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Safety assurance is of paramount importance across various domains, including automotive, aerospace, and nuclear energy, where the reliability and acceptability of mission-critical systems are imperative. This assurance is effectively…

Arguments about the safety, security, and correctness of a complex system are often made in the form of an assurance case. An assurance case is a structured argument, often represented with a graphical interface, that presents and supports…

Software Engineering · Computer Science 2014-09-17 Andrew Gacek , John Backes , Darren Cofer , Konrad Slind , Mike Whalen

Assurance cases are used to communicate and assess confidence in critical system properties such as safety and security. Historically, assurance cases have been manually created documents, which are evaluated by system stakeholders through…

Software Engineering · Computer Science 2024-06-11 Ran Wei , Simon Foster , Haitao Mei , Fang Yan , Ruizhe Yang , Ibrahim Habli , Colin O'Halloran , Nick Tudor , Tim Kelly , Yakoub Nemouchi

An assurance case is a structured set of arguments supported by evidence, demonstrating that a system's non-functional requirements (e.g., safety, security, reliability) have been correctly implemented. Assurance case patterns serve as…

Software Engineering · Computer Science 2024-10-10 Oluwafemi Odu , Alvine B. Belle , Song Wang , Segla Kpodjedo , Timothy C. Lethbridge , Hadi Hemmati

Context: An assurance case is a structured hierarchy of claims aiming at demonstrating that a given mission-critical system supports specific requirements (e.g., safety, security, privacy). The presence of assurance weakeners (i.e.,…

Software Engineering · Computer Science 2023-11-15 Kimya Khakzad Shahandashti , Alvine B. Belle , Timothy C. Lethbridge , Oluwafemi Odu , Mithila Sivakumar

The specification, design, and assurance of safety encompasses various concepts and best practices, subject of reuse in form of patterns. This work summarizes applied research on such concepts and practices with a focus on the last two…

Software Engineering · Computer Science 2019-02-15 Mario Gleirscher , Stefan Kugele

Security Assurance Cases (SAC) are a form of structured argumentation used to reason about the security properties of a system. After the successful adoption of assurance cases for safety, SACs are getting significant traction in recent…

Software Engineering · Computer Science 2020-04-01 Mazen Mohamad , Jan-Philipp Steghöfer , Riccardo Scandariato

An assurance case is a structured argument, typically produced by safety engineers, to communicate confidence that a critical or complex system, such as an aircraft, will be acceptably safe within its intended context. Assurance cases often…

Computers and Society · Computer Science 2023-06-07 Zoe Porter , Ibrahim Habli , John McDermid , Marten Kaas

This paper proposes a framework based on a causal model of safety upon which effective safety assurance cases for ML-based applications can be built. In doing so, we build upon established principles of safety engineering as well as…

Software Engineering · Computer Science 2022-08-10 Simon Burton

In the future, AI will increasingly find its way into systems that can potentially cause physical harm to humans. For such safety-critical systems, it must be demonstrated that their residual risk does not exceed what is acceptable. This…

Artificial Intelligence · Computer Science 2022-02-14 Michael Kläs , Lisa Jöckel , Rasmus Adler , Jan Reich

Safety cases, structured arguments that a system is acceptably safe, are becoming central to the governance of AI systems. Yet, traditional safety-case practices from aviation or nuclear engineering rely on well-specified system boundaries,…

Software Engineering · Computer Science 2026-03-09 Sung Une Lee , Liming Zhu , Md Shamsujjoha , Liming Dong , Qinghua Lu , Jieshan Chen , Lionel Briand

Assurance cases provide an organized and explicit argument for correctness. They can dramatically improve the certification of Scientific Computing Software (SCS). Assurance cases have already been effectively used for safety cases for real…

Software Engineering · Computer Science 2020-01-01 Spencer Smith , Mojdeh Sayari Nejad , Alan Wassyng

Assurance cases are structured arguments that are commonly used to reason about the safety of a product or service. Currently, there is an ongoing push towards using assurance cases for also cybersecurity, especially in safety-critical…

Software Engineering · Computer Science 2020-04-01 Mazen Mohamad , Alexander Åström , Örjan Askerdal , Jörgen Borg , Riccardo Scandariato

Assurance cases offer a structured way to present arguments and evidence for certification of systems where safety and security are critical. However, creating and evaluating these assurance cases can be complex and challenging, even for…

This paper describes a method for creating compelling safety cases. The method seeks to help improve safety case practice in order to address the weaknesses identified in current practice, in particular confirmation bias, after-the-fact…

Software Engineering · Computer Science 2025-02-04 Richard Hawkins

Safety cases become increasingly important for software certification. Models play a crucial role in building and combining information for the safety case. This position paper sketches an ideal model-based safety case with defect…

Software Engineering · Computer Science 2018-06-14 Peter Braun , Jan Philipps , Bernhard Schätz , Stefan Wagner

Assurance cases allow verifying the correct implementation of certain non-functional requirements of mission-critical systems, including their safety, security, and reliability. They can be used in the specification of autonomous driving,…

Software Engineering · Computer Science 2025-11-05 Gerhard Yu , Mithila Sivakumar , Alvine B. Belle , Soude Ghari , Song Wang , Timothy C. Lethbridge

Safety-critical software systems are those whose failure or malfunction could result in casualty and/or serious financial loss. In such systems, safety assurance cases (SACs) are an emerging approach that adopts a proactive strategy to…

Software Engineering · Computer Science 2018-03-23 Jinghui Cheng , Micayla Goodrum , Ronald Metoyer , Jane Cleland-Huang

The increasing use of Machine Learning (ML) components embedded in autonomous systems -- so-called Learning-Enabled Systems (LESs) -- has resulted in the pressing need to assure their functional safety. As for traditional functional safety,…

Software Engineering · Computer Science 2023-01-16 Yi Dong , Wei Huang , Vibhav Bharti , Victoria Cox , Alec Banks , Sen Wang , Xingyu Zhao , Sven Schewe , Xiaowei Huang

The rise of cyber-physical systems in safety-critical domains calls for robust risk-evaluation frameworks. Assurance cases, often required by regulatory bodies, are a structured approach to demonstrate that a system meets its safety…

Software Engineering · Computer Science 2025-02-04 Usman Gohar , Michael C. Hunter , Myra B. Cohen , Robyn R. Lutz
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