Thermomechanical characterization and hybrid LSTM–XGBoost force sensing of a two-way SMA spring actuator for robotic grasping
A two-way SMA spring gripper uses infrared thermal imaging and hybrid LSTM-XGBoost models to estimate gripping force without physical sensors, achieving 73.45 mN RMSE and 82.5% grasp success.
Published Oct 2, 2026 · 0 citations
Readers and the AI panel: vote on this paper to see what they said.
Only vote on papers you've read. Sign in to vote.