Skip to main content
Erschienen in:
Buchtitelbild

2019 | OriginalPaper | Buchkapitel

EEG Signal Indicator for Emotional Reactivity

verfasst von : Guodong Liang, Xiangmin Xu, Zicong Zheng, Xiaojie Xing, Jianxiong Guo

Erschienen in: Brain Informatics

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The main purpose of this study was to seek indicators that could effectively describe an individual’s subjective emotional reactivity with objective physiological signals. The study used VR to present two valences of stimuli to induce certain emotions, meanwhile collecting multimode physiological data. Then three dimensions of emotional reactivity, namely emotional intensity, emotional sensitivity and emotional persistence, measured by a self-assessment questionnaire, were correlated with individual’s EEG signals. Results showed that emotional persistence was significantly positively correlated with the change rate of both alpha bands under HVHA stimulus and beta bands under LVHA stimulus between two cerebral hemispheres. These findings are in accord with the frontal EEG lateralization theory that the left and right prefrontal cortex hemispheres process differently for multiple emotions. The change rate in alpha/beta ratio of the left hemisphere between the baseline and after HVHA stimulus was also found significantly positively correlated with emotional reactivity along with the sensitivity and intensity dimensions. This indicate that the relative power spectrum ratio of two frequency bands is more effective.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Gross, J.J.: Antecedent-and response-focused emotion regulation: divergent consequences for experience, expression, and physiology. J. Pers. Soc. Psychol. 74(1), 224–237 (1998)CrossRef Gross, J.J.: Antecedent-and response-focused emotion regulation: divergent consequences for experience, expression, and physiology. J. Pers. Soc. Psychol. 74(1), 224–237 (1998)CrossRef
2.
Zurück zum Zitat Davidson, R.J.: Anxiety and affective style: role of prefrontal cortex and amygdala. Biol. Psychiat. 51(1), 68–80 (2002)CrossRef Davidson, R.J.: Anxiety and affective style: role of prefrontal cortex and amygdala. Biol. Psychiat. 51(1), 68–80 (2002)CrossRef
3.
Zurück zum Zitat Rothbart, M.K., Ahadi, S.A., Evans, D.E.: Temperament and personality: origins and outcomes. J. Pers. Soc. Psychol. 78(1), 122–135 (2000)CrossRef Rothbart, M.K., Ahadi, S.A., Evans, D.E.: Temperament and personality: origins and outcomes. J. Pers. Soc. Psychol. 78(1), 122–135 (2000)CrossRef
4.
Zurück zum Zitat Larsen, R.J., Diener, E.: Affect intensity as an individual difference characteristic: a review. J. Res. Pers. 21(1), 1–39 (1988)CrossRef Larsen, R.J., Diener, E.: Affect intensity as an individual difference characteristic: a review. J. Res. Pers. 21(1), 1–39 (1988)CrossRef
5.
Zurück zum Zitat Davidson, R.J.: Emotion and affective style: hemispheric substrates. Psychol. Sci. 3(1), 39–43 (1992)CrossRef Davidson, R.J.: Emotion and affective style: hemispheric substrates. Psychol. Sci. 3(1), 39–43 (1992)CrossRef
6.
Zurück zum Zitat Davidson, R.J.: Affective style and affective disorders: perspectives from affective neuroscience. Cogn. Emot. 12(3), 307–330 (1998)CrossRef Davidson, R.J.: Affective style and affective disorders: perspectives from affective neuroscience. Cogn. Emot. 12(3), 307–330 (1998)CrossRef
7.
Zurück zum Zitat Linehan, M.M.: Cognitive-behavioral treatment of borderline personality disorder. Curr. Psychiatry Rep. 6(3), 225–231 (1993) Linehan, M.M.: Cognitive-behavioral treatment of borderline personality disorder. Curr. Psychiatry Rep. 6(3), 225–231 (1993)
8.
Zurück zum Zitat Nock, M.K., Wedig, M.M., Holmberg, E.B., Hooley, J.M.: The emotion reactivity scale: development, evaluation, and relation to self-injurious thoughts and behaviors. Behav. Ther. 39(2), 107–116 (2008)CrossRef Nock, M.K., Wedig, M.M., Holmberg, E.B., Hooley, J.M.: The emotion reactivity scale: development, evaluation, and relation to self-injurious thoughts and behaviors. Behav. Ther. 39(2), 107–116 (2008)CrossRef
9.
