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The development of self-adaptive software requires the engineering of proper feedback loops where an adaptation logic controls the underlying software. The adaptation logic often describes the adaptation by using runtime models representing…

Software Engineering · Computer Science 2018-05-23 Thomas Vogel , Holger Giese

Testing and code reviews are known techniques to improve the quality and robustness of software. Unfortunately, the complexity of modern software systems makes it impossible to anticipate all possible problems that can occur at runtime,…

Software Engineering · Computer Science 2021-01-08 Moeen Ali Naqvi , Merve Astekin , Sehrish Malik , Leon Moonen

Computing systems form the backbone of many areas in our society, from manufacturing to traffic control, healthcare, and financial systems. When software plays a vital role in the design, construction, and operation, these systems are…

A self-adaptive system can modify its own structure and behavior at runtime based on its perception of the environment, of itself and of its requirements. To develop a self-adaptive system, software developers codify knowledge about the…

Software Engineering · Computer Science 2022-10-13 Andreas Metzger , Clément Quinton , Zoltán Ádám Mann , Luciano Baresi , Klaus Pohl

Software systems impact society at different levels as they pervasively solve real-world problems. Modern software systems are often so sophisticated that their complexity exceeds the limits of human comprehension. These systems must…

Software Engineering · Computer Science 2024-01-23 Christian Cabrera , Andrei Paleyes , Neil D. Lawrence

Self-adaptive software is considered as the most advanced approach and its development attracts a lot of attention. Decentralization is an effective way to design and manage the complexity of modern self-adaptive software systems. However,…

Software Engineering · Computer Science 2018-01-01 Nianyu Li , Di Bai , Zhuoqun Yang , Wenpin Jiao

Providing assurances for self-adaptive systems is challenging. A primary underlying problem is uncertainty that may stem from a variety of different sources, ranging from incomplete knowledge to sensor noise and uncertain behavior of humans…

From formal and practical analysis, we identify new challenges that self-adaptive systems pose to the process of quality assurance. When tackling these, the effort spent on various tasks in the process of software engineering is naturally…

Software Engineering · Computer Science 2019-02-14 Thomas Gabor , Marie Kiermeier , Andreas Sedlmeier , Bernhard Kempter , Cornel Klein , Horst Sauer , Reiner Schmid , Jan Wieghardt

The development of self-adaptive software requires the engineering of an adaptation engine that controls the underlying adaptable software by feedback loops. The engine often describes the adaptation by runtime models representing the…

Software Engineering · Computer Science 2018-05-22 Thomas Vogel , Holger Giese

Self-adaptive software systems (SASS) are equipped with feedback loops to adapt autonomously to changes of the software or environment. In established fields, such as embedded software, sophisticated approaches have been developed to…

Software Engineering · Computer Science 2018-05-22 Joachim Hänsel , Thomas Vogel , Holger Giese

Cloud-based software systems are increasingly becoming complex and operating in highly dynamic environments. Self-adaptivity and self-awareness have recently emerged to cope with such level of dynamicity and scalability. Meanwhile,…

Software Engineering · Computer Science 2019-12-12 Maria Salama , Rami Bahsoon , Rajkumar Buyya

Application autotuning is a promising path investigated in literature to improve computation efficiency. In this context, the end-users define high-level requirements and an autonomic manager is able to identify and seize optimization…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-21 Tomas Martinovic , Davide Gadioli , Gianluca Palermo , Cristina Silvano

A self-adaptive system can dynamically monitor and adapt its behavior to preserve or enhance its quality attributes under uncertain operating conditions. This article identifies key challenges for the development of microservice…

Software Engineering · Computer Science 2020-09-04 Nabor C. Mendonca , Pooyan Jamshidi , David Garlan , Claus Pahl

Approaches to self-adaptive software systems use models at runtime to leverage benefits of model-driven engineering (MDE) for providing views on running systems and for engineering feedback loops. Most of these approaches focus on causally…

Software Engineering · Computer Science 2018-05-23 Thomas Vogel , Holger Giese

With the increased dependence on software, there is a pressing need for engineering long-lived software. As architectures have a profound effect on the life-span of the software and the provisioned quality of service, stable architectures…

Software Engineering · Computer Science 2019-12-16 Maria Salama , Rami Bahsoon , Rajkumar Buyya

Self-adaptation is a promising approach to manage the complexity of modern software systems. A self-adaptive system is able to adapt autonomously to internal dynamics and changing conditions in the environment to achieve particular quality…

Software Engineering · Computer Science 2015-03-20 M. Usman Iftikhar , Danny Weyns

Modern software systems are often equipped with hundreds to thousands of configuration options, many of which greatly affect performance. Unfortunately, properly setting these configurations is challenging for developers due to the complex…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-10-23 Shu Wang , Chi Li , William Sentosa , Henry Hoffmann , Shan Lu

Dynamic software adaptability is one of the central features leveraged by autonomic computing. However, developing software that changes its behavior at run time adapting to the operational conditions is a challenging task. Several…

Programming Languages · Computer Science 2012-04-02 Guido Salvaneschi , Carlo Ghezzi , Matteo Pradella

Maintaining an acceptable level of quality of service in modern complex systems is challenging, particularly in the presence of various forms of uncertainty caused by changing execution context, unpredicted events, etc. Although…

Software Engineering · Computer Science 2020-12-04 Fatma Kachi , Chafia Bouanaka , Souheir Merkouche

Runtime uncertainty such as unpredictable resource unavailability, changing environmental conditions and user needs, as well as system intrusions or faults represents one of the main current challenges of self-adaptive systems. Moreover,…

Software Engineering · Computer Science 2018-03-07 Edith Zavala , Xavier Franch , Jordi Marco , Alessia Knauss , Daniela Damian