1. Generative model performance enhancement considering data resampling and warm up periods on satellite time-series data;Ahn,2019
2. Deep learning-based anomaly detection for a vehicle in swarm drone system;Ahn,2020
3. Deep-learning-based approach to anomaly detection techniques for large acoustic data in machine operation;Ahn;Sensors. Basel,2021
4. Ahn, H., Choi, H. L., & Joo, G. (2019). Toward machine learning-based anomaly detection for swarm drones. In Asia Pacific International Symposium on Aerospace Technology (2019: Gold Coast, Qld.) (pp. 474–480). Gold Coast, Australia: Engineers Australia.. https://search.informit.org/doi/10.3316/informit.941455210142738.
5. Learning-based anomaly detection and monitoring for swarm drone flights;Ahn;Applied Sciences,2019