Literature DB >> 26737692

Human emotion recognition using heart rate variability analysis with spectral bands based on respiration.

María Teresa Valderas, Juan Bolea, Pablo Laguna, Montserrat Vallverdú, Raquel Bailón.   

Abstract

The work presented in this paper aims at assessing human emotion recognition by means of the analysis of the heart rate variability (HRV) with varying spectral bands based on respiratory frequency (RF). Three specific emotional states are compared corresponding to calm-neutral state (Relax), positive elicitation (Joy) and negative elicitation (Fear). Standard HRV analysis in time and frequency domain is performed. In order to better characterize the HRV component related to respiratory sinus arrhythmia, the high frequency (HF) band is centered on RF. Results reveal that the power content in low band (PLF), the normalized power content in HF band (PHFn) and the sympathovagal ratio (LF/HF) can be suitable indices to distinguish Relax and Joy. Mean heart rate and RF are significantly different between Relax and Fear. Different HRV indices show significant differences between Joy and Fear, such as pNN50, PLF, PHFn and LF/HF. Statistical analysis of HRV indices with HF centered in the RF results in a lower p-value than the ones with a HF standard band.

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Year:  2015        PMID: 26737692     DOI: 10.1109/EMBC.2015.7319792

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  4 in total

1.  Wearable Emotion Recognition Using Heart Rate Data from a Smart Bracelet.

Authors:  Lin Shu; Yang Yu; Wenzhuo Chen; Haoqiang Hua; Qin Li; Jianxiu Jin; Xiangmin Xu
Journal:  Sensors (Basel)       Date:  2020-01-28       Impact factor: 3.576

2.  The Effects of an Online Mind-Body Training Program on Stress, Coping Strategies, Emotional Intelligence, Resilience and Psychological State.

Authors:  Ye-Ha Jung; Tae Min Ha; Chang Young Oh; Ui Soon Lee; Joon Hwan Jang; Jungwon Kim; Jae-Oh Park; Do-Hyung Kang
Journal:  PLoS One       Date:  2016-08-01       Impact factor: 3.240

3.  Validation of the Apple Watch for Heart Rate Variability Measurements during Relax and Mental Stress in Healthy Subjects.

Authors:  David Hernando; Surya Roca; Jorge Sancho; Álvaro Alesanco; Raquel Bailón
Journal:  Sensors (Basel)       Date:  2018-08-10       Impact factor: 3.576

Review 4.  Human Emotion Recognition: Review of Sensors and Methods.

Authors:  Andrius Dzedzickis; Artūras Kaklauskas; Vytautas Bucinskas
Journal:  Sensors (Basel)       Date:  2020-01-21       Impact factor: 3.576

  4 in total

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