Zurück zum Zitat Evans, S.C., Blossom, J.B., Canter, K.S., Poppert-Cordts, K., Kanine, R., Garcia, A.: Self-reported emotion reactivity among early-adolescent girls: evidence for convergent and discriminant validity in an urban community sample. Behav. Ther. 47, 299–311 (2016)CrossRef Evans, S.C., Blossom, J.B., Canter, K.S., Poppert-Cordts, K., Kanine, R., Garcia, A.: Self-reported emotion reactivity among early-adolescent girls: evidence for convergent and discriminant validity in an urban community sample. Behav. Ther. 47, 299–311 (2016)CrossRef
10.
Zurück zum Zitat Simon, S.C., Greitemeyer, T.: The impact of immersion on the perception of pornography: a virtual reality study. Comput. Hum. Behav. 93, 141–148 (2019)CrossRef Simon, S.C., Greitemeyer, T.: The impact of immersion on the perception of pornography: a virtual reality study. Comput. Hum. Behav. 93, 141–148 (2019)CrossRef
11.
Zurück zum Zitat Weidner, F., et al.: Comparing VR and non-VR driving simulations: an experimental user study. In: 2017 IEEE Virtual Reality (2017) Weidner, F., et al.: Comparing VR and non-VR driving simulations: an experimental user study. In: 2017 IEEE Virtual Reality (2017)
12.
Zurück zum Zitat Naz, A., Kopper, R., Mcmahan, R.P.: Emotional qualities of VR space. In: 2017 IEEE Virtual Reality (2017) Naz, A., Kopper, R., Mcmahan, R.P.: Emotional qualities of VR space. In: 2017 IEEE Virtual Reality (2017)
13.
Zurück zum Zitat Corrêa, C.G.: Evaluation of VR medical training applications under the focus of professionals of the health area. In: ACM Symposium on Applied Computing (2009) Corrêa, C.G.: Evaluation of VR medical training applications under the focus of professionals of the health area. In: ACM Symposium on Applied Computing (2009)
14.
Zurück zum Zitat Picard, R.W.: Affective Computing. MIT Press, Cambridge (1997) Picard, R.W.: Affective Computing. MIT Press, Cambridge (1997)
15.
Zurück zum Zitat Radenkovic, MC.: Machine learning approaches in detecting the depression from resting-state electroencephalogram (EEG): a review study (2019) Radenkovic, MC.: Machine learning approaches in detecting the depression from resting-state electroencephalogram (EEG): a review study (2019)
16.
Zurück zum Zitat Coan, J.A., Allen, J.J.B.: Frontal EEG asymmetry as a moderator and mediator of emotion. Biol. Psychol. 67(1–2), 7–50 (2004)CrossRef Coan, J.A., Allen, J.J.B.: Frontal EEG asymmetry as a moderator and mediator of emotion. Biol. Psychol. 67(1–2), 7–50 (2004)CrossRef
17.
Zurück zum Zitat Lin, Y.P., Wang, C.H., Jung, T.P., Wu, T.L., Chen, J.H.: EEG-based emotion recognition in music listening. IEEE Trans. Biomed. Eng. 57(7), 1798–1806 (2010)CrossRef Lin, Y.P., Wang, C.H., Jung, T.P., Wu, T.L., Chen, J.H.: EEG-based emotion recognition in music listening. IEEE Trans. Biomed. Eng. 57(7), 1798–1806 (2010)CrossRef
18.
Zurück zum Zitat Liang, G.D., Li, Y.X., Liao, D., Hu, H.C., Zhang, Y.Y., Xu, X.M.: The relationship between EEG and depression under induced emotions using VR scenes. In: IMBioC (2019) Liang, G.D., Li, Y.X., Liao, D., Hu, H.C., Zhang, Y.Y., Xu, X.M.: The relationship between EEG and depression under induced emotions using VR scenes. In: IMBioC (2019)
19.
Zurück zum Zitat Rong, W.T.: Research on the brain cognition rule and EEG analysis method for image. Dissertation, Harbin Institute of Technology (2018) Rong, W.T.: Research on the brain cognition rule and EEG analysis method for image. Dissertation, Harbin Institute of Technology (2018)
20.
