Pulse-Train-Resonator: Deep Learning Architecture for Engine Sound Synthesis

The Pulse-Train-Resonator (PTR) is a deep learning architecture designed for engine sound synthesis. It directly models combustion pressure pulses and exhaust propagation, outperforming existing methods in audio reconstruction. By utilizing parameterized pressure waves aligned with engine firing patterns, PTR captures the authentic acoustic behaviors of engine sounds.