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Comprehensive and efficient validation of connected and automated vehicles (CAVs) is critical prior to real-world deployment. While simulation-based testing offers scalability, existing approaches often lack seamless integration with real…

Robotics · Computer Science 2026-05-20 Kanglong Quan , Zhebing Xia , Linfeng Jiang , Hao Yu , Ziheng Qiao , Dapeng Dong , Dongyao Jia

Simulation is an integral part in the process of developing autonomous vehicles and advantageous for training, validation, and verification of driving functions. Even though simulations come with a series of benefits compared to real-world…

Computer Vision and Pattern Recognition · Computer Science 2023-08-01 Ferdinand Mütsch , Helen Gremmelmaier , Nicolas Becker , Daniel Bogdoll , Marc René Zofka , J. Marius Zöllner

Increasing the implemented SAE level of autonomy in road vehicles requires extensive simulations and verifications in a realistic simulation environment before proving ground and public road testing. The level of detail in the simulation…

Robotics · Computer Science 2023-06-02 Mustafa Ridvan Cantas , Levent Guvenc

Simulation testing is a fundamental approach for evaluating automated vehicles (AVs). To ensure its reliability, it is crucial to accurately replicate interactions between AVs and background traffic, which necessitates effective…

Robotics · Computer Science 2025-12-19 Jia Hu , Junqi Li , Xuerun Yan , Jintao Lai , Lianhua An

Industrial cyber-physical systems are hybrid systems with strict safety requirements. Despite not having a formal semantics, most of these systems are modeled using Stateflow/Simulink for mainly two reasons: (1) it is easier to model, test,…

Logic in Computer Science · Computer Science 2018-06-26 Nima Roohi , Ramneet Kaur , James Weimer , Oleg Sokolsky , Insup Lee

As a part of the digital transformation, we interact with more and more intelligent gadgets. Today, these gadgets are often mobile devices, but in the advent of smart cities, more and more infrastructure---such as traffic and buildings---in…

Software Engineering · Computer Science 2020-12-17 Francesco Concas , Jukka K. Nurminen , Tommi Mikkonen , Sasu Tarkoma

In this paper we promote introducing software verification and control flow graph similarity measurement in automated evaluation of students' programs. We present a new grading framework that merges results obtained by combination of these…

Artificial Intelligence · Computer Science 2012-07-02 Milena Vujosevic-Janicic , Mladen Nikolic , Dusan Tosic , Viktor Kuncak

This paper presents an implementation of a smart power system using inter-device communication and supervisory control through Simulink integrated with the physical system. This control includes features of real-time control, load…

Systems and Control · Electrical Eng. & Systems 2019-07-09 Muhammad Sarwar , Anas Ramzan , Muhammad Usman Naseer , Bilal Asad

Simulation workflow is a top-level model for the design and control of simulation process. It connects multiple simulation components with time and interaction restrictions to form a complete simulation system. Before the construction and…

Machine Learning · Computer Science 2022-07-12 Zhuqing Liu , Liyuanjun Lai , Lin Zhang

Renewables are key enablers for the realization of a sustainable energy supply but grid operators and energy utilities have to mange their intermittent behavior and limited storage capabilities by ensuring the security of supply and power…

Systems and Control · Computer Science 2018-12-27 Marcel Otte , Fabian Leimgruber , Roland Bründlinger , Sebastian Rohjans , Aadil Latif , Thomas I. Strasser

Current autonomous vehicle (AV) simulators are built to provide large-scale testing required to prove capabilities under varied conditions in controlled, repeatable fashion. However, they have certain failings including the need for user…

Robotics · Computer Science 2021-09-27 Arpan Kusari , Pei Li , Hanzhi Yang , Nikhil Punshi , Mich Rasulis , Scott Bogard , David J. LeBlanc

Developing and testing algorithms for autonomous vehicles in real world is an expensive and time consuming process. Also, in order to utilize recent advances in machine intelligence and deep learning we need to collect a large amount of…

Robotics · Computer Science 2017-07-19 Shital Shah , Debadeepta Dey , Chris Lovett , Ashish Kapoor

Robotics simulation plays an important role in the design, development, and verification and validation of robotic systems. Recent studies have shown that simulation may be used as a cheaper, safer, and more reliable alternative to manual,…

Robotics · Computer Science 2020-04-17 Afsoon Afzal , Deborah S. Katz , Claire Le Goues , Christopher S. Timperley

Current imitation learning approaches, predominantly based on deep neural networks (DNNs), offer efficient mechanisms for learning driving policies from real-world datasets. However, they suffer from inherent limitations in interpretability…

Machine Learning · Computer Science 2025-12-22 Iman Sharifi , Mustafa Yildirim , Saber Fallah

This paper demonstrates the integration model-based design approaches or vehicle control, with validation in a freely available open-source simulator. Continued interest in autonomous vehicles and their deployment is driven by the potential…

Robotics · Computer Science 2023-01-18 Rahul Bhadani , Jonathan Sprinkle

Organizations that develop software have recognized that software process models are particularly useful for maintaining a high standard of quality. In the last decade, simulations of software processes were used in several settings and…

Software Engineering · Computer Science 2014-02-24 Holger Neu , Thomas Hanne , Jürgen Münch , Stefan Nickel , Andreas Wirsen

Imitation learning (IL) enables robots to acquire skills quickly by transferring expert knowledge, which is widely adopted in reinforcement learning (RL) to initialize exploration. However, in long-horizon motion planning tasks, a…

Robotics · Computer Science 2021-03-30 Sha Luo , Hamidreza Kasaei , Lambert Schomaker

Modern vehicles become increasingly digitalized with advanced information technology-based solutions like advanced driving assistance systems and vehicle-to-x communications. These systems are complex and interconnected. Rising complexity…

Scientific applications consist of large and computationally-intensive loops. Dynamic loop scheduling (DLS) techniques are used to load balance the execution of such applications. Load imbalance can be caused by variations in loop iteration…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-07-16 Ali Mohammed , Florina M. Ciorba

Self-adaptive software systems (SASS) are equipped with feedback loops to adapt autonomously to changes of the software or environment. In established fields, such as embedded software, sophisticated approaches have been developed to…

Software Engineering · Computer Science 2018-05-22 Joachim Hänsel , Thomas Vogel , Holger Giese