Publications for Problem Identification

This page lists research publications that have utilized the DroneNLP Problem Identification or are directly related to the task of identifying problem-indicating records and its severity in the drone flight logs messages.

---

Interpretable Ordinal-Aware With Contrastive-Enhanced Anomaly Severity Detection on UAV Flight Log Messages

Swardiantara Silalahi, Tohari Ahmad, Hudan Studiawan, Eirini Anthi, Lowri Williams
IEEE Access, 2025 DOI Code

Severity-Oriented Multiclass Drone Flight Logs Anomaly Detection

Swardiantara Silalahi, Tohari Ahmad, Hudan Studiawan, Eirini Anthi, Lowri Williams
IEEE Access, 2024 DOI Code

Drone Flight Log Anomaly Severity Classification via Sentence Embedding

Swardiantara Silalahi, Tohari Ahmad, Hudan Studiawan
ICoABCD, 2023 DOI

Transformer-based Sentiment Analysis for Anomaly Detection on Drone Forensic Timeline

Swardiantara Silalahi, Tohari Ahmad, Hudan Studiawan
ISDFS, 2023 DOI Code

---