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Automated test generation is essential for software quality assurance, with coverage rate serving as a key metric to ensure thorough testing. Recent advancements in Large Language Models (LLMs) have shown promise in improving test…

Software Engineering · Computer Science 2026-02-26 WeiZhe Xu , Mengyu Liu , Fanxin Kong

[Context:] Model-based testing is an instrument for automated generation of test cases. It requires identifying requirements in documents, understanding them syntactically and semantically, and then translating them into a test model. One…

Software Engineering · Computer Science 2019-08-26 Jannik Fischbach , Maximilian Junker , Andreas Vogelsang , Dietmar Freudenstein

The existing control barrier function literature generally relies on precise mathematical models to guarantee system safety, limiting their applicability in scenarios with parametric uncertainties. While incremental control techniques have…

Systems and Control · Electrical Eng. & Systems 2025-03-25 Johannes Autenrieb , Hyo-Sang Shin

Thorough simulation testing is crucial for validating the correct behavior of small Uncrewed Aerial Systems (sUAS) across multiple scenarios, including adverse weather conditions (such as wind, and fog), diverse settings (hilly terrain, or…

Software Engineering · Computer Science 2025-01-22 Venkata Sai Aswath Duvvuru , Bohan Zhang , Michael Vierhauser , Ankit Agrawal

Testing autonomous driving systems (ADS) is critical to ensuring their reliability and safety. Existing ADS testing works focuses on designing scenarios to evaluate system-level behaviors, while fine-grained testing of ADS source code has…

Software Engineering · Computer Science 2025-01-20 Wenhan Wang , Xuan Xie , Yuheng Huang , Renzhi Wang , An Ran Chen , Lei Ma

With the rising demand for code quality assurance, developers are not only utilizing existing static code checkers but also seeking custom checkers to satisfy their specific needs. Nowadays, various code-checking frameworks provide…

Software Engineering · Computer Science 2025-07-18 Jun Liu , Yuanyuan Xie , Jiwei Yan , Jinhao Huang , Jun Yan , Jian Zhang

Testing is essential for verifying and validating control designs, especially in safety-critical applications. In particular, the control system governing an automated driving vehicle must be proven reliable enough for its acceptance on the…

Systems and Control · Electrical Eng. & Systems 2023-09-11 Mengjia Zhu , Alberto Bemporad , Maximilian Kneissl , Hasan Esen

If autonomous vehicles are to be widely accepted, we need to ensure their safe operation. For this reason, verification and validation (V&V) approaches must be developed that are suitable for this domain. Model checking is a formal…

Robotics · Computer Science 2016-09-02 Murray L. Ireland , Ruth Hoffmann , Alice Miller , Gethin Norman , Sandor M. Veres

Autonomous driving (AD) testing constitutes a critical methodology for assessing performance benchmarks prior to product deployment. The creation of segmented scenarios within a simulated environment is acknowledged as a robust and…

Software Engineering · Computer Science 2025-03-06 Xuan Cai , Xuesong Bai , Zhiyong Cui , Danmu Xie , Daocheng Fu , Haiyang Yu , Yilong Ren

Ensuring the quality of automated driving systems is a major challenge the automotive industry is facing. In this context, quality defines the degree to which an object meets expectations and requirements. Especially, automated vehicles at…

Software Engineering · Computer Science 2022-04-11 Barbara Schütt , Markus Steimle , Birte Kramer , Danny Behnecke , Eric Sax

Embedded systems are ubiquitous and play critical roles in management systems for industry and transport. Software failures in these domains may lead to loss of production or even loss of life, so the software in these systems needs to be…

Software Engineering · Computer Science 2021-11-17 Per Erik Strandberg

Model checking is an established technique to formally verify automation systems which are required to be trusted. However, for sufficiently complex systems model checking becomes computationally infeasible. On the other hand, testing,…

Software Engineering · Computer Science 2019-07-30 Igor Buzhinsky , Valeriy Vyatkin

Testing is an essential tool to assure software, especially so in safety-critical applications. To quantify how thoroughly a software item has been tested, a test coverage metric is required. Maybe the strictest such metric known in the…

Software Engineering · Computer Science 2025-11-25 Wanja Zaeske , Pietro Albini , Florian Gilcher , Umut Durak

Automotive software development requires engineers to test their systems to detect violations of both functional and drivability requirements. Functional requirements define the functionality of the automotive software. Drivability…

Software Engineering · Computer Science 2023-05-31 Federico Formica , Nicholas Petrunti , Lucas Bruck , Vera Pantelic , Mark Lawford , Claudio Menghi

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

As an important way of assuring software quality, software testing generates and executes test cases to identify software failures. Many strategies have been proposed to guide test-case generation, such as source-code-based approaches and…

Software Engineering · Computer Science 2025-05-08 Zhenzhen Yang , Rubing Huang , Chenhui Cui , Nan Niu , Dave Towey

Model-based testing relies on behavior models for the generation of model traces: input and expected output---test cases---for an implementation. We use the case study of an automotive network controller to assess different test suites in…

Control systems on unmanned vehicles are safety-critical systems whose requirements on reliability and safety are ever-increasing. Currently, testing a complex autonomous control system is an expensive and time-consuming process, which…

Systems and Control · Electrical Eng. & Systems 2019-08-08 Xunhua Dai , Chenxu Ke , Quan Quan , Kai-Yuan Cai

A strong certification process is required to insure the safety of airplanes, and more specifically the robustness of avionics applications. To implement this process, the development of avionics software must follow long and costly…

Software Engineering · Computer Science 2017-11-07 Martin Rayrole , David Faura , Marc Gatti

Testing PLC and DCS control logic in industrial automation is laborious and challenging since appropriate test cases are often complex and difficult to formulate. Researchers have previously proposed several automated test case generation…

Software Engineering · Computer Science 2024-05-06 Heiko Koziolek , Virendra Ashiwal , Soumyadip Bandyopadhyay , Chandrika K R