Abstract
The Internet of Things (IoT) is an ecosystem that integrates physical objects, software and hardware to interact with each other. Aging of population, shortage of healthcare resources, and rising medical costs make IoT-based technologies necessary to be tailored to address these challenges in healthcare. This systematic literature review has been conducted to determine the main application area of IoT in healthcare, components of IoT architecture in healthcare, most important technologies in IoT, characteristics of cloud-based architecture, security and interoperability issues in IoT architecture and effects, and challenges of IoT in healthcare. Sixty relevant papers, published between 2000 and 2016, were reviewed and analyzed. This analysis revealed that home healthcare service was one of the main application areas of IoT in healthcare. Cloud-based architecture, by providing great flexibility and scalability, has been deployed in most of the reviewed studies. Communication technologies including wireless fidelity (Wi-Fi), Bluetooth, radio-frequency identification (RFID), ZigBee, and Low-Power Wireless Personal Area Networks (LoWPAN) were frequently used in different IoT models. The studies regarding the security and interoperability issues in IoT architecture in health are still low in number. With respect to the most important effects of IoT in healthcare, these included ability of information exchange, decreasing stay of hospitalization and healthcare costs. The main challenges of IoT in healthcare were security and privacy issues.
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Domingo, M.C.: An overview of the Internet of Things for people with disabilities. J. Netw. Comput. Appl. 35(2), 584–596 (2012)
Ashton, K.: That ‘internet of things’ thing. RFID J. 22(7), 97–114 (2009)
Atzori, L., Iera, A., Morabito, G.: The internet of things: a survey. Comput. Netw. 54(15), 2787–2805 (2010)
Gubbi, J., Buyya, R., Marusic, S., Palaniswami, M.: Internet of Things (IoT): a vision, architectural elements, and future directions. Futur. Gener. Comput. Syst. 29(7), 1645–1660 (2013)
Weiser, M., Gold, R., Brown, J.S.: The origins of ubiquitous computing research at PARC in the late 1980s. IBM Syst. J. 38(4), 693–696 (1999)
Ray, P.: A survey on Internet of Things architectures. J. King Saud Univ. Comput. Inf. Sci. 4(2), 1–29 (2016)
Da Xu, L., He, W., Li, S.: Internet of things in industries: a survey. IEEE Trans. Ind. Inform. 10(4), 2233–2243 (2014)
Bi, Z., Da Xu, L., Wang, C.: Internet of things for enterprise systems of modern manufacturing. IEEE Trans. Ind. Inform. 10(2), 1537–1546 (2014)
Zhong, R., Huang, G.Q., Dai, Q., Zhou, K., Qu, T., Hu, G. (eds.) RFID-enabled real time manufacturing execution system for discrete manufacturing: software design and implementation. Networking, sensing and control (ICNSC), 2011 IEEE international conference on. IEEE (2011)
Sen, S. (ed.) Invited-context-aware energy-efficient communication for IoT sensor nodes. In: Proceedings of the 53rd annual design automation conference: ACM (2016)
De Ridder, J.: Catching-up in broadband–what will it take? Working Party on Communication Infrastructures and Services Policy paper DSTI/ICCP/CISP (2007) 8/FINAL. OECD, Paris (2007). http://www.oecd.org. Accessed 12 June 2017
Lee, I., Lee, K.: The Internet of Things (IoT): applications, investments, and challenges for enterprises. Bus. Horiz. 58(4), 431–440 (2015)
Xiao, L., Wang, Z.: Internet of Things: a new application for intelligent traffic monitoring system. JNW 6(6), 887–894 (2011)
Bremner, D.: Analysing the IoT Ecosystem: The Barriers to Commercial Traction, the Barriers to Commercial Traction (2016). http://eprints.gla.ac.uk/117313/. Accessed 1 July 2017
Saha, H.N., Mandal, A., Sinha, A. (eds.) Recent trends in the Internet of Things. Computing and communication workshop and conference (CCWC), 2017 IEEE 7th annual: IEEE (2017)
Zarei, M., Mohammadian, A., Ghasemi, R.: Internet of things in industries: a survey for sustainable development. Int. J. Innov. Sustain. Dev. 10(4), 419–442 (2016)
Jara, A.J., Zamora-Izquierdo, M.A., Skarmeta, A.F.: Interconnection framework for mHealth and remote monitoring based on the internet of things. IEEE J. Sel. Areas Commun. 31(9), 47–65 (2013)
Byun, J.-Y., Nasridinov, A., Park, Y.-H.: Internet of things for smart crime detection. Contemp. Eng. Sci. 7(15), 749–754 (2014)
Trinugroho, D., Baptista, Y.: Information integration platform for patient-centric healthcare services: design, prototype and dependability aspects. Futur. Internet 6(1), 126–154 (2014)
