Essays about: "Architecture-based self-adaptation"

Found 2 essays containing the words Architecture-based self-adaptation.

  1. 1. Applying Artificial Neural Networks to Reduce the Adaptation Space in Self-Adaptive Systems : an exploratory work

    University essay from Linnéuniversitetet/Institutionen för datavetenskap och medieteknik (DM)

    Author : Sarpreet Singh Buttar; [2019]
    Keywords : Self-Adaptive Systems; Self-Adaptation; Architecture-Based Adaptation; Autonomous Systems; Cyber-Physical Systems; CPS; DeltaIoT; IoT; ActivFORMS; MAPE-K Feedback Loop; Runtime Uncertainties; Adaptation Space; Analysis; Machine Learning; Artificial Neural Network; ANN; Online Learning; Deep Learning; Online Supervised Learning; Incremental Learning; Classification; Multi-Layer Perceptron; MLP;

    Abstract : Self-adaptive systems have limited time to adjust their configurations whenever their adaptation goals, i.e., quality requirements, are violated due to some runtime uncertainties. Within the available time, they need to analyze their adaptation space, i. READ MORE

  3. 2. Applying Machine Learning to Reduce the Adaptation Space in Self-Adaptive Systems : an exploratory work

    University essay from Linnéuniversitetet/Institutionen för datavetenskap och medieteknik (DM)

    Author : Sarpreet Singh Buttar; [2018]
    Keywords : Self-adaptive systems; Architecture-based self-adaptation; Adaptation space; MAPE-K feedback loop; DeltaIoT; ActivFORMS; Machine learning; Online supervised learning; Classification; Regression;

    Abstract : Self-adaptive systems are capable of autonomously adjusting their behavior at runtime to accomplish particular adaptation goals. The most common way to realize self-adaption is using a feedback loop(s) which contains four actions: collect runtime data from the system and its environment, analyze the collected data, decide if an adaptation plan is required, and act according to the adaptation plan for achieving the adaptation goals. READ MORE