Papers Self Adaptive System
“Self Adaptive System” 태그가 달린 논문 12편 · 필터 해제
A self-adaptive system of systems architecture to enable its ad-hoc scalability: Unmanned Vehicle Fleet -- Mission Control Center Case study
A System of Systems (SoS) comprises Constituent Systems (CSs) that interact to provide unique capabilities beyond any single CS. A key challenge in SoS is ad-hoc scalability, meaning the system size changes during operat…
ManagementSelf Adaptive SystemTowards Self-Adaptive Machine Learning-Enabled Systems Through QoS-Aware Model Switching
Machine Learning (ML), particularly deep learning, has seen vast advancements, leading to the rise of Machine Learning-Enabled Systems (MLS). However, numerous software engineering challenges persist in propelling these …
object-detectionObject DetectionSelf Adaptive SystemUnsupervised Object DetectionFrom Self-Adaptation to Self-Evolution Leveraging the Operational Design Domain
Engineering long-running computing systems that achieve their goals under ever-changing conditions pose significant challenges. Self-adaptation has shown to be a viable approach to dealing with changing conditions. Yet, …
Self Adaptive SystemDealing with Drift of Adaptation Spaces in Learning-based Self-Adaptive Systems using Lifelong Self-Adaptation
Recently, machine learning (ML) has become a popular approach to support self-adaptation. ML has been used to deal with several problems in self-adaptation, such as maintaining an up-to-date runtime model under uncertain…
Decision MakingSelf Adaptive SystemExplaining Online Reinforcement Learning Decisions of Self-Adaptive Systems
Design time uncertainty poses an important challenge when developing a self-adaptive system. As an example, defining how the system should adapt when facing a new environment state, requires understanding the precise eff…
reinforcement-learningReinforcement LearningReinforcement Learning (RL)Self Adaptive SystemSafety-Critical Adaptation in Self-Adaptive Systems
Modern systems are designed to operate in increasingly variable and uncertain environments. Not only are these environments complex, in the sense that they contain a tremendous number of variables, but they also change o…
Self Adaptive SystemDeep Learning for Effective and Efficient Reduction of Large Adaptation Spaces in Self-Adaptive Systems
Many software systems today face uncertain operating conditions, such as sudden changes in the availability of resources or unexpected user behavior. Without proper mitigation these uncertainties can jeopardize the syste…
Feature EngineeringSelf Adaptive SystemLifelong Self-Adaptation: Self-Adaptation Meets Lifelong Machine Learning
In the past years, machine learning (ML) has become a popular approach to support self-adaptation. While ML techniques enable dealing with several problems in self-adaptation, such as scalable decision-making, they are a…
BIG-bench Machine LearningDecision MakingSelf Adaptive SystemOn the Impact of Applying Machine Learning in the Decision-Making of Self-Adaptive Systems
Recently, we have been witnessing an increasing use of machine learning methods in self-adaptive systems. Machine learning methods offer a variety of use cases for supporting self-adaptation, e.g., to keep runtime models…
BIG-bench Machine LearningDecision MakingLearning TheorySelf Adaptive SystemSystem Component-Level Self-Adaptations for Security via Bayesian Games
Security attacks present unique challenges to self-adaptive system design due to the adversarial nature of the environment. However, modeling the system as a single player, as done in prior works in security domain, is i…
Self Adaptive SystemSearch-Based Software Engineering for Self-Adaptive Systems: Survey, Disappointments, Suggestions and Opportunities
Search-Based Software Engineering (SBSE) is a promising paradigm that exploits the computational search to optimize different processes when engineering complex software systems. Self-adaptive system (SAS) is one categor…
Self Adaptive SystemFeature-Model-Guided Online Learning for Self-Adaptive Systems
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 kno…
Self Adaptive System