Balandina, E., Balandin, S., Koucheryavy, Y., Mouromtsev, D. (eds.): IoT use cases in healthcare and tourism. In: Business informatics (CBI), 2015 IEEE 17th conference on. IEEE (2015)
Taylor, R., Baron, D., Schmidt, D. (eds.): The world in 2025-predictions for the next ten years. Microsystems, Packaging, Assembly and Circuits Technology Conference (IMPACT), 2015 10th International IEEE (2015)
Moosavi, S.R., Rahmani, A.-M., Westerlund, T., Yang, G., Liljeberg, P., Tenhunen, H.: Pervasive health monitoring based on Internet of Things: two case studies. In: Wireless mobile communication and healthcare (Mobihealth), 2014 EAI 4th international conference on. IEEE (2014)
Banta, H.D.: Future health care technology and the hospital. Health Policy 14(1), 61–73 (1990)
Kulkarni, A., Sathe, S.: Healthcare applications of the Internet of Things: a Review. Int. J. Comput. Sci. Inf. Technol. 5(5), 6229–6232 (2014)
Uckelmann, D., Harrison, M., Michahelles, F.: An architectural approach towards the future internet of things. In: Uckelmann, D., Harrison, M., Michahelles, F. (eds.) Architecting the Internet of Things, pp. 1–24. Springer, Berlin, Heidelberg (2011)
Distefano, S., Bruneo, D., Longo, F., Merlino, G., Puliafito, A.: Hospitalized patient monitoring and early treatment using IoT and cloud. BioNanoScience 7(2), 1–4 (2016)
Moser, L.E., Melliar-Smith, P. (eds.) Personal health monitoring using a smartphone. In: Mobile services (MS), 2015 IEEE international conference on. IEEE (2015)
Segura, A.S., Thiesse, F., Winkelmann, A.: The Internet of Things: Business Applications, Technology Acceptance, and Future Prospects. Dissertation, University of Würzburg (2016)
Navarro, V.: Assessment of the world health report 2000. Lancet 356(9241), 1598 (2000)
Marengoni, A., Angleman, S., Melis, R., Mangialasche, F., Karp, A., Garmen, A., et al.: Aging with multimorbidity: a systematic review of the literature. Ageing Res. Rev. 10(4), 430–439 (2011)
Epstein, R.M., Street, R.L.: The values and value of patient-centered care. Ann. Family Med. 9(2), 100–103 (2011)
Koren, M.J.: Person-centered care for nursing home residents: The culture-change movement. Health Aff. 29(2), 312–317 (2010)
Branger, J., Pang, Z.: From automated home to sustainable, healthy and manufacturing home: a new story enabled by the Internet-of-Things and Industry 4.0. J. Manag. Anal. 2(4), 314–332 (2015)
Plaza, I., MartíN, L., Martin, S., Medrano, C.: Mobile applications in an aging society: status and trends. J. Syst. Softw. 84(11), 1977–1988 (2011)
Klasnja, P., Pratt, W.: Healthcare in the pocket: mapping the space of mobile-phone health interventions. J. Biomed. Inform. 45(1), 184–198 (2012)
Ludwig, W., Wolf, K.-H., Duwenkamp, C., Gusew, N., Hellrung, N., Marschollek, M., et al.: Health-enabling technologies for the elderly—an overview of services based on a literature review. Computer methods and programs in biomedicine 106(2), 70 – 8 (2012)
Konstantinidis, E.I., Bamparopoulos, G., Billis, A., Bamidis, P.D. (2015) Internet of Things for an Age-Friendly Healthcare. European Federation for Medical Informatics (EFMI). https://pdfs.semanticscholar.org/a59e/9c3fc5437939c1ae05d1aaeedc8b52a3443c.pdf. Accessed June 2017
Pang, Z., Zheng, L., Tian, J., Kao-Walter, S., Dubrova, E., Chen, Q.: Design of a terminal solution for integration of in-home health care devices and services towards the Internet-of-Things. Enterp. Inf. Syst. 9(1), 86–116 (2015)
Ghayvat, H., Mukhopadhyay, S., Gui, X., Suryadevara, N.: WSN-and IOT-based smart homes and their extension to smart buildings. Sensors 15(5), 10350–10379 (2015)
Woznowski, P., Fafoutis, X., Song, T., Hannuna, S., Camplani, M., Tao, L., et al. (eds.): A multi-modal sensor infrastructure for healthcare in a residential environment. In: Communication workshop (ICCW), 2015 IEEE International Conference on. IEEE (2015)
Dohr, A., Modre-Opsrian, R., Drobics, M., Hayn, D., Schreier, G. (eds.): The internet of things for ambient assisted living. In: Information technology: new generations (ITNG), 2010 seventh international conference on. IEEE (2010)
Alharbe, N., Atkins, A.S., Akbari, A.S. (eds.): Application of ZigBee and RFID technologies in healthcare in conjunction with the internet of things. In: Proceedings of international conference on advances in mobile computing & multimedia ACM (2013)
