aaron raymond see department of electrical engineering southern taiwan university 11/17/20151

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Aaron Raymond See Aaron Raymond See Department of Electrical Engineering Department of Electrical Engineering Southern Taiwan University Southern Taiwan University 07/04/22 1

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Page 1: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

Aaron Raymond SeeAaron Raymond See

Department of Electrical EngineeringDepartment of Electrical Engineering

Southern Taiwan UniversitySouthern Taiwan University

04/21/23 1

Page 2: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

Introduction Methodology Preliminary Results Conclusions References

Outline

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Page 3: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

Over 30 years….

EEG asymmetry Emotional states Psychophysiological conditions

Introduction

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From: Carvalho A et al (2011) Journal of Affective Disorders, 129, pp. 143-148. Allen J (2004) Biological Psychology, 67, pp.1-5

Page 4: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

04/21/23 4

Introduction

Fig. 1 Frontal EEG asymmetry as a moderator. Model adapted from Baron and Kenney (1986).

From: Coan J and Allen J (2004) Biological Psychology, 67:7-49.

Page 5: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

Effects of relatively greater left frontal activity:

General appetitive Approachable Behavioral activation Motivational

Introduction

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Effects of greater right frontal activity

General avoidance Withdrawal behaviors Fear Anxiety

Introduction

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EEG asymmetry measurement

Index computed through the difference between the natural logarithm of the left hemisphere alpha power from right hemisphere alpha power

= ln(right alpha power) – ln(left alpha power)

Introduction

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From: Coan J and Allen J (2004) Biological Psychology, 67:7-49. Jetha M et al (2009) International Journal of Psychophysiology, 72: 228-233.

Page 8: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

Fig. 2 Scatterplots of the relation between EEG alpha asymmetry (ln right hemisphere minus ln left hemisphere power) in the frontal regions for eyes-open and eyes closed conditions.

From: Jetha M et al (2009) International Journal of Psychophysiology, 72: 228-233.

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Introduction

Page 9: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

The factors may be considered as an index for the risk of

anxiety and depression.

Fig. 3 Spectral asymmetry index values averaged over a group of depressive and control subjects

From: Coan J and Allen J (2004) Biological Psychology, 67:7-49. Smit DJA et al (2007) Biological Psychology, 74: 26-33. Hinrikus H et al (2009) Med Biol Eng Comput, 47: 1291-1299.

Introduction

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Page 10: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

Fig. 4 Frontal asymmetry (mean and sd) in normal, remmitted and depressed elderly subjects.

From: Carvalho et al. Journal of Affective Disorders, 129, pp. 143-148, 2011.

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Introduction

Page 11: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

Music was found to be correlated with emotional experience.

Introduction

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Fig. 5 Differences among four musical excerpts on left and right frontal EEG alpha power

From: Schmidt L and Trainor et al (2001) Cognition and Emotion, 14: 487-500.

Page 12: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

Objective:

To determine the effects on EEG asymmetry of resting EEG after listening to melancholic music.

Introduction

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Page 13: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

Subjects:

3 Male University Students

Mean Age 20 Yrs Old

Experimental procedure:

Divided into 3 parts1st measure continuous resting eyes closed EEG 10 mins2nd listen to melancholic songs no EEG recording 10 mins 3rd measure continuous resting eyes closed EEG 10 mins

Methodology

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Page 14: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

Nu Amps Express of NeuroScan Company

16 channels were placed according to the 10-20 system

Impedance was kept at 5 kΩ

The channels recorded are composed of the following:

Fp1, Fp2, F3, F4, C3, and C4

Bandpass filtered using: 0.5-30 Hz

Sampling Frequency: 1000 Hz

Methodology

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Page 15: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

Harmonic parameter extraction:

Beta, Alpha, Theta, Delta Single side power of each harmonic parameter Power is normalize Asymmetry index

ln[right alpha] – ln[left alpha]

Methodology

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Page 16: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

Preliminary Results

Fig. 6 EEG asymmetry of subject 104/21/23 16

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Preliminary Results

Fig. 7 EEG asymmetry of subject 204/21/23 17

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Preliminary Results

Fig. 8 EEG asymmetry of subject 304/21/23 18

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Preliminary Results

Fig. 9 Average EEG asymmetry of 3 subjects04/21/23 19

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  Subject 1

  Left Right

  Before After Before After

Beta 9.66 15.57 9.77 15.70

Alpha 36.01 39.49 33.17 38.15

Theta 52.63 43.42 55.46 44.71

Delta 1.70 1.53 1.60 1.45

Preliminary Results

Table 1. EEG asymmetry index comparison

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Preliminary Results

Fig. 10 EEG asymmetry comparison04/21/23 21

Page 22: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

Melancholic music presented to the subjects were

able to display observable changes in the EEG asymmetry indexes and the normalized power of the harmonic parameters.

The asymmetry indexes were brought closer to the baseline after listening to the set of music.

Beta power increase and decrease were observed to affect theta changes.

Conclusions

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Page 23: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

More experiments may determine new

methods to provide a definitive test on emotional and psychological states.

Conclusions

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Page 24: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

 The authors would like to thank the financial support from National Science Council of Taiwan on grant number NSC 99-2221-E-218-012.

Acknowledgements

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Page 25: Aaron Raymond See Department of Electrical Engineering Southern Taiwan University 11/17/20151

P. Possel, (2008) Biological Psychology, 78: 173-178. Wheeler RE et al (1993) Psychophysiology, 30: 82–89. Coan J and Allen J (2004) Biological Psychology, 67: 7-49. Jones NA, Field T, and Davalos M (1998) Infant behavior and

Development, 21: 527–530. Coan JA, Allen JJ B ( 2003) The Asymmetrical Brain, MIT Press,

Cambridge, MA, 565–615. Davidson RJ (1993) Cognition and Emotion 7: 115–138. Harmon-Jones E and Allen JJ B (1997) Journal of Abnormal

Psychology, 106: 159–163. Hinrikus H et al (2009) Med Biol Eng Comput, 47: 1291-1299. Grin-Yatsenko et al (2010) Clinical Neurophysiology, 121: 281-

289.

References

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Harmon-Jones E, Gable P A, and Peterson C K (2010) Biological

Psychology, 84: 451-462. Lin YP et al (2010) Neuroreport, 21: 410-414. Sokhadze E (2007) Applied Pyschophysiology and Biofeedback, 32:

31-50. Carvalho A et al (2011) Journal of Affective Disorders, 129: 143-148. Allen J (2004) Biological Psychology, 67: 1-5 . Jetha M et al (2009) International Journal of Psychophysiology, 72:

228-233. Smit DJA et al (2007) Biological Psychology, 74: 26-33. Schmidt L and Trainor et al (2001) Cognition and Emotion, 14: 487-500. http://racqueldozier.blogspot.com/2011/04/mastering-your-emotions.html http://mrdfourth90.com/all_class_sites/2010/Human_Body/data/

CPemotions.htm http://novelideaslifeofateenwriter.wordpress.com/2011/01/05/traumatic-or-

dramatic-life-after-a-death-scene/ http://www.medicalook.com/Mental_health/Anxiety.html

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References

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