A new framework uses the JSBSim 6-DoF engine to generate 23-channel engine health data for fault diagnosis. It integrates FMEA-driven fault injection with a large language model to produce interpretable reports. This approach solves the scarcity of real-world fault data. Practitioners gain a more reliable method for simulating rare aviation failures.