Accurately diagnosing blockages in a threshing cylinder is crucial for ensuring efficiency and quality combine harvester operations. However, terms of blockage diagnostic methods, the current state affairs characterized by model-based approaches that can be highly time-consuming difficult to implement, while data-driven lack interpretability. To address this situation, we propose temporal assoc...