no code implementations • 4 Sep 2023 • Pol Suárez, Francisco Alcántara-Ávila, Arnau Miró, Jean Rabault, Bernat Font, Oriol Lehmkuhl, R. Vinuesa
This paper presents for the first time successful results of active flow control with multiple independently controlled zero-net-mass-flux synthetic jets.
Multi-agent Reinforcement Learning reinforcement-learning +1
1 code implementation • 5 Apr 2023 • Colin Vignon, Jean Rabault, Joel Vasanth, Francisco Alcántara-Ávila, Mikael Mortensen, Ricardo Vinuesa
We show in a case study that MARL DRL is able to discover an advanced control strategy that destabilizes the spontaneous RBC double-cell pattern, changes the topology of RBC by coalescing adjacent convection cells, and actively controls the resulting coalesced cell to bring it to a new stable configuration.