arxivcs.SDeess.SP2026-07-21
CS-ETS: Chaos-Inspired Samba-Based EMG-To-Speech Synthesis with Nonlinear Chaotic Losses
Sajid Fardin Dipto, Tarikul Islam Tamiti, David Vergano, Luke Baja-Ricketts, Anomadarshi Barua
We propose a chaos-inspired new architecture for EMG-to-Speech (ETS) synthesis called CS-ETS, which combines a Samba-based encoder with two novel chaos-inspired loss functions -- Lyapunov Exponent Regularization (LER) and Multi-Scale Detrended Fluctuation Analysis (MSDFA). LER is…