Modeling Opportunities in mHealth Cyber-Physical Systems

作者: Wendy Nilsen , Emre Ertin , Eric B. Hekler , Santosh Kumar , Insup Lee

DOI: 10.1007/978-3-319-51394-2_23

关键词: Psychological interventionmHealthComputational modelCyber-physical systemRisk analysis (engineering)Human healthPredictive variablesResearch communityPatient Generated Data

摘要: Cyber-physical systems, with their focus on creating closed-loop have transformed a wide range of areas (e.g., flight industrial plants, robotics, etc.). However, even after century health research we still lack dynamic computational models human and its interactions the environment, let alone full cyber-physical system. A major hurdle to developing systems in medical fields has been high-resolution data changes both outcomes predictive variables natural environment. There are many public private initiatives addressing these measurement issues community is witnessing rapid progress this area. Consequently, there an emerging opportunity develop for mobile (mHealth). This chapter describes challenges system build effective safe mHealth interventions. Doing so involves significant advances modeling health, biology, behavior environment response humans

参考文章(16)
Donna Spruijt-Metz, Eric Hekler, Niilo Saranummi, Stephen Intille, Ilkka Korhonen, Wendy Nilsen, Daniel E. Rivera, Bonnie Spring, Susan Michie, David A. Asch, Alberto Sanna, Vicente Traver Salcedo, Rita Kukakfa, Misha Pavel, Building new computational models to support health behavior change and maintenance: new opportunities in behavioral research. Translational behavioral medicine. ,vol. 5, pp. 335- 346 ,(2015) , 10.1007/S13142-015-0324-1
Cesar A. Martin, Sunil Deshpande, Eric B. Hekler, Daniel E. Rivera, A system identification approach for improving behavioral interventions based on Social Cognitive Theory advances in computing and communications. pp. 5878- 5883 ,(2015) , 10.1109/ACC.2015.7172261
Luis G. Jaimes, Juan Calderon, Juan Lopez, Andrew Raij, Trends in Mobile Cyber-Physical Systems for health Just-in time interventions southeastcon. pp. 1- 6 ,(2015) , 10.1109/SECON.2015.7132887
Stephen D. Patek, Sanjian Chen, Patrick Keith-Hynes, Insup Lee, Distributed aspects of the artificial pancreas allerton conference on communication, control, and computing. pp. 543- 550 ,(2013) , 10.1109/ALLERTON.2013.6736572
Zhihao Jiang, M. Pajic, R. Mangharam, Cyber–Physical Modeling of Implantable Cardiac Medical Devices Proceedings of the IEEE. ,vol. 100, pp. 122- 137 ,(2012) , 10.1109/JPROC.2011.2161241
William T Riley, Daniel E Rivera, Audie A Atienza, Wendy Nilsen, Susannah M Allison, Robin Mermelstein, Health behavior models in the age of mobile interventions: are our theories up to the task? Translational behavioral medicine. ,vol. 1, pp. 53- 71 ,(2011) , 10.1007/S13142-011-0021-7
Erik B. Hekler, Predrag Klasnja, Vicente Traver, Monique Hendriks, Realizing Effective Behavioral Management of Health: The Metamorphosis of Behavioral Science Methods IEEE Pulse. ,vol. 4, pp. 29- 34 ,(2013) , 10.1109/MPUL.2013.2271681
Insup Lee, O. Sokolsky, Sanjian Chen, J. Hatcliff, Eunkyoung Jee, BaekGyu Kim, A. King, Margaret Mullen-Fortino, Soojin Park, A. Roederer, K. K. Venkatasubramanian, Challenges and Research Directions in Medical Cyber–Physical Systems Proceedings of the IEEE. ,vol. 100, pp. 75- 90 ,(2012) , 10.1109/JPROC.2011.2165270
Misha Pavel, Holly B. Jimison, Ilkka Korhonen, Christine M. Gordon, Niilo Saranummi, Behavioral Informatics and Computational Modeling in Support of Proactive Health Management and Care IEEE Transactions on Biomedical Engineering. ,vol. 62, pp. 2763- 2775 ,(2015) , 10.1109/TBME.2015.2484286
Santosh Kumar, Wendy J. Nilsen, Amy Abernethy, Audie Atienza, Kevin Patrick, Misha Pavel, William T. Riley, Albert Shar, Bonnie Spring, Donna Spruijt-Metz, Donald Hedeker, Vasant Honavar, Richard Kravitz, R. Craig Lefebvre, David C. Mohr, Susan A. Murphy, Charlene Quinn, Vladimir Shusterman, Dallas Swendeman, Mobile health technology evaluation: The mHealth evidence workshop American Journal of Preventive Medicine. ,vol. 45, pp. 228- 236 ,(2013) , 10.1016/J.AMEPRE.2013.03.017