시각 자극 기반의 뇌파 분석을 통한 사용자 집중력 분류 모델 설계
Design of User Concentration Classification Model by EEG Analysis Based on Visual SCPT
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초록
In this study, we designed a model that can measure the level of user's concentration by measuring and analyzing EEG data of the subjects who are performing Continuous Performance Test based on visual stimulus. This study focused on alpha and beta waves, which are closely related to concentration in various brain waves. There are a lot of research and services to enhance not only concentration but also brain activity. However, there are formidable barriers to ordinary people for using routinely because of high cost and complex procedures. Therefore, this study designed the model using the portable EEG measurement device with reasonable cost and Visual Continuous Performance Test which we developed as a simplified version of the existing CPT. This study aims to measure the concentration level of the subject objectively through simple and affordable way, EEG analysis. Concentration is also closely related to various brain diseases such as dementia, depression, and ADHD. Therefore, we believe that our proposed model can be useful not only for improving concentration but also brain disease prediction and monitoring research. In addition, the combination of this model and the Brain Computer Interface technology can create greater synergy in various fields.
Abstract
In this study, we designed a model that can measure the level of user's concentration by measuring and analyzing EEG data of the subjects who are performing Continuous Performance Test based on visual stimulus. This study focused on alpha and beta waves, which are closely related to concentration in various brain waves. There are a lot of research and services to enhance not only concentration but also brain activity. However, there are formidable barriers to ordinary people for using routinely because of high cost and complex procedures. Therefore, this study designed the model using the portable EEG measurement device with reasonable cost and Visual Continuous Performance Test which we developed as a simplified version of the existing CPT. This study aims to measure the concentration level of the subject objectively through simple and affordable way, EEG analysis. Concentration is also closely related to various brain diseases such as dementia, depression, and ADHD. Therefore, we believe that our proposed model can be useful not only for improving concentration but also brain disease prediction and monitoring research. In addition, the combination of this model and the Brain Computer Interface technology can create greater synergy in various fields.
참고문헌 (16)
- 이상호, "최대하운동 후 스포츠마사지가 뇌파변화에 미치는 영향", 한국체육과학회지, 17(1), pp.527~535 (2008), 한국체육과학회
- In-Soon Park, "Optimization of brain function using neurofeedback – Focused on Clinical case", Proceedings of Korean Jungshin Science Symposium, 18, pp.64~85 (2003)
- Ji-Hye Jung, "Effects of Neurofeedback Training on Unstable EEG and Inactive EEG in Growing Children", Proceedings of Korean Jungshin Science Symposium, 25, pp.205~231 (2006)
- Hyun-Jung Lee, "The Effect of Room Temperature on the Attention of Residents by EEG Analysis", pp.2011
- 이충헌, "뇌파기반 집중도 전송 및 BCI 적용에 관한 연구", 전자공학회논문지 - SC, 46(2), pp.41~46 (2009), 대한전자공학회
- 이현주, "뇌파를 활용한 사용자의 감정 분류 알고리즘", 한국통신학회논문지C, 39(2), pp.122~129 (2014), 한국통신학회
- Byung-Un Park, "Optimization of Brain Function by Interrelationship of EEG Bands", Proceedings of Korean Jungshin Science Symposium, 21, pp.103~108 (2004)
- A Study on EEG Signal Analysis using PCA and LDA, "Jong-Hun Jung", Institute of Control, Robotics and Systems, 708~711 (2011)
- Hee-Won Lee, "A Study on the Electroencephalogram(EEG)Changes of Luminous Intensity and Color Temperature due to Attention", Korea Color Society Conference, pp.80~83 (2016)
- E. Krigolson, "Choosing MUSE : Validation of a Low-Cost", Portable EEG System for ERP Research, 11, pp.1~10 (2017)
- 김성진, "조현병 환자에서 정신병리와 인지 기능과의 연관성", 생물치료정신의학, 19(2), pp.108~118 (2013), 대한생물치료정신의학회
- Conners CK, "The Continuous Performance Test(CPTII): Multi – Health Systems Inc.: North Tonawanda", ~ (2004)
- Jun-ho Park, "Auditory Late Response(ALR) and P300 in normal adults", Korean Journal of Otolaryngology-Head and Neck Surgery, 44(2), pp.139~143 (2001)
- 김종하, "카페공간에 대한 수렴적 탐색상황에서의 주의집중 특성의 분석방법에 관한 연구", 한국실내디자인학회 논문집, 25(2), pp.30~40 (2016), 한국실내디자인학회
- 박성수, "차량시뮬레이터 환경에서 운전 중 주의분산에 따른 생체신호 변화 연구", 대한인간공학회지, 29(1), pp.55~59 (2010), 대한인간공학회
- 박준수, "카페공간에서 좌석 선호에 대한 뇌파의 주의집중도 활성화 연구", 디지털디자인학연구, 16(4), pp.221~229 (2016), 한국디지털디자인학회