Experimental Analysis of a Mobile Health System for Mood Disorders

被引:8
作者
Massey, Tammara [1 ]
Marfia, Gustavo [2 ]
Potkonjak, Miodrag [3 ]
Sarrafzadeh, Majid [3 ]
机构
[1] Johns Hopkins Univ, Appl Phys Lab, Laurel, MD 20723 USA
[2] Univ Bologna, Dipartimento Sci Informaz, I-40126 Bologna, Italy
[3] Univ Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
来源
IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE | 2010年 / 14卷 / 02期
关键词
Affective computing; body sensor networks (BSN); embedded systems; health informatics; medical applications;
D O I
10.1109/TITB.2009.2034738
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Depression is one of the leading causes of disability. Methods are needed to quantitatively classify emotions in order to better understand and treat mood disorders. This research proposes techniques to improve communication in body sensor network (BSN) that gathers data on the affective states of the patient. These BSNs can continuously monitor, discretely quantify, and classify a patient's depressive states. In addition, data on the patient's lifestyle can be correlated with his/her physiological conditions to identify how various stimuli trigger symptoms. This continuous stream of data is an improvement over a snapshot of localized symptoms that a doctor often collects during a medical examination. Our research first quantifies how the body interferes with communication in a BSN and detects a pattern between the line of sight of an embedded device and its reception rate. Then, a mathematical model of the data using linear programming techniques determines the optimal placement and number of sensors in a BSN to improve communication. Experimental results show that the optimal placement of embedded devices can reduce power cost up to 27% and reduce hardware costs up to 47%. This research brings researchers a step closer to continuous, real-time systemic monitoring that will allow one to analyze the dynamic human physiology and understand, diagnosis, and treat mood disorders.
引用
收藏
页码:241 / 247
页数:7
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