Title :
Wearable mental-health monitoring platform with independent component analysis and nonlinear chaotic analysis
Author :
Taehwan Roh ; Kyeongryeol Bong ; Sunjoo Hong ; Hyunwoo Cho ; Hoi-Jun Yoo
Author_Institution :
Korean Adv. Inst. of Sci. & Technol. (KAIST), Daejeon, South Korea
fDate :
Aug. 28 2012-Sept. 1 2012
Abstract :
The wearable mental-health monitoring platform is proposed for mobile mental healthcare system. The platform is headband type of 50g and consumes 1.1mW. For the mental health monitoring two specific functions (independent component analysis (ICA) and nonlinear chaotic analysis (NCA)) are implemented into CMOS integrated circuits. ICA extracts heart rate variability (HRV) from EEG, and then NCA extracts the largest lyapunov exponent (LLE) as physiological marker to identify mental stress and states. The extracted HRV is only 1.84% different from the HRV obtained by simple ECG measurement system. With the help of EEG signals, the proposed headband mental monitoring system shows 90% confidence level in stress test, which is better than the test results of only HRV.
Keywords :
CMOS integrated circuits; biomedical electronics; chaos; electroencephalography; independent component analysis; medical signal processing; neurophysiology; patient monitoring; psychology; CMOS integrated circuits; EEG; ICA; LLE; NCA; headband type platform; heart rate variability extraction; independent component analysis; largest Lyapunov exponent; mass 50 g; mental state physiological marker; mental stress physiological marker; mobile mental healthcare system; nonlinear chaotic analysis; power 1.1 mW; wearable mental health monitoring platform; Electrocardiography; Electroencephalography; Heart rate variability; Monitoring; Pollution measurement; Stress; Vectors; Data Interpretation, Statistical; Diagnosis, Computer-Assisted; Electrocardiography; Electroencephalography; Equipment Design; Equipment Failure Analysis; Humans; Monitoring, Ambulatory; Nonlinear Dynamics; Principal Component Analysis; Reproducibility of Results; Sensitivity and Specificity; Stress, Psychological;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
DOI :
10.1109/EMBC.2012.6346977