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Recently, with the rapid development of autonomous vehicles and connected vehicles, the demands of vehicular computing keep continuously growing. We notice a constant and limited onboard computational ability can hardly keep up with the…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-15 Xin Li , Yifan Dang , Tefang Chen

The safety of autonomous vehicles (AVs) depends on their ability to perform complex computations on high-volume sensor data in a timely manner. Their ability to run these computations with state-of-the-art models is limited by the…

Robotics · Computer Science 2023-08-08 Peter Schafhalter , Sukrit Kalra , Le Xu , Joseph E. Gonzalez , Ion Stoica

Cars capture and generate huge volumes of data in real-time about the driving dynamics, the environment, and the driver and passengers' activities. Due to the proliferation of cooperative, connected and automated mobility (CCAM), the value…

Computer Vision and Pattern Recognition · Computer Science 2022-04-14 Gorka Velez , Edoardo Bonetto , Daniele Brevi , Angel Martin , Gianluca Rizzi , Oscar Castañeda , Arslane Hamza Cherif , Marcos Nieto , Oihana Otaegui

The excessive amounts of data generated by devices and Internet-based sources at a regular basis constitute, big data. This data can be processed and analyzed to develop useful applications for specific domains. Several mathematical and…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-12-15 Samiya Khan , Kashish Ara Shakil , Mansaf Alam

In recent years, vehicles became able to establish connections with other vehicles and infrastructure units that are located in the roadside. In the near future, the vehicular network will be expanded to include the communication between…

Information Theory · Computer Science 2019-01-07 Aljawharah Alnasser , Hongjian Sun , Jing Jiang

Computing has passed through many transformations since the birth of the first computing machines. Developments in technology have resulted in the availability of fast and inexpensive processors, and progresses in communication technology…

Distributed, Parallel, and Cluster Computing · Computer Science 2009-11-24 Sabu M. Thampi

With the advent of Intelligent Transportation Systems (ITS), data from diverse sensors either embedded into the vehicles or present along with the smart city infrastructure, are of utmost importance and require both processing power and…

Networking and Internet Architecture · Computer Science 2020-12-02 Anderson Queiroz , Eduardo Oliveira , Maria Barbosa , Kelvin Dias

Cloud computing is a complex infrastructure of software, hardware, processing, and storage that is available as a service. Cloud computing offers immediate access to large numbers of the world's most sophisticated supercomputers and their…

Cryptography and Security · Computer Science 2013-03-07 Sugata Sanyal , Parthasarathy P. Iyer

To operate intelligent vehicular applications such as automated driving, machine learning, artificial intelligence and other mechanisms are used to abstract from information what is commonly referred to as knowledge. Defined as a state of…

Networking and Internet Architecture · Computer Science 2020-06-01 Duncan Deveaux , Takamasa Higuchi , Seyhan Uçar , Jérôme Härri , Onur Altintas

Internet of vehicles is a promising area related to D2D communication and internet of things. We present a novel perspective for vehicular communications, social vehicle swarms, to study and analyze socially aware internet of vehicles with…

Computers and Society · Computer Science 2018-10-30 Yue Zhang , Fang Tian , Bin Song , Xiaojiang Du

This report investigates the history and impact of Generative Models and Connected and Automated Vehicles (CAVs), two groundbreaking forces pushing progress in technology and transportation. By focusing on the application of generative…

Machine Learning · Computer Science 2026-04-22 Bo Shu , Yiting Zhang , Saisai Hu , Dong Shu

While the automotive industry is currently facing a contest among different communication technologies and paradigms about predominance in the connected vehicles sector, the diversity of the various application requirements makes it…

Networking and Internet Architecture · Computer Science 2019-07-09 Benjamin Sliwa , Johannes Pillmann , Maximilian Klaß , Christian Wietfeld

Autonomous vehicles (AVs) are evolving into mobile computing platforms, equipped with powerful processors and diverse sensors that generate massive heterogeneous data, for example 14 TB per day. Supporting emerging third-party applications…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-26 Yuxin Wang , Yuankai He , Weisong Shi

In this paper, we propose a design for novel and experimental cloud computing systems. The proposed system aims at enhancing computational, communicational and annalistic capabilities of road navigation services by merging several…

Networking and Internet Architecture · Computer Science 2014-12-22 Karim Hammoudi , Nabil Ajam , Mohamed Kasraoui , Fadi Dornaika , Karan Radhakrishnan , Karthik Bandi , Qing Cai , Sai Liu

New paradigm shifts and 6G technological revolution in vehicular services have emerged toward unmanned driving, automated transportation, and self-driving vehicles. As the technology for autonomous vehicles becomes mature, real challenges…

Networking and Internet Architecture · Computer Science 2021-03-29 Shih-Chun Lin , Kwang-Cheng Chen , Ali Karimoddini

Edge computing (EC) consists of deploying computation resources close to the users, thus enabling low-latency applications, such as augmented reality and online gaming. However, large-scale deployment of edge nodes can be highly impractical…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-10 Rosario Patanè , Nadjib Achir , Andrea Araldo , Lila Boukhatem

While privacy concerns entice connected and automated vehicles to incorporate on-board federated learning (FL) solutions, an integrated vehicle-to-everything communication with heterogeneous computation power aware learning platform is…

Nowadays, with the widespread of smartphones and other portable gadgets equipped with a variety of sensors, data is ubiquitous available and the focus of machine learning has shifted from being able to infer from small training samples to…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-07-07 Radu Cristian Ionescu

Contemporary connected vehicles host numerous applications, such as diagnostics and navigation, and new software is continuously being developed. However, the development process typically requires offline batch processing of large data…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-17 Adrian Nilsson , Simon Smith , Jonas Hagmar , Magnus Önnheim , Mats Jirstrand

Nowadays companies are increasingly adopting the technology ofcloud computing. This technology is subject to a lot of research and continuousadvances are made. The use of cloud computing in the companies advantagessuch as: reducing costs,…

Cryptography and Security · Computer Science 2020-01-24 Leila Beldjezzar , Abdelhafid Zitouni , Mahieddine Djoudi , Beldjezzar Leila , Zitouni Abdelhafid , Djoudi Mahieddine