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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

In this paper, we propose a method for aligning models with their realization through the application of model-based systems engineering. Our approach is divided into three steps. (1) Firstly, we leverage domain expertise and the Unified…

Systems and Control · Electrical Eng. & Systems 2024-07-16 Lovis Justin Immanuel Zenz , Erik Heiland , Peter Hillmann , Andreas Karcher

The purpose of this article is to describe an adaptive decision-making support model aimed at improving the efficiency of engineering infrastructure reconstruction program management in the context of developing the architecture and work…

Software Engineering · Computer Science 2025-11-27 Illia Khudiakov , Vladyslav Pliuhin , Sergiy Plankovskyy , Yevgen Tsegelnyk

Self-adaptive systems (SASs) are capable of adjusting its behavior in response to meaningful changes in the operational con-text and itself. The adaptation needs to be performed automatically through self-managed reactions and…

Software Engineering · Computer Science 2017-04-06 Zhuoqun Yang , Zhi Jin , Zhi Li

Self-adaptive software can assess and modify its behavior when the assessment indicates that the program is not performing as intended or when improved functionality or performance is available. Since the mid-1960s, the subject of system…

Software Engineering · Computer Science 2023-02-14 Tarik A. Rashid , Bryar A. Hassan , Abeer Alsadoon , Shko Qader , S. Vimal , Amit Chhabra , Zaher Mundher Yaseen

Runtime models provide a snapshot of a system at runtime at a desired level of abstraction. Via a causal connection to the modeled system and by employing model-driven engineering techniques, runtime models support schemes for (runtime)…

Software Engineering · Computer Science 2020-08-18 Lucas Sakizloglou , Sona Ghahremani , Matthias Barkowsky , Holger Giese

A self-healing software system is an advanced computer program or system designed to detect, diagnose, and automatically recover from faults or errors without human intervention. These systems are typically employed in mission-critical…

Software Engineering · Computer Science 2024-05-06 Zahra Yazdanparast

Due to the continuously changing environment of service-based applications (SBAs), the ability to adapt to environmental and contextual changes has become a crucial characteristic of such applications. Providing SBAs with this ability is a…

Software Engineering · Computer Science 2021-05-04 Kavan Sedighiani , Saeed Shokrollahi , Fereidoon Shams

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 2019-12-12 Maria Salama , Rami Bahsoon , Rajkumar Buyya

Elasticity is a form of self-adaptivity in cloud-based software systems that is typically restricted to the infrastructure layer and realized through auto-scaling. However, both reactive and proactive forms of infrastructure auto-scaling…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-16 Mohan Baruwal Chhetri , Abdur Rahim Mohammad Forkan , Anton V. Uzunov , Surya Nepal

Runtime resource management for many-core systems is increasingly complex. The complexity can be due to diverse workload characteristics with conflicting demands, or limited shared resources such as memory bandwidth and power. Resource…

Hardware Architecture · Computer Science 2020-08-04 Bryan Donyanavard , Amir M. Rahmani , Axel Jantsch , Onur Mutlu , Nikil Dutt

Microservices are quite widely impacting on the software industry in recent years. Rapid evolution and continuous deployment represent specific benefits of microservice-based systems, but they may have a significant impact on non-functional…

Software Engineering · Computer Science 2024-01-31 Vittorio Cortellessa , Daniele Di Pompeo , Romina Eramo , Michele Tucci

The sustainability of Machine Learning-Enabled Systems (MLS), particularly with regard to energy efficiency, is an important challenge in their development and deployment. Self-adaptation techniques, recognized for their potential in energy…

Software Engineering · Computer Science 2024-04-18 Meghana Tedla , Shubham Kulkarni , Karthik Vaidhyanathan

In pervasive dynamic environments, vehicles connect to other objects to send operational data and receive updates so that vehicular applications can provide services to users on demand. Automotive systems should be self-adaptive, thereby…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-01-12 Ahmad Banijamali , Pasi Kuvaja , Markku Oivo , Pooyan Jamshidi

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

With the intensified use of intelligent things, the demands on the technological systems are increasing permanently. A possible approach to meet the continuously changing challenges is to shift the system integration from design to run-time…

Artificial Intelligence · Computer Science 2018-08-13 Andreas Niederquell

Given the complexity of modern software systems, it is of great importance that such systems be able to autonomously modify themselves, i.e., self-adapt, with minimal human supervision. It is critical that this adaptation both results in…

Software Engineering · Computer Science 2022-05-13 Todd Wareham , Ronald de Haan

Checking software application suitability using automated software tools has become a vital element for most organisations irrespective of whether they produce in-house software or simply customise off-the-shelf software applications for…

Software Engineering · Computer Science 2015-08-05 Rajesh Mathur , Scott Miles , Miao Du

In today's dynamic technological landscape, sustainability has emerged as a pivotal concern, especially with respect to architecting Machine Learning enabled Systems (MLS). Many ML models fail in transitioning to production, primarily…

Software Engineering · Computer Science 2024-04-09 Hiya Bhatt , Shrikara Arun , Adyansh Kakran , Karthik Vaidhyanathan

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