A new framework uses the JSBSim flight dynamics engine to generate 23-channel engine health monitoring data. Researchers integrated FMEA-driven fault injection with a large language model to produce interpretable diagnostic reports. This approach solves the scarcity of real-world fault data. It provides a scalable template for synthetic data generation in aviation safety.