activity
20122023
most citedApplying Machine Learning in Self-Adaptive Systems: A Systematic Literature Review

164 citations · 351 across the 29 of their papers we have counts for

collaborators
Showing 2022Show all

9 papers · 1 filter

cs.SE2022

Specification Architectural Viewpoint for Benefit-Cost-Risk-Aware Decision-Making in Self-Adaptive Systems

Danny Weyns, Paris Avegriou, Radu Calinescu +3

Over the past two decades, researchers and engineers have extensively studied the problem of how to enable a software system to deal with uncertain operating conditions. One promin…

cs.SE2022

Self-Adaptation in Industry: A Survey

Danny Weyns, Ilias Gerostathopoulos, Nadeem Abbas +13

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…

cs.LG2022★ 21 cited

Dealing with Drift of Adaptation Spaces in Learning-based Self-Adaptive Systems using Lifelong Self-Adaptation

Omid Gheibi, Danny Weyns

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…

cs.SE2022

Guidelines for Artifacts to Support Industry-Relevant Research on Self-Adaptation

Danny Weyns, Ilias Gerostathopoulos, Barbora Buhnova +16

Artifacts support evaluating new research results and help comparing them with the state of the art in a field of interest. Over the past years, several artifacts have been introdu…

cs.SE2022

The Vision of Self-Evolving Computing Systems

Danny Weyns, Thomas Baeck, Rene Vidal +2

Computing systems are omnipresent; their sustainability has become crucial for our society. A key aspect of this sustainability is the ability of computing systems to cope with the…

cs.SE2022

Preliminary Results of a Survey on the Use of Self-Adaptation in Industry

Danny Weyns, Ilias Gerostathopoulos, Nadeem Abbas +9

Self-adaptation equips a software system with a feedback loop that automates tasks that otherwise need to be performed by operators. Such feedback loops have found their way to a v…