My PhD thesis. A multi-fidelity framework (panel + vortex-lattice methods with a dedicated tip-leakage model) that predicts the 3D flow around compressor and fan rotors in seconds, validated against RANS and experiments. Defended on 11 June 2025 at École Centrale de Lyon, in partnership with Safran Aircraft Engines.