A review on IoT healthcare monitoring applications and a vision for transforming sensor data into real-time clinical feedback

Ageing populations and the increase in chronic diseases all over the world demand efficient healthcare solutions for maintaining well-being of people. One strategy that has drawn significant research attention is a focus on remote health monitoring systems based on Internet of Things (IoT) technology. This concept can help decrease pressure on hospital systems and healthcare providers, reduce healthcare costs, and improve homecare especially for patients with chronic diseases and the elderly. This paper explores the use of IoT-based applications in medical field and proposes an IoT Tiered Architecture (IoTTA) towards an approach for transforming sensor data into real-time clinical feedback. This approach considers a range of aspects including sensing, sending, processing, storing, and mining and learning. Using this approach will help to develop useful and effective solutions for pursuing systems development in IoT healthcare applications. The result of the review found that the growth of IoT applications for healthcare is in areas of self-care, data mining, and machine learning.

[1]  Aaas News,et al.  Book Reviews , 1893, Buffalo Medical and Surgical Journal.

[2]  K. Valarmathi,et al.  Internet of Things: Hospice appliances monitoring and control system , 2015, 2015 Online International Conference on Green Engineering and Technologies (IC-GET).

[3]  Dmitry G. Korzun,et al.  Digital assistance services for emergency situations in personalized mobile healthcare: Smart space based approach , 2015, 2015 International Conference on Biomedical Engineering and Computational Technologies (SIBIRCON).

[4]  Mohsen Guizani,et al.  Internet of Things: A Survey on Enabling Technologies, Protocols, and Applications , 2015, IEEE Communications Surveys & Tutorials.

[5]  Giancarlo Fortino,et al.  BodyCloud: A SaaS approach for community Body Sensor Networks , 2014, Future Gener. Comput. Syst..

[6]  Majid Sarrafzadeh,et al.  WANDA B.: Weight and activity with blood pressure monitoring system for heart failure patients , 2010, 2010 IEEE International Symposium on "A World of Wireless, Mobile and Multimedia Networks" (WoWMoM).

[7]  Lida Xu,et al.  The internet of things: a survey , 2014, Information Systems Frontiers.

[8]  Sally Keeling,et al.  Ageing societies: myths, challenges and opportunities , 2006 .

[9]  Rosario Morello,et al.  A Smart ECG Measurement System Based on Web-Service-Oriented Architecture for Telemedicine Applications , 2010, IEEE Transactions on Instrumentation and Measurement.

[10]  Hong-Yi Chang,et al.  The intelligent pill box — Design and implementation , 2014, 2014 IEEE International Conference on Consumer Electronics - Taiwan.

[11]  D. Mozaffarian,et al.  Heart disease and stroke statistics--2009 update: a report from the American Heart Association Statistics Committee and Stroke Statistics Subcommittee. , 2009, Circulation.

[12]  Peter J.F. Lucas,et al.  Supporting active patient self-care , 2015 .

[13]  Ennio Gambi,et al.  A Depth-Based Fall Detection System Using a Kinect® Sensor , 2014, Sensors.

[14]  R. DarshanK,et al.  A comprehensive review on usage of Internet of Things (IoT) in healthcare system , 2015 .

[15]  Shu-Ching Chen,et al.  Computational Health Informatics in the Big Data Age , 2016, ACM Comput. Surv..

[16]  Yo-Ping Huang,et al.  Intuitive IoT-based H2U healthcare system for elderly people , 2016, 2016 IEEE 13th International Conference on Networking, Sensing, and Control (ICNSC).

[17]  Girish. R. Talmale,et al.  Medicine Reminder and Monitoring System for Secure Health Using IOT , 2016 .

[18]  Jianqiang Li,et al.  Emerging information technologies for enhanced healthcare , 2015, Comput. Ind..

[19]  Shuai Xu,et al.  A Novel Handheld Device for Use in Remote Patient Monitoring of Heart Failure Patients—Design and Preliminary Validation on Healthy Subjects , 2012, Journal of Medical Systems.

[20]  Fiona Fui-Hoon Nah,et al.  Smart Living for Elderly: Design and Human-Computer Interaction Considerations , 2016, HCI.

[21]  Hassan Ghasemzadeh,et al.  WANDA: an end-to-end remote health monitoring and analytics system for heart failure patients , 2012, Wireless Health.

