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Simulation is a crucial step in ensuring accurate, efficient, and realistic Connected and Autonomous Vehicles (CAVs) testing and validation. As the adoption of CAV accelerates, the integration of real-world data into simulation environments…

Robotics · Computer Science 2024-09-27 Junwei You , Pei Li , Yang Cheng , Keshu Wu , Rui Gan , Steven T. Parker , Bin Ran

In recent years, Cellular-Vehicle-to-Everything (CV2X) has been an emerging area of interest attracting both the industry and academy societies to develop, which is also a prominent emerging service for the next generation of the cellular…

Networking and Internet Architecture · Computer Science 2019-04-18 Donglin Wang , Raja R. Sattiraju , Andreas Weinand , Hans D. Schotten

Vehicle-to-everything (V2X) communications is a concept that has been around for the past decade. It involves communication between vehicles and other types of infrastructure. This application is exceptionally useful for emergency services…

Signal Processing · Electrical Eng. & Systems 2021-05-04 Victor Obi , Seungmo Kim

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.…

Networking and Internet Architecture · Computer Science 2021-01-19 Ghayoor Shah , MD Saifuddin , Yaser P. Fallah , Somak Datta Gupta

Connectivity and automation are increasingly getting importance in the automotive industry, which is observing a radical change from vehicles driven by humans to fully automated and remotely controlled ones. The test and validation of all…

Networking and Internet Architecture · Computer Science 2021-05-28 Babak Mafakheri , Pierpaolo Gonnella , Alessandro Bazzi , Barbara Mavi Masini , Michele Caggiano , Roberto Verdone

Ensuring the safe and efficient operation of CAVs relies heavily on the software framework used. A software framework needs to ensure real-time properties, reliable communication, and efficient resource utilization. Furthermore, a software…

Multiagent Systems · Computer Science 2025-05-07 David Klüner , Simon Schäfer , Lucas Hegerath , Jianye Xu , Julius Kahle , Hazem Ibrahim , Alexandru Kampmann , Bassam Alrifaee

As self-driving cars increasingly penetrate our daily lives, vehicle-to-everything (V2X) communications are emerging as one of the key enabler technologies. However, the dynamicity of vehicles (one of whose causes is the mobility of…

Systems and Control · Electrical Eng. & Systems 2024-01-30 Dhruba Sunuwar , Seungmo Kim

Stochastic simulators are an indispensable tool in many branches of science. Often based on first principles, they deliver a series of samples whose distribution implicitly defines a probability measure to describe the phenomena of…

Data Analysis, Statistics and Probability · Physics 2022-01-19 Chris Pollard , Philipp Windischhofer

Scenario-based testing using simulations is a cornerstone of Autonomous Vehicles (AVs) software validation. So far, developers needed to choose between low-fidelity 2D simulators to explore the scenario space efficiently, and high-fidelity…

Robotics · Computer Science 2025-05-21 Marc Kaufeld , Korbinian Moller , Alessio Gambi , Paolo Arcaini , Johannes Betz

Calibration and validation techniques are crucial in assessing the descriptive and predictive power of car-following models and their suitability for analyzing traffic flow. Using real and generated floating-car and trajectory data, we…

Physics and Society · Physics 2014-03-21 Martin Treiber , Arne Kesting

Recent advancements in V2X communications have greatly increased the flexibility of the physical and medium access control (MAC) layers. This increases the complexity when investigating the system from a network perspective to evaluate the…

Networking and Internet Architecture · Computer Science 2022-10-25 Wu Zhuofei , Stefania Bartoletti , Vincent Martinez , Alessandro Bazzi

At the time of the development, standardization, and further improvement are vital to the modern cellular systems such as the next generation wireless communication (5G). Simulations are essential to test and optimize algorithms and…

Signal Processing · Electrical Eng. & Systems 2019-07-11 Wang Donglin , Raja R. Sattiraju , Qiu Anjie , Sanket Partani , Hans D. Schotten

The provision of reliable and efficient communication is a key requirement for the deployment of autonomous cars as well as for future Intelligent Transportation Systems (ITSs) in smart cities. Novel communications technologies will have to…

Networking and Internet Architecture · Computer Science 2018-02-22 Benjamin Sliwa , Johannes Pillmann , Fabian Eckermann , Lars Habel , Michael Schreckenberg , Christian Wietfeld

Virtual testing has emerged as an effective approach to accelerate the deployment of automated driving systems. Nevertheless, existing simulation toolchains encounter difficulties in integrating rapid, automated scenario generation with…

Robotics · Computer Science 2025-07-10 Dong Bi , Yongqi Zhao , Zhengguo Gu , Tomislav Mihalj , Jia Hu , Arno Eichberger

The rapid growth of connected and automated vehicle (CAV) solutions have made a significant impact on the safety of intelligent transportation systems. However, similar to any other emerging technology, thorough testing and evaluation…

Networking and Internet Architecture · Computer Science 2019-06-20 Ghayoor Shah , Rodolfo Valiente , Nitish Gupta , S M Osman Gani , Behrad Toghi , Yaser P. Fallah , Somak Datta Gupta

Compute and memory constraints have historically prevented traffic simulation software users from fully utilizing the predictive models underlying them. When calibrating car-following models, particularly, accommodations have included 1)…

Machine Learning · Statistics 2019-08-08 Franklin Abodo , Andrew Berthaume , Stephen Zitzow-Childs , Leonardo Bobadilla

Communication between devices in avionics systems must be predictable and deterministic, and data must be delivered reliably. To help the system architects comply with these requirements, network protocol standards like ARINC 429 and AFDX…

Networking and Internet Architecture · Computer Science 2018-05-24 Rafael Scarduelli , Pierre-Alain Bourdil , Silvano Dal Zilio , Didier Le Botlan , P. -A Bourdil

Simulators are a critical component of modern robotics research. Strategies for both perception and decision making can be studied in simulation first before deployed to real world systems, saving on time and costs. Despite significant…

Machine Learning · Computer Science 2020-11-19 Bhairav Mehta , Ankur Handa , Dieter Fox , Fabio Ramos

Autonomous vehicles, on the ground and in the air, are the next big evolution in human mobility. While autonomous driving in highway scenarios is already possible using only the vehicles sensors, the complex scenarios of big cities with all…

Networking and Internet Architecture · Computer Science 2019-07-24 Fabian Eckermann , Moritz Kahlert , Christian Wietfeld

Neural networks solving real-world problems are often required not only to make accurate predictions but also to provide a confidence level in the forecast. The calibration of a model indicates how close the estimated confidence is to the…

Neural and Evolutionary Computing · Computer Science 2023-03-21 Ruslan Vasilev , Alexander D'yakonov
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