# The Sound of Surveillance: Enhancing Machine Learning-Driven Drone Detection with Advanced Acoustic Augmentation

> Research article (Drones, 2024) · cited 11× · AI/ML

**Wikidata**: [openalex:W4392950102](https://www.wikidata.org/wiki/openalex:W4392950102)  
**Source**: https://4ort.xyz/entity/the-sound-of-surveillance-enhancing-machine-learning-driven-drone-detection-with-advanced-acoustic-augmentation