Electroencephalography-based imagined speech recognition using deep long short-term memory network

Electroencephalography-based imagined speech recognition using deep long short-term memory network

This article proposes a subject-independent application of brain–computer interfacing (BCI). A 32-channel Electroencephalography (EEG) device is used to measure imagined speech (SI) of four words (sos, stop, medicine, washroom) and one phrase (come-here) across 13 subjects. A deep long short-term me...

Full description

Bibliographic Details
Main Authors:	Prabhakar Agarwal, Sandeep Kumar
Format:	Article
Language:	English
Published:	Electronics and Telecommunications Research Institute (ETRI) 2022-08-01
Series:	ETRI Journal
Subjects:	brain–computer interface deep learning eeg imagined speech recognition long short term memory
Online Access:	https://doi.org/10.4218/etrij.2021-0118

Similar Items

Evaluation of an English language phoneme-based imagined speech brain computer interface with low-cost electroencephalography
by: John LaRocco, et al.
Published: (2023-12-01)

Neural Speech Decoding During Audition, Imagination and Production
by: Rini A. Sharon, et al.
Published: (2020-01-01)

Pembangunan Game Memory Training terhadap Peningkatan Short Term Memory (STM) pada Anak SMP Menggunakan Speech Recognition (Studi Kasus: SMP Dharma Loka Pekanbaru)
by: Raymond Raymond, et al.
Published: (2018-08-01)

Decoding of imagined speech electroencephalography neural signals using transfer learning method
by: Nrushingh Charan Mahapatra, et al.
Published: (2023-01-01)

Speech emotion recognition based on Graph-LSTM neural network
by: Yan Li, et al.
Published: (2023-10-01)

Imagined Speech Classification Using EEG and Deep Learning
by: Mokhles M. Abdulghani, et al.
Published: (2023-05-01)

Deep Learning-Based Approach for Emotion Recognition Using Electroencephalography (EEG) Signals Using Bi-Directional Long Short-Term Memory (Bi-LSTM)
by: Mona Algarni, et al.
Published: (2022-04-01)

Imaginary Speech Recognition Using a Convolutional Network with Long-Short Memory
by: Ana-Luiza Rusnac, et al.
Published: (2022-11-01)

Bidirectional Long Short-Term Memory Network with a Conditional Random Field Layer for Uyghur Part-Of-Speech Tagging
by: Maihemuti Maimaiti, et al.
Published: (2017-11-01)

The nested hierarchy of overt, mouthed, and imagined speech activity evident in intracranial recordings
by: Pedram Z. Soroush, et al.
Published: (2023-04-01)

Imagined Speech Classification Using Six Phonetically Distributed Words
by: Yash V. Varshney, et al.
Published: (2022-03-01)

Recognition of Emotion with Intensity from Speech Signal Using 3D Transformed Feature and Deep Learning
by: Md. Riadul Islam, et al.
Published: (2022-07-01)

A State-of-the-Art Review of EEG-Based Imagined Speech Decoding
by: Diego Lopez-Bernal, et al.
Published: (2022-04-01)

Lightning Whistler Wave Speech Recognition Based on Grey Wolf Optimization Algorithm
by: Jing Yuan, et al.
Published: (2022-11-01)

Hybrid LSTM-Transformer Model for Emotion Recognition From Speech Audio Files
by: Felicia Andayani, et al.
Published: (2022-01-01)

Speech Inpainting Based on Multi-Layer Long Short-Term Memory Networks
by: Haohan Shi, et al.
Published: (2024-02-01)

A Hybrid Architecture for Accent-Based Automatic Speech Recognition Systems for E-Learning Environment
by: AJU Omojokun Gabriel, et al.
Published: (2022-10-01)

A Review on Speech Emotion Recognition Using Deep Learning and Attention Mechanism
by: Eva Lieskovská, et al.
Published: (2021-05-01)

Feature Fusion Based on Main-Auxiliary Network for Speech Emotion Recognition
by: Desheng HU, et al.
Published: (2021-09-01)

Automatic Recognition of Arabic Poetry Meter from Speech Signal using Long Short-term Memory and Support Vector Machine
by: Abdulbasit K. Al-Talabani
Published: (2020-04-01)

Feature Pyramid Networks and Long Short-Term Memory for EEG Feature Map-Based Emotion Recognition
by: Xiaodan Zhang, et al.
Published: (2023-02-01)

Decoding Imagined Speech From EEG Using Transfer Learning
by: Jerrin Thomas Panachakel, et al.
Published: (2021-01-01)

Effects of hearing loss on speech recognition under distracting conditions and working memory in the elderly
by: Na W, et al.
Published: (2017-08-01)

Recognizing Semi-Natural and Spontaneous Speech Emotions Using Deep Neural Networks
by: Ammar Amjad, et al.
Published: (2022-01-01)

Classification of Vowels from Imagined Speech with Convolutional Neural Networks
by: Markus-Oliver Tamm, et al.
Published: (2020-06-01)

Pre-trained Deep Convolution Neural Network Model With Attention for Speech Emotion Recognition
by: Hua Zhang, et al.
Published: (2021-03-01)

Continuous Sign Language Recognition and Its Translation into Intonation-Colored Speech
by: Nurzada Amangeldy, et al.
Published: (2023-07-01)

Decoding Covert Speech From EEG-A Comprehensive Review
by: Jerrin Thomas Panachakel, et al.
Published: (2021-04-01)

Parallelized Convolutional Recurrent Neural Network With Spectral Features for Speech Emotion Recognition
by: Pengxu Jiang, et al.
Published: (2019-01-01)

Speech Emotion Recognition Based on Two-Stream Deep Learning Model Using Korean Audio Information
by: A-Hyeon Jo, et al.
Published: (2023-02-01)

Music Emotion Recognition Based on Long Short-Term Memory and Forward Neural Network
by: Aizhen Liu
Published: (2022-01-01)

GIS Partial Discharge Pattern Recognition Based on a Novel Convolutional Neural Networks and Long Short-Term Memory
by: Tingliang Liu, et al.
Published: (2021-06-01)

The Effects of Regular Pilates Exercise on Long-Term and Short-Term Memory of the Elderly
by: Nayereh Joolaei, et al.
Published: (2017-08-01)

Empirical comparison of deep learning methods for EEG decoding
by: Iago Henrique de Oliveira, et al.
Published: (2023-01-01)

A Spectrotemporal EEG Mapping Approach for Decoding Imagined Marathi Language Phonemes
by: Umesh Mhapankar, et al.
Published: (2024-04-01)

Multi-Modal Fusion Emotion Recognition Method of Speech Expression Based on Deep Learning
by: Dong Liu, et al.
Published: (2021-07-01)

Multi-thread Parallel Speech Recognition for Mobile Applications
by: LOJKA Martin, et al.
Published: (2014-05-01)

Prediction of Cognitive Load from Electroencephalography Signals Using Long Short-Term Memory Network
by: Gilsang Yoo, et al.
Published: (2023-03-01)

The Relationship between Short- and Long-Term Memory Is Preserved across the Age Range
by: Giedrė Čepukaitytė, et al.
Published: (2023-01-01)

ECG Forecasting System Based on Long Short-Term Memory
by: Henriques Zacarias, et al.
Published: (2024-01-01)