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Software testing has progressed toward intelligent automation, yet current AI-based test generators still suffer from static, single-shot outputs that frequently produce invalid, redundant, or non-executable tests due to the lack of…

软件工程 · 计算机科学 2026-01-07 Saba Naqvi , Mohammad Baqar , Nawaz Ali Mohammad

The complexity of software in embedded systems has increased significantly over the last years so that software verification now plays an important role in ensuring the overall product quality. In this context, SAT-based bounded model…

软件工程 · 计算机科学 2009-11-20 Lucas Cordeiro , Bernd Fischer , Joao Marques-Silva

As the landscape of devices that interact with the electrical grid expands, also the complexity of the scenarios that arise from these interactions increases. Validation methods and tools are typically domain specific and are designed to…

软件工程 · 计算机科学 2023-09-15 Catalin Gavriluta , Georg Lauss , Thomas I. Strasser , Juan Montoya , Ron Brandl , Panos Kotsampopoulos

Autonomous systems increasingly rely on machine learning techniques to transform high-dimensional raw inputs into predictions that are then used for decision-making and control. However, it is often easy to maliciously manipulate such…

机器学习 · 计算机科学 2023-02-07 Jinghan Yang , Hunmin Kim , Wenbin Wan , Naira Hovakimyan , Yevgeniy Vorobeychik

The European Space Agency (ESA) uses an engine to perform tests in the Ground Segment infrastructure, specially the Operational Simulator. This engine uses many different tools to ensure the development of regression testing infrastructure…

软件工程 · 计算机科学 2012-06-25 Ulisses Araujo Costa , Daniela da Cruz , Pedro Rangel Henriques

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…

软件工程 · 计算机科学 2021-04-07 Ali Sedaghatbaf , Mahshid Helali Moghadam , Mehrdad Saadatmand

Testing of autonomous systems is extremely important as many of them are both safety-critical and security-critical. The architecture and mechanism of such systems are fundamentally different from traditional control software, which appears…

软件工程 · 计算机科学 2021-03-15 Qunying Song , Emelie Engström , Per Runeson

The emergence of new technologies in software testing has increased the automation and flexibility of the testing process. In this context, the adoption of agents in software testing remains an active research area in which various agent…

软件工程 · 计算机科学 2020-07-21 Pavithra Perumal Kumaresen , Mirgita Frasheri , Eduard Enoiu

Engineers in the manufacturing industries have used accelerated test (AT) experiments for many decades. The purpose of AT experiments is to acquire reliability information quickly. Test units of a material, component, subsystem or entire…

统计方法学 · 统计学 2007-08-03 Luis A. Escobar , William Q. Meeker

Validation is a key challenge in the search for safe autonomy. Simulations are often either too simple to provide robust validation, or too complex to tractably compute. Therefore, approximate validation methods are needed to tractably find…

机器人学 · 计算机科学 2020-04-10 Mark Koren , Anthony Corso , Mykel J. Kochenderfer

As the era of autonomous cyber-physical systems (ACPSs), such as unmanned aerial vehicles and self-driving cars, unfolds, the demand for robust testing methodologies is key to realizing the adoption of such systems in real-world scenarios.…

软件工程 · 计算机科学 2024-05-03 Christian Birchler , Sajad Khatiri , Pooja Rani , Timo Kehrer , Sebastiano Panichella

Because of constraints imposed by the market, embedded software in consumer electronics is almost inevitably shipped with faults and the goal is just to reduce the inherent unreliability to an acceptable level before a product has to be…

软件工程 · 计算机科学 2007-05-23 Rui Abreu , Peter Zoeteweij , Arjan JC van Gemund

ARTO is a project combining collaborative robots (cobots) and Artificial Intelligence (AI) to automate functional test procedures for civilian and military aircraft certification. This paper proposes a Deep Learning (DL) and eXplainable AI…

机器人学 · 计算机科学 2025-05-16 Pietro Dardano , Paolo Rocco , David Frisini

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…

系统与控制 · 电气工程与系统科学 2019-08-08 Xunhua Dai , Chenxu Ke , Quan Quan , Kai-Yuan Cai

This paper addresses the validation of electric vehicle supply equipment by means of a real-time capable co-simulation approach. This setup implies both pure software and real-time simulation tasks with different sampling rates dependent on…

系统与控制 · 计算机科学 2018-12-27 Felix Lehfuss , Georg Lauss , Christian Seitl , Fabian Leimgruber , Martin Noehrer , Thomas I. Strasser

Attestation is a strong tool to verify the integrity of an untrusted system. However, in recent years, different attacks have appeared that are able to mislead the attestation process with treacherous practices as memory copy, proxy, and…

An approach is introduced, which supports a testing technician in the identification of possibly untested behavior of control software of fully integrated automated production systems (aPS). Based on an approach for guided semi-automatic…

软件工程 · 计算机科学 2022-12-12 Sebastian Ulewicz , Birgit Vogel-Heuser

The certification of autonomous systems is an important concern in science and industry. The KI-LOK project explores new methods for certifying and safely integrating AI components into autonomous trains. We pursued a two-layered approach:…

计算机科学中的逻辑 · 计算机科学 2024-11-22 Jan Gruteser , Jan Roßbach , Fabian Vu , Michael Leuschel

Building on concepts drawn from control theory, self-adaptive software handles environmental and internal uncertainties by dynamically adjusting its architecture and parameters in response to events such as workload changes and component…

软件工程 · 计算机科学 2018-11-26 Radu Calinescu , Danny Weyns , Simos Gerasimou , M. Usman Iftikhar , Ibrahim Habli , Tim Kelly

Embedded systems represent a billionaire market and are present in most of the processors produced in the world.Embedded software interacts with external peripherals such as sensors and actuators through drivers. The strong interaction…

软件工程 · 计算机科学 2021-05-05 Sara C. M. Souza , Rogerio Atem de Carvalho