Open access
Aug 2026
Sliding mode control of robot manipulators via an improved recurrent neural network and barrier functions
An adaptive terminal sliding-mode controller integrating a dual-feedback Improved-RNN with a barrier-function-based super-twisting mechanism is developed, which achieves the lowest nominal tracking RMSE and the shortest nominal settling times for both joints.
Wen-Dong Li, Jing Zhao, Hai-Cheng Wan
· Scientific Reports · 0 citations