Search Results for author: Michal Töpfer

Found 2 papers, 1 papers with code

Online ML Self-adaptation in Face of Traps

no code implementations11 Sep 2023 Michal Töpfer, František Plášil, Tomáš Bureš, Petr Hnětynka, Martin Kruliš, Danny Weyns

Recently, we experimented with applying online ML for self-adaptation of a smart farming scenario and we had faced several unexpected difficulties -- traps -- that, to our knowledge, are not discussed enough in the community.

Ensemble-based modeling abstractions for modern self-optimizing systems

1 code implementation11 Sep 2023 Michal Töpfer, Milad Abdullah, Tomáš Bureš, Petr Hnětynka, Martin Kruliš

In this paper, we extend our ensemble-based component model DEECo with the capability to use machine-learning and optimization heuristics in establishing and reconfiguration of autonomic component ensembles.

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