Literature DB >> 33322014

Integrating Biosignals Measurement in Virtual Reality Environments for Anxiety Detection.

Livia Petrescu1, Cătălin Petrescu2, Oana Mitruț2, Gabriela Moise3, Alin Moldoveanu2, Florica Moldoveanu2, Marius Leordeanu2.   

Abstract

This paper proposes a protocol for the acquisition and processing of biophysical signals in virtual reality applications, particularly in phobia therapy experiments. This protocol aims to ensure that the measurement and processing phases are performed effectively, to obtain clean data that can be used to estimate the users' anxiety levels. The protocol has been designed after analyzing the experimental data of seven subjects who have been exposed to heights in a virtual reality environment. The subjects' level of anxiety has been estimated based on the real-time evaluation of a nonlinear function that has as parameters various features extracted from the biophysical signals. The highest classification accuracy was obtained using a combination of seven heart rate and electrodermal activity features in the time domain and frequency domain.

Entities:  

Keywords:  EDA; biophysical; emotion recognition; experiment; human-computer interaction; virtual reality

Mesh:

Year:  2020        PMID: 33322014      PMCID: PMC7763206          DOI: 10.3390/s20247088

Source DB:  PubMed          Journal:  Sensors (Basel)        ISSN: 1424-8220            Impact factor:   3.576


  55 in total

1.  Emotion and motivation I: defensive and appetitive reactions in picture processing.

Authors:  M M Bradley; M Codispoti; B N Cuthbert; P J Lang
Journal:  Emotion       Date:  2001-09

2.  Heart rate response to fear conditioning and virtual reality in subthreshold PTSD.

Authors:  Michael J Roy; Michelle E Costanzo; Tanja Jovanovic; Suzanne Leaman; Patricia Taylor; Seth D Norrholm; Albert A Rizzo
Journal:  Stud Health Technol Inform       Date:  2013

3.  Telepresence.

Authors:  J V Draper; D B Kaber; J M Usher
Journal:  Hum Factors       Date:  1998-09       Impact factor: 2.888

4.  Electrodermal hyporeactivity as a trait marker for suicidal propensity in uni- and bipolar depression.

Authors:  L H Thorell; M Wolfersdorf; R Straub; J Steyer; S Hodgkinson; W P Kaschka; M Jandl
Journal:  J Psychiatr Res       Date:  2013-09-05       Impact factor: 4.791

Review 5.  From psychological moments to mortality: A multidisciplinary synthesis on heart rate variability spanning the continuum of time.

Authors:  Andrew H Kemp; Julian Koenig; Julian F Thayer
Journal:  Neurosci Biobehav Rev       Date:  2017-09-06       Impact factor: 8.989

6.  The emotion probe. Studies of motivation and attention.

Authors:  P J Lang
Journal:  Am Psychol       Date:  1995-05

Review 7.  Short-term cardiovascular oscillations in man: measuring and modelling the physiologies.

Authors:  Michael A Cohen; J Andrew Taylor
Journal:  J Physiol       Date:  2002-08-01       Impact factor: 5.182

Review 8.  A Review of Emotion Recognition Using Physiological Signals.

Authors:  Lin Shu; Jinyan Xie; Mingyue Yang; Ziyi Li; Zhenqi Li; Dan Liao; Xiangmin Xu; Xinyi Yang
Journal:  Sensors (Basel)       Date:  2018-06-28       Impact factor: 3.576

9.  The Affective Slider: A Digital Self-Assessment Scale for the Measurement of Human Emotions.

Authors:  Alberto Betella; Paul F M J Verschure
Journal:  PLoS One       Date:  2016-02-05       Impact factor: 3.240

10.  An Investigation of Various Machine and Deep Learning Techniques Applied in Automatic Fear Level Detection and Acrophobia Virtual Therapy.

Authors:  Oana Bălan; Gabriela Moise; Alin Moldoveanu; Marius Leordeanu; Florica Moldoveanu
Journal:  Sensors (Basel)       Date:  2020-01-15       Impact factor: 3.576

View more
  4 in total

1.  Pilot Behavior Recognition Based on Multi-Modality Fusion Technology Using Physiological Characteristics.

Authors:  Yuhan Li; Ke Li; Shaofan Wang; Xiaodan Chen; Dongsheng Wen
Journal:  Biosensors (Basel)       Date:  2022-06-12

2.  Targeted Memory Reactivation During REM Sleep in Patients With Social Anxiety Disorder.

Authors:  Francesca Borghese; Pauline Henckaerts; Fanny Guy; Coral Perez Mayo; Sylvain Delplanque; Sophie Schwartz; Lampros Perogamvros
Journal:  Front Psychiatry       Date:  2022-06-20       Impact factor: 5.435

3.  From virtual to real healing: a critical overview of the therapeutic use of virtual reality to cope with mourning.

Authors:  Silvia Francesca Maria Pizzoli; Dario Monzani; Laura Vergani; Virginia Sanchini; Ketti Mazzocco
Journal:  Curr Psychol       Date:  2021-08-20

4.  Aberrated Multidimensional EEG Characteristics in Patients with Generalized Anxiety Disorder: A Machine-Learning Based Analysis Framework.

Authors:  Zhongxia Shen; Gang Li; Jiaqi Fang; Hongyang Zhong; Jie Wang; Yu Sun; Xinhua Shen
Journal:  Sensors (Basel)       Date:  2022-07-20       Impact factor: 3.847

  4 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.