Architecture Comparison

LSTM, Transformer, and 1D-CNN trained on the NASA C-MAPSS turbofan benchmark (FD001–FD004) and on a synthesized multirotor UAV fleet (200 flights, 3 fault modes). Metrics and training histories below are baked from the PyTorch training pipeline.