Recognizing human emotion patterns by applying Fast Fourier Transform based on brainwave features

Anton Yudhana, Subhas Mukhopadhyay, Ismail Rakip Karas, Ahmad Azhari, Murein Miksa Mardhia, Son Ali Akbar, Akbar Muslim, Fathia Irbati Ammatulloh

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contribution

2 Citations (Scopus)

Abstract

The natural ability of humans to receive messages from the surrounding environment can be obtained through the senses. The senses will respond to stimuli received in various conditions including emotional conditions. Psychologically, recognizing human emotions directly can be assessed from several criteria, such as facial expressions, sounds, or body movements. This research aims to analyze human emotions from the biomedical side through brainwave signals using EEG sensors. The EEG signal obtained will be extracted using Fast Fourier Transform and first-order statistical features. Monitoring of EEG Signals is obtained by grouping based on four emotional conditions (normal, focus, sadness and shock emotions). The results of this research are expected to help improve users in knowing their mental state accurately. The development of this kind of emotional analysis has the potential to create wide applications in the future environment. Research results have shown and compared frequency stimuli from normal emotions, sadness, focus and shock in a variety of situations.

Original languageEnglish
Title of host publication2019 International Conference on Informatics, Multimedia, Cyber and Information System (ICIMCIS)
Place of PublicationPiscataway, NJ
PublisherInstitute of Electrical and Electronics Engineers (IEEE)
Pages249-254
Number of pages6
ISBN (Electronic)9781728129303, 9781728129297
ISBN (Print)9781728129310
DOIs
Publication statusPublished - 2019
Event1st International Conference on Informatics, Multimedia, Cyber and Information System, ICIMCIS 2019 - Jakarta, Indonesia
Duration: 24 Oct 201925 Oct 2019

Conference

Conference1st International Conference on Informatics, Multimedia, Cyber and Information System, ICIMCIS 2019
CountryIndonesia
CityJakarta
Period24/10/1925/10/19

Keywords

  • Emotion
  • Electroencephalography (EEG)
  • Fast Fourier Transform (FFT)
  • Brainwave

Fingerprint Dive into the research topics of 'Recognizing human emotion patterns by applying Fast Fourier Transform based on brainwave features'. Together they form a unique fingerprint.

Cite this