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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

To accurately make adaptation decisions, a self-adaptive system needs precise means to analyze itself at runtime. To this end, runtime verification can be used in the feedback loop to check that the managed system satisfies its requirements…

Software Engineering · Computer Science 2023-03-30 Marc Carwehl , Thomas Vogel , Genaína Nunes Rodrigues , Lars Grunske

As organisations expand and interconnect, authorisation infrastructures become increasingly difficult to manage. Several solutions have been proposed, including self-adaptive authorisation, where the access control policies are dynamically…

Cryptography and Security · Computer Science 2019-10-01 Lionel Montrieux , Rogerio de Lemos , Chris Bailey

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

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

This study presents a synchronisation-oriented perspective towards adaptive control which views model-referenced adaptation as synchronisation between actual and virtual dynamic systems. In the context of adaptation, model reference…

Systems and Control · Electrical Eng. & Systems 2024-03-15 Namhoon Cho , Seokwon Lee , Hyo-Sang Shin

This article explores the design and experimentation of a neural network architecture capable of dynamically adjusting its internal structure based on the input data. The proposed model introduces a routing mechanism that allows each layer…

Machine Learning · Computer Science 2025-11-18 Dmytro Hospodarchuk

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

Long-term autonomy requires autonomous systems to adapt as their capabilities no longer perform as expected. To achieve this, a system must first be capable of detecting such changes. In this position paper, we describe a system…

Multiagent Systems · Computer Science 2020-07-24 Peter Stringer , Rafael C. Cardoso , Xiaowei Huang , Louise A. Dennis

Self-adaptive systems manage themselves to deal with uncertainties that can only be resolved during operation. A common approach to realize self-adaptation is by adding a feedback loop to the system that monitors the system and adapts it to…

Software Engineering · Computer Science 2021-12-14 Danny Weyns , Usman Iftikhar

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

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

This paper describes a reference architecture for self-maintaining systems that can learn continually, as data arrives. In environments where data evolves, we need architectures that manage Machine Learning (ML) models in production, adapt…

Machine Learning · Statistics 2019-03-19 Tom Diethe , Tom Borchert , Eno Thereska , Borja Balle , Neil Lawrence

Modern distributed software systems often operate in dynamic environments in which operation conditions change continuously and subsystems may come and go at will, e.g. intelligent traffic management and multi-robot systems. To manage these…

Multiagent Systems · Computer Science 2019-09-10 Danny Weyns , Flavio Oquendo

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

In this paper, we propose a refinement-based adaptation approach for the architecture of distributed group communication support applications. Unlike most of previous works, our approach reaches implementable, context-aware and dynamically…

Software Engineering · Computer Science 2008-12-22 Ismael Bouassida Rodriguez , Khalil DRIRA , Christophe Chassot , Mohamed Jmaiel

Self-adjusting, or adaptive systems have gathered much recent interest. We present a model for self-adjusting systems which treats the control parameters of the system as slowly varying, rather than constant. The dynamics of these…

Adaptation and Self-Organizing Systems · Physics 2009-10-31 Paul Melby , Jorg Kaidel , Nicholas Weber , Alfred Hubler

In this work a general framework is proposed to support the development of software systems that are able to adapt their behaviour according to the operating environment changes. The proposed approach, named REPTILE, works in a complete…

Software Engineering · Computer Science 2022-03-29 Flavio Corradini , Miichele Loreti , Marco Piangerelli , Giacomo Rocchetti

Two established approaches to engineer adaptive systems are architecture-based adaptation that uses a Monitor-Analysis-Planning-Executing (MAPE) loop that reasons over architectural models (aka Knowledge) to make adaptation decisions, and…

Software Engineering · Computer Science 2021-03-22 Danny Weyns , Bradley Schmerl , Masako Kishida , Alberto Leva , Marin Litoiu , Necmiye Ozay , Colin Paterson , Kenji Tei

Autonomous robots need to be able to handle uncertainties when deployed in the real world. For the robot to be able to robustly work in such an environment, it needs to be able to adapt both its architecture as well as its task plan.…

Robotics · Computer Science 2023-12-19 Jeroen M. Zwanepol , Gustavo Rezende Silva , Carlos Hernández Corbato