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Abstract Simulation platforms facilitate the development of emerging cyber-physical systems (CPS) like self-driving cars (SDC) because they are more efficient and less dangerous than field operational tests. Despite this, thoroughly testing…

Software Engineering · Computer Science 2021-11-09 Sajad Khatiri , Christian Birchler , Bill Bosshard , Alessio Gambi , Sebastiano Panichella

This paper presents a new state space generation approach for dynamic fault trees (DFTs) together with a technique to synthesise failures rates in DFTs. Our state space generation technique aggressively exploits the DFT structure ---…

Software Engineering · Computer Science 2019-03-14 Matthias Volk , Sebastian Junges , Joost-Pieter Katoen

Regression testing in software development checks if new software features affect existing ones. Regression testing is a key task in continuous development and integration, where software is built in small increments and new features are…

Software Engineering · Computer Science 2024-02-06 Alina Torbunova , Per Erik Strandberg , Ivan Porres

Unit testing is critical to the software development process, ensuring the correctness of basic programming units in a program (e.g., a method). Search-based software testing (SBST) is an automated approach to generating test cases. SBST…

Software Engineering · Computer Science 2024-01-05 Zhichao Zhou , Yuming Zhou , Chunrong Fang , Zhenyu Chen , Xiapu Luo , Jingzhu He , Yutian Tang

Research software refers to software development tools that accelerate discovery and simplifies access to digital infrastructures. However, although research software platforms can be built increasingly more innovative and powerful than…

Software Engineering · Computer Science 2018-12-27 Doug Mulholland , Paulo Alencar , Donald Cowan

Docker has gained attention as a lightweight container-based virtualization platform. The process for building a Docker image is defined in a text file called a Dockerfile. A Dockerfile can be considered as a kind of source code that…

Software Engineering · Computer Science 2025-04-28 Yuki Goto , Shinsuke Matsumoto , Shinji Kusumoto

Test-based automated program repair has been a prolific field of research in software engineering in the last decade. Many approaches have indeed been proposed, which leverage test suites as a weak, but affordable, approximation to program…

A new approach for enhancing the process-variation tolerance of digital circuits is described. We extend recent advances in statistical timing analysis into an optimization framework. Our objective is to reduce the performance variance of a…

Hardware Architecture · Computer Science 2011-11-09 Osama Neiroukh , Xiaoyu Song

With the accelerating development of quantum technologies and their growing computational potential, quantum systems are being adapted for simulations and other critical tasks across diverse domains, making the reliability of the…

Software Engineering · Computer Science 2026-05-06 Maryse Ernzer , Seung Yeob Shin , Fabrizio Pastore , Domenico Bianculli

The SOTIF standard (ISO 21448) requires scenario-based testing to verify and validate Advanced Driver Assistance Systems and Automated Driving Systems but does not suggest any practical way to do so effectively and efficiently. Existing…

Software Engineering · Computer Science 2023-08-15 Lukas Birkemeyer , Julian Fuchs , Alessio Gambi , Ina Schaefer

Accurately evaluating model performance is crucial for deploying machine learning systems in real-world applications. Traditional methods often require a sufficiently large labeled test set to ensure a reliable evaluation. However, in many…

Machine Learning · Computer Science 2025-11-04 Hai Hoang Thanh , Duy-Tung Nguyen , Hung The Tran , Khoat Than

Agent-based models play an important role in simulating complex emergent phenomena and supporting critical decisions. In this context, a software fault may result in poorly informed decisions that lead to disastrous consequences. The…

Software Engineering · Computer Science 2021-03-19 Andrew G. Clark , Neil Walkinshaw , Robert M. Hierons

We study automated test generation for verifying discrete decision-making modules in autonomous systems. We utilize linear temporal logic to encode the requirements on the system under test in the system specification and the behavior that…

Automated software testing has significant potential to enhance efficiency and reliability within software development processes. However, its broader adoption faces considerable challenges, particularly concerning alignment between test…

Software Engineering · Computer Science 2025-08-26 Fanyu Wang , Chetan Arora , Chakkrit Tantithamthavorn , Kaicheng Huang , Aldeida Aleti

Automated test case generation is an effective technique to yield high-coverage test suites. While the majority of research effort has been devoted to satisfying coverage criteria, a recent trend emerged towards optimizing other…

Software Engineering · Computer Science 2019-11-11 Giovanni Grano , Christoph Laaber , Annibale Panichella , Sebastiano Panichella

Simulation-based verification is beneficial for assessing otherwise dangerous or costly on-road testing of autonomous vehicles (AV). This paper addresses the challenge of efficiently generating effective tests for simulation-based AV…

Multiagent Systems · Computer Science 2020-08-31 Greg Chance , Abanoub Ghobrial , Severin Lemaignan , Tony Pipe , Kerstin Eder

Scenario generation is one of the essential steps in scenario-based testing and, therefore, a significant part of the verification and validation of driver assistance functions and autonomous driving systems. However, the term scenario…

Robotics · Computer Science 2023-07-25 Barbara Schütt , Joshua Ransiek , Thilo Braun , Eric Sax

Applying software defect esimation techniques and presenting this information in a compact and impactful decision table can clearly illustrate to collaborative groups how critical this position is in the overall development cycle. The Test…

Software Engineering · Computer Science 2007-11-13 James Cusick

Software testing is a critical element of software quality assurance and represents the ultimate review of specification, design and coding. Software testing is the process of testing the functionality and correctness of software by running…

Software Engineering · Computer Science 2010-01-26 S. S. Riaz Ahamed

Generating tests that can reveal performance issues in large and complex software systems within a reasonable amount of time is a challenging task. On one hand, there are numerous combinations of input data values to explore. On the other…

Software Engineering · Computer Science 2021-04-07 Ali Sedaghatbaf , Mahshid Helali Moghadam , Mehrdad Saadatmand