| Method | Combined faults | Key characteristics / limitations |
|---|---|---|
| IMU tracking and torque comparison | ✕ | Inverse-dynamics contamination under sensor faults |
| Recurrent NN adaptive observer | △ | Sequential faults not analyzed |
| NN + nonlinear observer | ✕ | Accelerometer, actuator, and sequential faults not integrated |
| Proposed | ○ | Integrated compensation of sequential sensor–actuator faults |