Table 1. Comparison of fault estimation and accommodation methods

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