work Physics-Informed ML for 1-D Acoustics Physics-Informed ML for 2-D Acoustics Scaling Laws for Duct Acoustics Statistical Energy Analysis for High-frequency Noise Control Silencer Design for an IC Engine Screech Noise Turbojet Engines Air-filter Acoustic Characterization