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This paper describes how to proficiently prevent software defects in autonomous vehicles, discover and correct defects if they are encountered, and create a higher level of assurance in the software product development phase. It also…

Software Engineering · Computer Science 2024-11-22 Sneha Sudhir Shetiya , Vikas Vyas , Shreyas Renukuntla

Formation control methods of connected and automated vehicles have been proposed to smoothly switch the structure of vehicular formations in different scenarios. In the previous research, simulations are often conducted to verify the…

Systems and Control · Electrical Eng. & Systems 2021-12-02 Mengchi Cai , Qing Xu , Chunying Yang , Jianghong Dong , Chaoyi Chen , Jiawei Wang , Jianqiang Wang , Keqiang Li

We propose a method to evaluate and improve the validity of required specifications by comparing models from different viewpoints. Inconsistencies are automatically extracted from the model in which the analyst defines the service procedure…

Software Engineering · Computer Science 2021-03-02 Hikaru Morita , Saeko Matsuura

Runtime Verification deals with the question of whether a run of a system adheres to its specification. This paper studies runtime verification in the presence of partial knowledge about the observed run, particularly where input values may…

Logic in Computer Science · Computer Science 2022-07-13 Hannes Kallwies , Martin Leucker , Cesar Sanchez

Robustness verification that aims to formally certify the prediction behavior of neural networks has become an important tool for understanding model behavior and obtaining safety guarantees. However, previous methods can usually only…

Machine Learning · Computer Science 2020-12-24 Zhouxing Shi , Huan Zhang , Kai-Wei Chang , Minlie Huang , Cho-Jui Hsieh

We present a new approach to automated scenario-based testing of the safety of autonomous vehicles, especially those using advanced artificial intelligence-based components, spanning both simulation-based evaluation as well as testing in…

Systems and Control · Electrical Eng. & Systems 2020-07-14 Daniel J. Fremont , Edward Kim , Yash Vardhan Pant , Sanjit A. Seshia , Atul Acharya , Xantha Bruso , Paul Wells , Steve Lemke , Qiang Lu , Shalin Mehta

Although models are built on the basis of some observations of reality, the concepts that derive theoretically from their definitions as well as from their characteristics and properties are not necessarily direct consequences of these…

Discrete Mathematics · Computer Science 2011-11-11 Mathilde Noual , Sylvain Sené

Proving the efficacy of certification standards

Software Engineering · Computer Science 2014-05-01 Virginie Wiels

Modern AI techniques open up ever-increasing possibilities for autonomous vehicles, but how to appropriately verify the reliability of such systems remains unclear. A common approach is to conduct safety validation based on a predefined…

Machine Learning · Computer Science 2023-10-17 Thomas Decker , Ananta R. Bhattarai , Michael Lebacher

An engineering design process may involve software modules that can executed concurrently. Concurrent modules can be very easily subject to some synchronization errors. This paper discusses verification process for such engineering…

Software Engineering · Computer Science 2017-04-24 Jerzy Mieścicki , Mikołaj Baszun , Wiktor B. Daszczuk , Bogdan D. Czejdo

The homologation of automated vehicles, being safety-critical complex systems, requires sound evidence for their safe operability. Traditionally, verification and validation activities are guided by a combination of ISO 26262 and ISO/PAS…

Software Engineering · Computer Science 2020-05-12 Christian Neurohr , Lukas Westhofen , Tabea Henning , Thies de Graaff , Eike Möhlmann , Eckard Böde

This paper discusses a model-based approach to validate software requirements in agile development processes by simulation and in particular automated testing. The use of models as central development artifact needs to be added to the…

Software Engineering · Computer Science 2014-09-24 Jewgenij Botaschanjan , Markus Pister , Bernhard Rumpe

Formal verification provides critical security assurances for neural networks, yet its practical application suffers from the long verification time. This work introduces a novel method for training verification-friendly neural networks,…

Machine Learning · Computer Science 2024-12-31 Zongxin Liu , Zhe Zhao , Fu Song , Jun Sun , Pengfei Yang , Xiaowei Huang , Lijun Zhang

Testing has become an indispensable activity of software development, yet writing good and relevant tests remains a quite challenging task. One well-known problem is that it often is impossible or unrealistic to test for every outcome, as…

Programming Languages · Computer Science 2017-08-18 Dimitri Racordon , Didier Buchs

Complex systems typically have many different parts and facets, with different characteristics. In a multi-paradigm approach to modeling, formalisms with different natures are used in combination to describe complementary parts and aspects…

Logic in Computer Science · Computer Science 2013-08-14 Marcello M. Bersani , Carlo A. Furia , Matteo Pradella , Matteo Rossi

Autonomous robots deployed in shared human environments, such as agricultural settings, require rigorous safety assurance to meet both functional reliability and regulatory compliance. These systems must operate in dynamic, unstructured…

Robotics · Computer Science 2025-10-16 Mustafa Adam , David A. Anisi , Pedro Ribeiro

This research describes the initial effort of building a prediction model for defects in system testing carried out by an independent testing team. The motivation to have such defect prediction model is to serve as early quality indicator…

Software Engineering · Computer Science 2014-01-24 Muhammad Dhiauddin Mohamed Suffian , Suhaimi Ibrahim

We propose a verified approach to the formal verification of timed properties using model-checking techniques. We focus on properties expressed using real-time specification patterns, which can be viewed as a subset of timed temporal logics…

Logic in Computer Science · Computer Science 2013-02-01 Nouha Abid , Silvano Dal Zilio , Didier Le Botlan

In the network design phase, designers typically assess the validity of the network configuration on paper. However, the interactions between devices based on network protocols can be complex, making this assessment challenging. Meanwhile,…

Networking and Internet Architecture · Computer Science 2025-11-25 Tomoya Fujita , Hikofumi Suzuki , Shinpei Ogata , Hiroaki Hashiura , Takashi Nagai , Kozo Okano

The design and development of a complex system requires an adequate methodology and efficient instrumental support in order to early detect and correct anomalies in the functional and non-functional properties of the tested protocols. Among…

Networking and Internet Architecture · Computer Science 2012-04-03 Emmanuel Lochin , Tanguy Perennou , Laurent Dairaine
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