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  1. Article

    Open Access

    Decision-making under uncertainty: be aware of your priorities

    Self-adaptive systems (SASs) are increasingly leveraging autonomy in their decision-making to manage uncertainty in their operating environments. A key problem with SASs is ensuring their requirements remain s...

    Huma Samin, Nelly Bencomo, Peter Sawyer in Software and Systems Modeling (2022)

  2. No Access

    Article

    The uncertainty interaction problem in self-adaptive systems

    The problem of mitigating uncertainty in self-adaptation has driven much of the research proposed in the area of software engineering for self-adaptive systems in the last decade. Although many solutions have ...

    Javier Cámara, Javier Troya, Antonio Vallecillo in Software and Systems Modeling (2022)

  3. Article

    Open Access

    Event-driven temporal models for explanations - ETeMoX: explaining reinforcement learning

    Modern software systems are increasingly expected to show higher degrees of autonomy and self-management to cope with uncertain and diverse situations. As a consequence, autonomous systems can exhibit unexpect...

    Juan Marcelo Parra-Ullauri, Antonio García-Domínguez in Software and Systems Modeling (2022)

  4. No Access

    Article

    Opportunities in intelligent modeling assistance

    Modeling is requiring increasingly larger efforts while becoming indispensable given the complexity of the problems we are solving. Modelers face high cognitive load to understand a multitude of complex abstra...

    Gunter Mussbacher, Benoit Combemale, Jörg Kienzle in Software and Systems Modeling (2020)

  5. No Access

    Article

    Models@run.time: a guided tour of the state of the art and research challenges

    More than a decade ago, the research topic models@run.time was coined. Since then, the research area has received increasing attention. Given the prolific results during these years, the current outcomes need ...

    Nelly Bencomo, Sebastian Götz, Hui Song in Software & Systems Modeling (2019)

  6. No Access

    Article

    An architecture based on computing with words to support runtime reconfiguration decisions of service-based systems

    Service-based systems (SBSs) need to be reconfigured when there is evidence that the selected Web services configurations no further satisfy the specifications models and, thus the decision-related models will...

    Romina Torres, Rodrigo Salas, Nelly Bencomo in International Journal of Computational Int… (2018)

  7. No Access

    Article

    RELAX: a language to address uncertainty in self-adaptive systems requirement

    Self-adaptive systems have the capability to autonomously modify their behavior at run-time in response to changes in their environment. Self-adaptation is particularly necessary for applications that must run...

    Jon Whittle, Pete Sawyer, Nelly Bencomo, Betty H. C. Cheng in Requirements Engineering (2010)