[22]  H. Gholamhosseini,et al.  A remote monitoring system with early diagnosis of hypertension and Hypotension , 2013, 2013 IEEE Point-of-Care Healthcare Technologies (PHT).

[23]  P. Cochat,et al.  Et al , 2008, Archives de pediatrie : organe officiel de la Societe francaise de pediatrie.

[24]  Luca Fanucci,et al.  Sensing Devices and Sensor Signal Processing for Remote Monitoring of Vital Signs in CHF Patients , 2013, IEEE Transactions on Instrumentation and Measurement.

[25]  Roy Want,et al.  An introduction to RFID technology , 2006, IEEE Pervasive Computing.

[26]  Hannu Tenhunen,et al.  Internet of things for remote elderly monitoring: a study from user-centered perspective , 2017, J. Ambient Intell. Humaniz. Comput..

[27]  K. Lindecrantz,et al.  Design evaluation of a home-based telecare system for Chronic Heart Failure patients , 2008, 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[28]  Farhaan Mirza,et al.  Sustainable, Holistic, Adaptable, Real-Time, and Precise (SHARP) Approach Towards Developing Health and Wellness Systems , 2016, FNSS.

[29]  W. Marsden I and J , 2012 .

[30]  Jian Liu,et al.  Development and Evaluation of a Prior-to-Impact Fall Event Detection Algorithm , 2014, IEEE Transactions on Biomedical Engineering.

[31]  Athanasios V. Vasilakos,et al.  Data Mining for the Internet of Things: Literature Review and Challenges , 2015, Int. J. Distributed Sens. Networks.

[32]  Roy Want,et al.  Near field communication , 2011, IEEE Pervasive Computing.

[33]  Athanasios V. Vasilakos,et al.  Cloud-assisted body area networks: state-of-the-art and future challenges , 2014, Wirel. Networks.

[34]  Amy Loutfi,et al.  Intelligent Healthcare Services to Support Health Monitoring of Elderly , 2014, IoT360.

[35]  Igor Bisio,et al.  A smartphone‐centric platform for remote health monitoring of heart failure , 2015, Int. J. Commun. Syst..

[36]  Tiny Jaarsma,et al.  Role of Self-Care in the Patient with Heart Failure , 2012, Current Cardiology Reports.

[37]  Deepak Choudhary,et al.  Internet of things: A survey on enabling technologies, application and standardization , 2018 .

[38]  Mats Björkman,et al.  An Overview on the Internet of Things for Health Monitoring Systems , 2015, IoT 360.

[39]  B. Riegel,et al.  Are we teaching what patients need to know? Building skills in heart failure self-care. , 2009, Heart & lung : the journal of critical care.

[40]  Roozbeh Jafari,et al.  Enabling Effective Programming and Flexible Management of Efficient Body Sensor Network Applications , 2013, IEEE Transactions on Human-Machine Systems.

[41]  J. Cleland,et al.  Telemonitoring in heart failure: Big Brother watching over you , 2014, Heart Failure Reviews.

[42]  Illhoi Yoo,et al.  Data Mining in Healthcare and Biomedicine: A Survey of the Literature , 2012, Journal of Medical Systems.

[43]  P ? ? ? ? ? ? ? % ? ? ? ? , 1991 .

[44]  Romina Torres,et al.  Building an IoT-aware healthcare monitoring system , 2015, 2015 34th International Conference of the Chilean Computer Science Society (SCCC).

[45]  Yuejiao Yuejiao Cheng,et al.  A Fall Detection System based on SensorTag and Windows 10 IoT Core , 2016 .

[46]  Byungkook Jeon,et al.  Design and Implementation of a Wearable ECG System , 2012 .

[47]  Majid Sarrafzadeh,et al.  A Remote Patient Monitoring System for Congestive Heart Failure , 2011, Journal of Medical Systems.

[48]  Hsinchun Chen,et al.  SilverLink: Smart Home Health Monitoring for Senior Care , 2015, ICSH.

[49]  Shih-Hao Chang,et al.  A Context-Aware, Interactive M-Health System for Diabetics , 2016, IT Professional.

[50]  Michael Brückner,et al.  Mobile Diagnosis System with Emergency Telecare in Thailand (MOD-SET) , 2015 .

[51]  R. Kshetrimayum,et al.  An introduction to UWB communication systems , 2009, IEEE Potentials.