Jul 2026
Physically consistent and robust dynamics identification of industrial robots via PINN-based residual compensation
A two-stage framework that integrates robust physical parameter identification with residual compensation is proposed that effectively attenuates measurement noise and outliers, yielding a significant reduction in torque prediction errors.
Wenbin Luo, Ping-Jiang Wang, Chao-Xi Lin et al.
· Nonlinear dynamics · 0 citations