Tiantian Tang

Explainable Recognition of Complex Flight Maneuvers via Retrieval-Augmented Large Language Models

TableManeuver is proposed, an explainable LLM-based FMR method that reformulates multivariate flight parameter time series as table-understanding inputs and combines recognition accuracy, cross-aircraft robustness, and readable step-by-step reasoning evidence, offering a practical route for applying LLMs to aviation time series analysis.