 Shan Jiang , Yufei Huang , Mohsen Jafari , Mohammad Jalayer

This article outlines a new framework of traffic light optimization through a digital twin of the transport infrastructure, managed by agentic AI to ensure real-time autonomous decisions. The framework relies on physical sensors and edge…

人工智能 · 计算机科学 2026-05-01 Salman Jan , Toqeer Ali Syed , Shahid Kamal , Qamar Wali , Ali Akarma

Vehicle-road collaboration is a promising approach for enhancing the safety and efficiency of autonomous driving by extending the intelligence of onboard systems to smart roadside infrastructures. The introduction of digital twins (DTs),…

系统与控制 · 电气工程与系统科学 2024-10-21 Kui Wang , Kazuma Nonomura , Zongdian Li , Tao Yu , Kei Sakaguchi , Omar Hashash , Walid Saad , Changyang She , Yonghui Li

This dissertation proposes two solutions for urban traffic control in the presence of connected and automated vehicles. First a centralized platoon-based controller is proposed for the cooperative intersection management problem that takes…

机器学习 · 计算机科学 2020-12-11 Masoud Bashiri

Traffic Signal Control (TSC) aims to reduce the average travel time of vehicles in a road network, which in turn enhances fuel utilization efficiency, air quality, and road safety, benefiting society as a whole. Due to the complexity of…

计算机视觉与模式识别 · 计算机科学 2023-06-14 Junfan Lin , Yuying Zhu , Lingbo Liu , Yang Liu , Guanbin Li , Liang Lin

An adaptive traffic signal controller (ATSC) combined with a connected vehicle (CV) concept uses real-time vehicle trajectory data to regulate green time and has the ability to reduce intersection waiting time significantly and thereby…

机器学习 · 计算机科学 2022-09-12 Sagar Dasgupta , Courtland Hollis , Mizanur Rahman , Travis Atkison

Digital Twin, as an emerging technology related to Cyber-Physical Systems (CPS) and Internet of Things (IoT), has attracted increasing attentions during the past decade. Conceptually, a Digital Twin is a digital replica of a physical entity…

系统与控制 · 电气工程与系统科学 2021-05-05 Ziran Wang , Kyungtae Han , Prashant Tiwari

Digital twins (DT) have emerged as a transformative technology, enabling real-time monitoring, simulations, and predictive maintenance across various domains, though their Application in the networking domain remains underexplored. This…

软件工程 · 计算机科学 2025-12-01 D. Sree Yashaswinee , Gargie Tambe , Y. Raghu Reddy , Karthik Vaidhyanathan

Unsignalized intersections pose safety and efficiency challenges due to complex traffic flows and blind spots. In this paper, a digital twin (DT)-based cooperative driving system with roadside unit (RSU)-centric architecture is proposed for…

系统与控制 · 电气工程与系统科学 2025-09-19 Taoyuan Yu , Kui Wang , Zongdian Li , Tao Yu , Kei Sakaguchi , Walid Saad

The concept of a digital twin (DT) plays a pivotal role in the ongoing digital transformation and has achieved significant strides for various wireless applications in recent years. In particular, the field of autonomous vehicles is a…

网络与互联网体系结构 · 计算机科学 2024-01-18 Kui Wang , Tao Yu , Zongdian Li , Kei Sakaguchi , Omar Hashash , Walid Saad

Adaptive traffic signal control (ATSC) can effectively reduce vehicle travel times by dynamically adjusting signal timings but poses a critical challenge in real-world scenarios due to the complexity of real-time decision-making in dynamic…

人工智能 · 计算机科学 2025-03-19 Yuxuan Wang , Meng Long , Qiang Wu , Wei Liu , Jiatian Pi , Xinmin Yang

The digital twins (DTs) of physical systems and environments enable real-time remote tracking, control, and learning, but require low-latency transmission of updates and sensory data to maintain alignment with their physical counterparts.…

信号处理 · 电气工程与系统科学 2026-03-03 Fabio Saggese , Federico Chiariotti , Shashi Raj Pandey , Henk Wymeersch , Luca Sanguinetti , Petar Popovski

In this paper, we study a digital twin (DT)-empowered integrated sensing, communication, and computation network. Specifically, the users perform radar sensing and computation offloading on the same spectrum, while unmanned aerial vehicles…

信号处理 · 电气工程与系统科学 2023-10-27 Bin Li , Wenshuai Liu , Wancheng Xie , Ning Zhang , Yan Zhang

Traffic congestion has significant impacts on both the economy and the environment. Measures of Effectiveness (MOEs) have long been the standard for evaluating traffic intersections' level of service and operational efficiency. However, the…

机器学习 · 计算机科学 2025-05-16 Nooshin Yousefzadeh , Rahul Sengupta , Yashaswi Karnati , Anand Rangarajan , Sanjay Ranka

Digital twin (DT) technology offers transformative potential for vehicular networks, enabling high-fidelity virtual representations for enhanced safety and automation. However, seamless DT synchronization in dynamic environments faces…

The recent advancements in cloud services, Internet of Things (IoT) and Cellular networks have made cloud computing an attractive option for intelligent traffic signal control (ITSC). Such a method significantly reduces the cost of cables,…

信号处理 · 电气工程与系统科学 2020-03-09 Rusheng Zhang , Xinze Zhou , Ozan K. Tonguz
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