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In this paper, task offloading from vehicles with random velocities is optimized via a novel dynamic programming framework. Particularly, in a vehicular network with multiple vehicles and base stations (BSs), computing tasks of vehicles are…

Systems and Control · Electrical Eng. & Systems 2025-09-09 Qianren Li , Yuncong Hong , Bojie Lv , Rui Wang

There is a strong devotion in the automotive industry to be part of a wider progression towards the Fifth Generation (5G) era. In-vehicle integration costs between cellular and vehicle-to-vehicle networks using Dedicated Short Range…

Networking and Internet Architecture · Computer Science 2019-09-04 Lionel Nkenyereye , Lewis Nkenyereye , S M Riazul Islam , Yoon Ho Choi , Muhammad Bilal , Jong Wook Jan

Software Defined Vehicles face an increasing computational gap as advanced algorithms and frequent software updates demand more processing power while onboard hardware remains static throughout a vehicle's 10+ year lifespan. This mismatch…

Software Engineering · Computer Science 2026-04-30 Falk Dettinger , Matthias Weiß , Baran Can Gül , Sruthi Mangala Suresh , Nasser Jazdi , Michael Weyrich

The concept of SCN offers a fast framework with universal approximation guarantee for lifelong learning of non-stationary data streams. Its adaptive scope selection property enables for proper random generation of hidden unit parameters…

Machine Learning · Computer Science 2019-12-10 Mahardhika Pratama , Dianhui Wang

The growing reliance on software in road vehicles has led to the emergence of Software-Defined Vehicles (SDV). This work analyzes SDV security and privacy through a systematic literature review complemented by an industry questionnaire…

For software-defined networking (SDN) systems, to enhance the scalability and reliability of control plane, existing solutions adopt either multi-controller design with static switch-controller associations, or static control devolution by…

Networking and Internet Architecture · Computer Science 2020-08-05 Xi Huang , Simeng Bian , Ziyu Shao , Hong Xu

Self-driving vehicles (SDVs) hold great potential for improving traffic safety and are poised to positively affect the quality of life of millions of people. To unlock this potential one of the critical aspects of the autonomous technology…

Modern configurable software systems need to learn models that correlate configuration and performance. However, when the system operates in dynamic environments, the workload variations, hardware changes, and system updates will inevitably…

Software Engineering · Computer Science 2025-09-01 Zezhen Xiang , Jingzhi Gong , Tao Chen

In the last few years, the emerging network architecture paradigm of Software-Defined Networking (SDN), has become one of the most important technology to manage large scale networks such as Vehicular Ad-hoc Networks (VANETs). Recently,…

Networking and Internet Architecture · Computer Science 2017-06-20 Ahmed Alioua , Sidi-Mohammed Senouci , Samira Moussaoui

Autonomous Vehicles (AVs) need an accurate and up-to-date representation of the environment for safe navigation. Traditional methods, which often rely on detailed environmental representations constructed offline, struggle in dynamically…

Current In-Vehicle Networks (IVNs) connect Electronic Control Units (ECUs) via domain busses. A gateway forwards messages between these domains. Automotive Ethernet emerges as a flat, high-speed backbone technology for IVNs that carries the…

Networking and Internet Architecture · Computer Science 2020-12-09 Timo Häckel , Anja Schmidt , Philipp Meyer , Franz Korf , Thomas C. Schmidt

Autonomous driving presents one of the largest problems that the robotics and artificial intelligence communities are facing at the moment, both in terms of difficulty and potential societal impact. Self-driving vehicles (SDVs) are expected…

Software-Defined Vehicles (SDVs) introduce innovative features that extend the vehicle's lifecycle through the integration of outsourced applications and continuous Over-The-Air (OTA) updates. This shift necessitates robust cybersecurity…

Cryptography and Security · Computer Science 2025-10-14 Khaoula Sghaier , Badis Hammi , Ghada Gharbi , Pierre Merdrignac , Pierre Parrend , Didier Verna

Software Defined Networking (SDN) is a novel network management technology, which currently attracts a lot of attention due to the provided capabilities. Recently, different works have been devoted to testing / verifying the (correct)…

Networking and Internet Architecture · Computer Science 2020-09-22 Igor Burdonov , Alexandre Kossachev , Nina Yevtushenko , Jorge López , Natalia Kushik , Djamal Zeghlache

Software-defined internet of vehicles (SDIoV) has emerged as a promising paradigm to realize flexible and comprehensive resource management, for next generation automobile transportation systems. In this paper, a vehicular cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-04-08 Minghui LiWang , Zhibin Gao , Seyyedali Hosseinalipour , Huaiyu Dai , Xianbin Wang

Scenario-based testing for automated driving systems (ADS) must be able to simulate traffic scenarios that rely on interactions with other vehicles. Although many languages for high-level scenario modelling have been proposed, they lack the…

The emergence of Software-Defined Vehicles (SDVs) marks a paradigm shift in the automotive industry, where software now plays a pivotal role in defining vehicle functionality, enabling rapid innovation of modern vehicles. Developing…

Software Engineering · Computer Science 2025-11-10 Quang-Dung Nguyen , Tri-Dung Tran , Thanh-Hieu Chu , Hoang-Loc Tran , Xiangwei Cheng , Dirk Slama

Networks are designed with functionality, security, performance, and cost in mind. Tools exist to check or optimize individual properties of a network. These properties may conflict, so it is not always possible to run these tools in series…

Cryptography and Security · Computer Science 2019-02-19 Timothy Curry , Devon Callahan , Benjamin Fuller , Laurent Michel

We present a new method for scaling automatic configuration of computer networks. The key idea is to relax the computationally hard search problem of finding a configuration that satisfies a given specification into an approximate objective…

Networking and Internet Architecture · Computer Science 2022-11-04 Luca Beurer-Kellner , Martin Vechev , Laurent Vanbever , Petar Veličković

Software-defined networking (SDN) is the concept of decoupling the control and data planes to create a flexible and agile network, assisted by a central controller. However, the performance of SDN highly depends on the limitations in the…

Networking and Internet Architecture · Computer Science 2017-01-06 Chen-Feng Liu , Sumudu Samarakoon , Mehdi Bennis