Abstract:
Objective: The objective of this work is to develop a novel myoelectric pattern recognition (MPR) method to mitigate the concurrent interference of electrode shift and loosening, thereby improving the practicality of MPR-based gestural interfaces towards intelligent control. Methods: A Siamese auto-encoder network (SAEN) was established to learn robust feature representations …