Zurück zum Zitat Liao, D., et al.: Arousal evaluation of VR affective scenes based on HR and SAM. In: IMBioC (2019) Liao, D., et al.: Arousal evaluation of VR affective scenes based on HR and SAM. In: IMBioC (2019)
21.
Zurück zum Zitat Li, G.: Research on the dynamics of emotional response and its influencing factors. Dissertation, Capital Normal University (2008) Li, G.: Research on the dynamics of emotional response and its influencing factors. Dissertation, Capital Normal University (2008)
22.
Zurück zum Zitat Fingelkurts, A.A., Fingelkurts, A.A.: Timing in cognition and EEG brain dynamics: discreteness versus continuity. Cogn. Process. 7(3), 135–162 (2006)CrossRef Fingelkurts, A.A., Fingelkurts, A.A.: Timing in cognition and EEG brain dynamics: discreteness versus continuity. Cogn. Process. 7(3), 135–162 (2006)CrossRef
23.
Zurück zum Zitat Lannoy, S., Heeren, A., Rochat, L., Rossignol, M., Van der Linden, M., Billieux, J.: Is there an all-embracing construct of emotion reactivity? Adaptation and validation of the emotion reactivity scale among a French-speaking community sample. Compr. Psychiatry 55(8), 1960–1967 (2014)CrossRef Lannoy, S., Heeren, A., Rochat, L., Rossignol, M., Van der Linden, M., Billieux, J.: Is there an all-embracing construct of emotion reactivity? Adaptation and validation of the emotion reactivity scale among a French-speaking community sample. Compr. Psychiatry 55(8), 1960–1967 (2014)CrossRef
24.
Zurück zum Zitat Shapero, B.G., Abramson, L.Y., Alloy, L.B.: Emotional reactivity and internalizing symptoms: moderating role of emotion regulation. Cogn. Ther. Res. 40(3), 328–340 (2016)CrossRef Shapero, B.G., Abramson, L.Y., Alloy, L.B.: Emotional reactivity and internalizing symptoms: moderating role of emotion regulation. Cogn. Ther. Res. 40(3), 328–340 (2016)CrossRef
25.
Zurück zum Zitat Laurence, C., Smits, D., Bijttebier, P.: The Dutch version of the emotion reactivity scale (2014) Laurence, C., Smits, D., Bijttebier, P.: The Dutch version of the emotion reactivity scale (2014)
26.
Zurück zum Zitat Li, Y.: Reliability and validity of the emotion reactivity scale in Chinese undergraduates. Chin. J. Clin. Psychol. 26(02), 59–62 (2018) Li, Y.: Reliability and validity of the emotion reactivity scale in Chinese undergraduates. Chin. J. Clin. Psychol. 26(02), 59–62 (2018)
27.
Zurück zum Zitat Jadhav, N., Manthalkar, R., Joshi, Y.: Electroencephalography-based emotion recognition using gray-level co-occurrence matrix features. In: Proceedings of International Conference on Computer Vision and Image Processing (2017) Jadhav, N., Manthalkar, R., Joshi, Y.: Electroencephalography-based emotion recognition using gray-level co-occurrence matrix features. In: Proceedings of International Conference on Computer Vision and Image Processing (2017)
28.
Zurück zum Zitat Simon, S., Greitemeyer, T.: The impact of immersion on the perception of pornography: a virtual reality study. Comput. Hum. Behav. 93, 141–148 (2018)CrossRef Simon, S., Greitemeyer, T.: The impact of immersion on the perception of pornography: a virtual reality study. Comput. Hum. Behav. 93, 141–148 (2018)CrossRef
29.
Zurück zum Zitat Ralph, M.: Deep immersion with Kasina—an exploration of meditation and concentration within virtual reality environments. In: Computing Conference, London (2017) Ralph, M.: Deep immersion with Kasina—an exploration of meditation and concentration within virtual reality environments. In: Computing Conference, London (2017)
30.
Zurück zum Zitat Quoidbach, J., Berry, E.V., Hansenne, M.: Positive emotion regulation and well-being: comparing the impact of eight savoring and dampening strategies. Pers. Individ. Differ. 49(5), 368–373 (2010)CrossRef Quoidbach, J., Berry, E.V., Hansenne, M.: Positive emotion regulation and well-being: comparing the impact of eight savoring and dampening strategies. Pers. Individ. Differ. 49(5), 368–373 (2010)CrossRef
31.
