# Electrode Setup for Electromyography-Based Silent Speech Interfaces: A Pilot Study

**Authors:** Inge Salomons, Eder del Blanco, Eva Navas, Inma Hernáez

PMC · DOI: 10.3390/s25030781 · Sensors (Basel, Switzerland) · 2025-01-28

## TL;DR

This study explores the best electrode setup for recording EMG signals to develop a silent speech interface for Spanish laryngectomized speakers.

## Contribution

The paper introduces a novel electrode setup targeting specific facial and neck muscles for improved silent speech interface performance.

## Key findings

- Eight specific muscles were identified as crucial for capturing speech-related information.
- The final setup achieved better phone classification accuracy using frame-based phone accuracy.
- The study provides a reference for optimal electrode placement in EMG-based silent speech interfaces.

## Abstract

This paper describes a series of pilot experiments developed to define the electrode setup in order to record a novel parallel electromyography (EMG)–audio database. The main purpose of the database is to provide data useful for the development of an EMG-based silent speech interface for Spanish laryngectomized speakers. Motivated by the scarcity of information in related studies regarding this important decision-making process, we decided to carry out a set of experiments with multiple recording sessions and different setups. We included different electrode types (paired and concentric) and locations targeting different muscles in the face and neck involved in the speech production process. We then analyzed the results obtained in a phone classification task using frame-based phone accuracy. The final setup consists of eight channels with bipolar single-electrode pairs targeting eight specific muscles crucial for capturing speech-related information: the digastric, the depressor anguli oris, the risorius, the levator labii superioris, the masseter, the zygomaticus major, the depressor labii superioris, and the stylohyoid. This setup has been used for the final recordings in the database. By providing insight into the electrode setups that were used in related studies and the optimal setup that resulted from this pilot study, we hope that this research will help future researchers in the field in determining their experimental setup.

## Full-text entities

- **Genes:** SETD2 (SET domain containing 2, histone lysine methyltransferase) [NCBI Gene 29072] {aka HBP231, HIF-1, HIP-1, HSPC069, HYPB, KMT3A}, DAO (D-amino acid oxidase) [NCBI Gene 1610] {aka DAAO, DAMOX, OXDA}, NAAA (N-acylethanolamine acid amidase) [NCBI Gene 27163] {aka ASAHL, PLT}
- **Diseases:** TD (MESH:D000377), SSI (MESH:D013064), injury to people or property (MESH:C000719191)
- **Chemicals:** CV (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11821129/full.md

## References

54 references — full list in the complete paper: https://tomesphere.com/paper/PMC11821129/full.md

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Source: https://tomesphere.com/paper/PMC11821129