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For Internet of Things (IoT) systems operating in areas with limited network connectivity, reliable and safe functionality must be ensured. This can be done using special test cases which are examining system behavior in cases of network…

软件工程 · 计算机科学 2021-01-08 Matej Klima , Miroslav Bures

Model-based Testing (MBT) is an effective approach for testing when parts of a system-under-test have the characteristics of a finite state machine (FSM). Despite various strategies in the literature on this topic, little work exists to…

软件工程 · 计算机科学 2022-04-05 Vaclav Rechtberger , Miroslav Bures , Bestoun S. Ahmed , Youcef Belkhier , Jiri Nema , Hynek Schvach

Model-based testing (MBT) provides an automated approach for finding discrepancies between software models and their implementation. If we want to incorporate MBT into the fast and iterative software development process that is Continuous…

软件工程 · 计算机科学 2023-05-02 P. H. M. van Spaendonck

Finite State Machine is a popular modeling notation for various systems, especially software and electronic. Test paths can be automatically generated from the system model to test such systems using a suitable algorithm. This paper…

软件工程 · 计算机科学 2022-07-26 Vaclav Rechtberger , Miroslav Bures , Bestoun S. Ahmed , Hynek Schvach

This paper presents a learning-based approach to detecting failures in reactive systems. The technique is based on inferring models of multiple implementations of a common specification which are pair-wise cross-checked for equivalence. Any…

软件工程 · 计算机科学 2019-04-16 Martin Tappler , Bernhard K. Aichernig , Roderick Bloem

As of today, model-based testing (MBT) is considered as leading-edge technology in industry. We sketch the different MBT variants that - according to our experience - are currently applied in practice, with special emphasis on the avionic,…

软件工程 · 计算机科学 2013-03-06 Jan Peleska

Industrial Internet of Things (IIoT) application provide a whole new set of possibilities to drive efficiency of industrial production forward. However, with the higher degree of integration among systems, comes a plethora of newthreats to…

密码学与安全 · 计算机科学 2019-11-18 Stefan Marksteiner , Rudolf Ramler , Hannes Sochor

With the rapid growth in the number of IoT devices being added to the network, a major concern that arises is the security of these systems. As these devices are resource constrained, safety measures are difficult to implement on the edge.…

密码学与安全 · 计算机科学 2022-10-12 A. Bhanpurawala , K. El-Fakih , I. Zualkernan

In the context of a large software testing company, we have deployed the model-based testing (MBT) approach to take the company's test automation practices to higher levels of maturity /and capability. We have chosen, from a set of…

软件工程 · 计算机科学 2021-04-07 Vahid Garousi , Alper Buğra Keleş , Yunus Balaman , Zeynep Özdemir Güler , Andrea Arcuri

This paper presents a security paradigm for edge devices to defend against various internal and external threats. The first section of the manuscript proposes employing machine learning models to identify MQTT-based (Message Queue Telemetry…

密码学与安全 · 计算机科学 2025-02-11 Sahar L. Qaddoori , Qutaiba I. Ali

Automatic testing of mobile applications has been a well-researched area in recent years. However, testing in industry is still a very manual practice, as research results have not been fully transferred and adopted. Considering mobile…

软件工程 · 计算机科学 2020-08-21 Stefan Karlsson , Adnan Čaušević , Daniel Sundmark , Mårten Larsson

Internet of Things (IoT) systems continuously collect a large amount of data from heterogeneous "smart objects" through standardised service interfaces. A key challenge is how to use these data and relevant event logs to construct…

软件工程 · 计算机科学 2018-12-17 Ahmed Abdullah , Heinz W. Schmidt , Maria Spichkova , Huai Liu

The continuous testing of small changes to systems has proven to be useful and is widely adopted in the development of software systems. For this, software is tested in environments that are as close as possible to the production…

分布式、并行与集群计算 · 计算机科学 2021-12-20 Jossekin Beilharz , Philipp Wiesner , Arne Boockmeyer , Lukas Pirl , Dirk Friedenberger , Florian Brokhausen , Ilja Behnke , Andreas Polze , Lauritz Thamsen

Online experiments in internet systems, also known as A/B tests, are used for a wide range of system tuning problems, such as optimizing recommender system ranking policies and learning adaptive streaming controllers. Decision-makers…

机器学习 · 计算机科学 2025-07-01 Qing Feng , Samuel Daulton , Benjamin Letham , Maximilian Balandat , Eytan Bakshy

Data is rapidly increasing in volume and velocity and the Internet of Things (IoT) is one important source of this data. The IoT is a collection of connected devices (things) which are constantly recording data from their surroundings using…

统计方法学 · 统计学 2016-09-05 Jonathan Law , Darren Wilkinson

Machine learning models are being used extensively in many important areas, but there is no guarantee a model will always perform well or as its developers intended. Understanding the correctness of a model is crucial to prevent potential…

机器学习 · 计算机科学 2021-04-13 Huong Ha , Sunil Gupta , Santu Rana , Svetha Venkatesh

Internet-of-things (IoT) devices are vulnerable to malicious operations by attackers, which can cause physical and economic harm to users; therefore, we previously proposed a sequence-based method that modeled user behavior as sequences of…

密码学与安全 · 计算机科学 2021-09-30 Masaaki Yamauchi , Masahiro Tanaka , Yuichi Ohsita , Masayuki Murata , Kensuke Ueda , Yoshiaki Kato

Testing is a significant aspect of software development. As systems become complex and their use becomes critical to the security and the function of society, the need for testing methodologies that ensure reliability and detect faults as…

软件工程 · 计算机科学 2021-12-09 Yeshayahu Weiss

Energy harvesting is a promising solution to power Internet of Things (IoT) devices. Due to the intermittent nature of these energy sources, one cannot guarantee forward progress of program execution. Prior work has advocated for…

分布式、并行与集群计算 · 计算机科学 2017-11-07 Zahra Ghodsi , Siddharth Garg , Ramesh Karri

Today statecharts are a de facto standard in industry for modeling system behavior. Test data generation is one of the key issues in software testing. This paper proposes an reduction approach to test data generation for the state-based…

软件工程 · 计算机科学 2012-08-14 Ranjita Kumari Swain , Prafulla Kumar Behera , Durga Prasad Mohapatra
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