Zurück zum Zitat Weidner, F., Hoesch, A., Poeschl, S., Broll, W.: Comparing VR and non-VR driving simulations: an experimental user study. In: Virtual Reality (2017) Weidner, F., Hoesch, A., Poeschl, S., Broll, W.: Comparing VR and non-VR driving simulations: an experimental user study. In: Virtual Reality (2017)
32.
Zurück zum Zitat Reich, J.W., Zautra, A.J., Davis, M.: Dimensions of affect relationships: models and their integrative implications. Rev. Gen. Psychol. 7(1), 66–83 (2003)CrossRef Reich, J.W., Zautra, A.J., Davis, M.: Dimensions of affect relationships: models and their integrative implications. Rev. Gen. Psychol. 7(1), 66–83 (2003)CrossRef
33.
Zurück zum Zitat Faith, M., Thayer, J.F.: A dynamical systems interpretation of a dimensional model of emotion. Scand. J. Psychol. 42(2), 121–133 (2010)CrossRef Faith, M., Thayer, J.F.: A dynamical systems interpretation of a dimensional model of emotion. Scand. J. Psychol. 42(2), 121–133 (2010)CrossRef
34.
Zurück zum Zitat Davidson, R.J.: Affective neuroscience and psychophysiology: toward a synthesis. Psychophysiology 40(5), 655 (2003)CrossRef Davidson, R.J.: Affective neuroscience and psychophysiology: toward a synthesis. Psychophysiology 40(5), 655 (2003)CrossRef
35.
Zurück zum Zitat Xin, L., Xiaoying, Q., Yanxiu, T., Xiaoqi, S., Mengdi, F., Erjuan, C.: Application of the feature extraction based on combination of permutation entropy and multi-fractal index to emotion recognition. High Technol. Lett. 26(7), 617–624 (2016) Xin, L., Xiaoying, Q., Yanxiu, T., Xiaoqi, S., Mengdi, F., Erjuan, C.: Application of the feature extraction based on combination of permutation entropy and multi-fractal index to emotion recognition. High Technol. Lett. 26(7), 617–624 (2016)
36.
Zurück zum Zitat Zhang, L.: Effects of beta band binaural beats on brain physiological status. Manned Spacefl. 22(2), 254–261 (2016) Zhang, L.: Effects of beta band binaural beats on brain physiological status. Manned Spacefl. 22(2), 254–261 (2016)
37.
Zurück zum Zitat Van Bockstaele, B., et al.: The effects of attentional bias modification on emotion regulation. J. Behav. Ther. Exp. Psychiatry 62, 38–48 (2018)CrossRef Van Bockstaele, B., et al.: The effects of attentional bias modification on emotion regulation. J. Behav. Ther. Exp. Psychiatry 62, 38–48 (2018)CrossRef
38.
Zurück zum Zitat Lu, J.X.: Research on the emotional priming effect in the two hemispheres of the brain. Dissertation, Nanjing Normal University (2011) Lu, J.X.: Research on the emotional priming effect in the two hemispheres of the brain. Dissertation, Nanjing Normal University (2011)
39.
Zurück zum Zitat Thompson, R.A.: Emotion and self-regulation. In: Nebraska Symposium on Motivation, vol. 36, p. 367 (1988) Thompson, R.A.: Emotion and self-regulation. In: Nebraska Symposium on Motivation, vol. 36, p. 367 (1988)
40.
Zurück zum Zitat Thompson, R.A.: Emotion regulation: a theme in search of definition. Monogr. Soc. Res. Child Dev. 59(2-3), 25–52 (2010)CrossRef Thompson, R.A.: Emotion regulation: a theme in search of definition. Monogr. Soc. Res. Child Dev. 59(2-3), 25–52 (2010)CrossRef
41.
Zurück zum Zitat Zhang, J., Li, Y.S., Zhou, R.L.: The lateralization of the human brain to the processing of high and low arousal emotion pictures: research from event-related potentials. Chinese Psychological Society (2007) Zhang, J., Li, Y.S., Zhou, R.L.: The lateralization of the human brain to the processing of high and low arousal emotion pictures: research from event-related potentials. Chinese Psychological Society (2007)
Metadaten
Titel
EEG Signal Indicator for Emotional Reactivity
verfasst von
Guodong Liang
Xiangmin Xu
Zicong Zheng
Xiaojie Xing
Jianxiong Guo
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-37078-7_1

Premium Partner