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Understanding and modeling human mobility patterns is crucial for effective transportation planning and urban development. Despite significant advances in mobility research, there remains a critical gap in simulation platforms that allow…

人工智能 · 计算机科学 2025-06-30 Yifan Liu , Xishun Liao , Haoxuan Ma , Jonathan Liu , Rohan Jadhav , Jiaqi Ma

Testing cloud-controlled intelligent connected vehicles (ICVs) requires simulation environments that faithfully emulate both vehicle behavior and realistic communication latencies. This paper proposes a latency-aware co-simulation platform…

Smart mobility becomes paramount for meeting net-zero targets. However, autonomous, self-driving and electric vehicles require more than ever before an efficient, resilient and trustworthy computational offloading backbone that expands…

分布式、并行与集群计算 · 计算机科学 2023-07-24 Zeinab Nezami , Evangelos Pournaras , Amir Borzouie , Jie Xu

This paper introduces our Cyber-Physical Mobility Lab (CPM Lab). It is an open-source development environment for networked and autonomous vehicles with focus on networked decision-making, trajectory planning, and control. The CPM Lab hosts…

As the foundation of closed-loop training and evaluation in autonomous driving, traffic simulation still faces two fundamental challenges: covariate shift introduced by open-loop imitation learning and limited capacity to reflect the…

机器人学 · 计算机科学 2026-02-03 Keyu Chen , Wenchao Sun , Hao Cheng , Zheng Fu , Sifa Zheng

Micromobility, which utilizes lightweight mobile machines moving in urban public spaces, such as delivery robots and mobility scooters, emerges as a promising alternative to vehicular mobility. Current micromobility depends mostly on human…

计算机视觉与模式识别 · 计算机科学 2025-05-02 Wayne Wu , Honglin He , Chaoyuan Zhang , Jack He , Seth Z. Zhao , Ran Gong , Quanyi Li , Bolei Zhou

Simulation is widely adopted in the study of modern computer networks. In this context, OMNeT++ provides a set of very effective tools that span from the definition of the network, to the automation of simulation execution and quick result…

性能 · 计算机科学 2016-09-16 Antonio Virdis , Carlo Vallati , Giovanni Nardini

A cooperative intelligent transport system (C-ITS) uses vehicle-to-everything (V2X) technology to make self-driving vehicles safer and more efficient. Current C-ITS applications have mainly focused on real-time information sharing, such as…

机器人学 · 计算机科学 2021-07-15 Masaya Mizutani , Manabu Tsukada , Hiroshi Esaki

In the research of Intelligent Transportation Systems (ITS), traffic simulation is a key procedure for the evaluation of new methods and optimization of strategies. However, existing traffic simulation systems face two challenges. First,…

分布式、并行与集群计算 · 计算机科学 2024-05-22 Jun Zhang , Wenxuan Ao , Junbo Yan , Can Rong , Depeng Jin , Wei Wu , Yong Li

In this paper, we propose a cross-layer extension for the INETMANET framework of OMNeT++, which utilizes mobility control knowledge to enhance the forwarding of routing messages. The well-known mobility meta-model from Reynolds is used to…

网络与互联网体系结构 · 计算机科学 2016-09-20 Benjamin Sliwa , Christoph Ide , Christian Wietfeld

Reinforcement learning for traffic signal control is bottlenecked by simulators: training in SUMO takes hours, reproducing results often requires days of platform-specific setup, and the slow iteration cycle discourages the multi-seed…

系统与控制 · 电气工程与系统科学 2026-02-26 Haoran Su , Hanxiao Deng

Intelligent transportation systems (ITSs) and other smart-city technologies are increasingly advancing in capability and complexity. While simulation environments continue to improve, their fidelity and ease of use can quickly degrade as…

物理与社会 · 物理学 2019-07-31 Adam Morrissett , Roja Eini , Mostafa Zaman , Nasibeh Zohrabi , Sherif Abdelwahed

Conducting real road testing for autonomous driving algorithms can be expensive and sometimes impractical, particularly for small startups and research institutes. Thus, simulation becomes an important method for evaluating these…

Future automotive applications ranging from advanced driver assistance to autonomous driving will largely increase demands on in-vehicular networks. Data flows of high bandwidth or low latency requirements, but in particular many additional…

网络与互联网体系结构 · 计算机科学 2018-08-10 Philipp Meyer , Franz Korf , Till Steinbach , Thomas C. Schmidt

One of the main purposes of discrete event simulators such as OMNeT++ is to test new algorithms or protocols in realistic environments. These often need to be benchmarked against optimal/theoretical results obtained by running commercial…

网络与互联网体系结构 · 计算机科学 2015-09-14 Antonio Virdis

Traffic simulation is important for transportation optimization and policy making. While existing simulators such as SUMO and MATSim offer fully-featured platforms and utilities, users without too much knowledge about these platforms often…

人工智能 · 计算机科学 2025-12-25 Yuwei Du , Jun Zhang , Jie Feng , Zhicheng Liu , Jian Yuan , Yong Li

The quest for safer and more efficient transportation through cooperative, connected and automated mobility (CCAM) calls for realistic performance analysis tools, especially with respect to wireless communications. While the simulation of…

网络与互联网体系结构 · 计算机科学 2024-05-01 Gabriele Gemmi , Pedram Johari , Paolo Casari , Michele Polese , Tommaso Melodia , Michele Segata

Cooperative autonomous driving, which extends vehicle autonomy by enabling real-time collaboration between vehicles and smart roadside infrastructure, remains a challenging yet essential problem. However, none of the existing testbeds…

机器人学 · 计算机科学 2025-11-17 Hyunchul Bae , Eunjae Lee , Jehyeop Han , Minhee Kang , Jaehyeon Kim , Junggeun Seo , Minkyun Noh , Heejin Ahn

With the rapid growth of urban transportation and the continuous progress in autonomous driving, a demand for robust benchmarking autonomous driving algorithms has emerged, calling for accurate modeling of large-scale urban traffic…

机器人学 · 计算机科学 2025-02-14 Yuheng Zhang , Tianjian Ouyang , Fudan Yu , Lei Qiao , Wei Wu , Jingtao Ding , Jian Yuan , Yong Li

Vehicle-to-Everything (V2X) communication has become an integral component of Intelligent Transportation Systems (ITS) due to its ability to connect vehicles, pedestrians, infrastructure, and create situational awareness among vehicles.…

网络与互联网体系结构 · 计算机科学 2021-01-19 Ghayoor Shah , MD Saifuddin , Yaser P. Fallah , Somak Datta Gupta