Human emotion induction, recognition and visualization

In recent years, many researchers have focused on using EEG signals in emotion recognition. This project aims to discover methods to distinguish and recognize emotions represented in a 3D pleasure- arousal-dominance model. A sound and music evoked emotion experiment is designed and used for signal...

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Main Author: Ji, Xuan
Other Authors: Olga Sourina
Format: Final Year Project
Language:English
Published: 2011
Subjects:
Online Access:http://hdl.handle.net/10356/45380
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-453802023-07-07T17:39:43Z Human emotion induction, recognition and visualization Ji, Xuan Olga Sourina School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering::Computer hardware, software and systems DRNTU::Engineering::Electrical and electronic engineering::Electronic systems::Signal processing In recent years, many researchers have focused on using EEG signals in emotion recognition. This project aims to discover methods to distinguish and recognize emotions represented in a 3D pleasure- arousal-dominance model. A sound and music evoked emotion experiment is designed and used for signal data collection. Emotiv headset is used as the device and Self Assessment Manikin is used as the emotion assessment tool, along with sound stimuli from IADS database. Two hypotheses are proposed regarding the relationship between EEG signals and the dominance dimension of emotion: emotion lateralization in the frontal lobe; beta/alpha signal ratio increase at the frontal lobe and beta value increase at the parietal lobe. Two fractal dimension algorithms: Box Counting algorithms and Higuchi algorithm are used in data processing along with other methods to test out the hypotheses. Bachelor of Engineering 2011-06-13T04:02:07Z 2011-06-13T04:02:07Z 2011 2011 Final Year Project (FYP) http://hdl.handle.net/10356/45380 en Nanyang Technological University 106 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Electrical and electronic engineering::Computer hardware, software and systems
DRNTU::Engineering::Electrical and electronic engineering::Electronic systems::Signal processing
spellingShingle DRNTU::Engineering::Electrical and electronic engineering::Computer hardware, software and systems
DRNTU::Engineering::Electrical and electronic engineering::Electronic systems::Signal processing
Ji, Xuan
Human emotion induction, recognition and visualization
description In recent years, many researchers have focused on using EEG signals in emotion recognition. This project aims to discover methods to distinguish and recognize emotions represented in a 3D pleasure- arousal-dominance model. A sound and music evoked emotion experiment is designed and used for signal data collection. Emotiv headset is used as the device and Self Assessment Manikin is used as the emotion assessment tool, along with sound stimuli from IADS database. Two hypotheses are proposed regarding the relationship between EEG signals and the dominance dimension of emotion: emotion lateralization in the frontal lobe; beta/alpha signal ratio increase at the frontal lobe and beta value increase at the parietal lobe. Two fractal dimension algorithms: Box Counting algorithms and Higuchi algorithm are used in data processing along with other methods to test out the hypotheses.
author2 Olga Sourina
author_facet Olga Sourina
Ji, Xuan
format Final Year Project
author Ji, Xuan
author_sort Ji, Xuan
title Human emotion induction, recognition and visualization
title_short Human emotion induction, recognition and visualization
title_full Human emotion induction, recognition and visualization
title_fullStr Human emotion induction, recognition and visualization
title_full_unstemmed Human emotion induction, recognition and visualization
title_sort human emotion induction, recognition and visualization
publishDate 2011
url http://hdl.handle.net/10356/45380
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