A theoretical model for the autonomous beating of cilia and eukaryotic flagella will be established. The simulation results for the beat pattern of single cilia will be tested with experimental observations to determine parameters for the description of a realistic beat. Emergent metachronal waves and (collective) swimming behavior of multi-ciliated microswimmers will be studied and compared with experimental results.