Adame, T., Bel, A., Carreras, A., Melià-Seguí, J., Oliver, M., Pous, R.: CUIDATS: an RFID-WSN hybrid monitoring system for smart health care environments. Futur. Gener. Comput. Syst. 78(2), 602–615 (2016)
Hsu, CC-H, Wang, MY-C, Shen, H.C., Chiang, RH-C, Wen, C.H. (eds.): FallCare: an IoT surveillance system for fall detection. In: Applied system innovation (ICASI), 2017 international conference on. IEEE (2017)
Zhuang, Y. (ed.): Query customization and trigger optimization on home care systems. In: Applied system innovation (ICASI), 2017 international conference on. IEEE (2017)
Zgheib, R., Bastide, R., Conchon, E. (eds.): A semantic web-of-things architecture for monitoring the risk of bedsores. In: Computational science and computational intelligence (CSCI), 2015 international conference on. IEEE (2015)
Wilson, D. (ed.): An overview of the application of wearable technology to nursing practice. In: Nursing Forum, vol. 52, no. 2, pp. 124–132. Wiley Online Library (2017)
Maglogiannis, I., Betke, M., Pantziou, G., Makedon, F.: Assistive environments for the disabled and the senior citizens: theme issue of PETRA 2010 and 2011 conferences. Pers. Ubiquit. Comput. 18, 1–3 (2014)
Metsis, V., Kosmopoulos, D., Athitsos, V., Makedon, F.: Non-invasive analysis of sleep patterns via multimodal sensor input. Pers. Ubiquitous Comput. 18(1), 19–26 (2014)
Chen, M., Ma, Y., Song, J., Lai, C.-F., Hu, B.: Smart clothing: connecting human with clouds and big data for sustainable health monitoring. Mobile Netw. Appl. 21(5), 825–845 (2016)
Jara, A.J., Zamora, M.A., Skarmeta, A.F.: An internet of things-based personal device for diabetes therapy management in ambient assisted living (AAL). Pers. Ubiquitous Comput. 15(4), 431–440 (2011)
Korzun, D.G., Nikolaevskiy, I., Gurtov, A. (eds.): Service intelligence support for medical sensor networks in personalized mobile health systems. In: Conference on smart spaces Springer (2015)
Lake, D., Milito, R., Morrow, M., Vargheese, R.: Internet of things: architectural framework for ehealth security. J. ICT Stand. River Publ. 1(3), 301–328 (2014)
Lu, D., Liu, T. (eds.): The application of IOT in medical system. In: IT in medicine and education (ITME), 2011 international symposium on. IEEE (2011)
Xu, B., Da Xu, L., Cai, H., Xie, C., Hu, J., Bu, F.: Ubiquitous data accessing method in IoT-based information system for emergency medical services. IEEE Trans. Ind. Inf. 10(2), 1578–1586 (2014)
Krishna, K.D., Akkala, V., Bharath, R., Rajalakshmi, P., Mohammed, A.M. (eds.): FPGA based preliminary CAD for kidney on IoT enabled portable ultrasound imaging system. E-Health networking, applications and services (Healthcom), 2014 IEEE 16th international conference on. IEEE (2014)
Uhm, K.E., Yoo, J.S., Chung, S.H., Lee, J.D., Lee, I., Kim, J.I., et al.: Effects of exercise intervention in breast cancer patients: is mobile health (mHealth) with pedometer more effective than conventional program using brochure? Breast Cancer Res. Treat. 161(3), 443–452 (2017)
Deshkar, S., Thanseeh, R., Menon, V.G.: A review on IoT based m-Health systems for diabetes. Int. J. Comput. Sci. Telecommun. 8(1), 13–18 (2017)
Sung, W.-T., Chang, K.-Y.: Evidence-based multi-sensor information fusion for remote health care systems. Sens. Actuators A Phys. 204, 1–19 (2013)
Prouski, G., Jafari, M., Zarrabi, H. (eds.): Internet of things in eye diseases, introducing a new smart eyeglasses designed for probable dangerous pressure changes in human eyes. In: Computer and applications (ICCA), 2017 international conference on. IEEE (2017)
Rico, J., Cendón, B., Lanza, J., Valiño, J. (eds.): Bringing IoT to hospital logistics systems demonstrating the concept. In: Wireless communications and networking conference workshops (WCNCW), 2012 IEEE (2012)
Shhedi, Z.A., Moldoveanu, A., Moldoveanu, F. (eds.): Traditional and ICT solutions for preventing the hospital acquired infection. In: Control systems and computer science (CSCS), 2015 20th International Conference on. IEEE (2015)
Gharote, M.S., Sodani, A., Palshikar, G.K., Tibrewala, P.A., Saproo, K., Bendre, A.: Efficient Vaccine Distribution Planning Using IoT (2015). https://www.researchgate.net/profile/Girish_Palshikar/publication/280941228_Efficient_Vaccine_Distribution_Planning_using_IoT/links/55cd846108aebebb8f57824e.pdf. Accessed 21 July 2017
Ahil, N., Kamalanathan, A., Eardley, A., Chibelushi, C., Collins, T.: Improving the patient discharge planning process through knowledge management by using the internet of things. Adv. Internet Things 3, 16–26 (2013)
Vargheese, R., Viniotis, Y. (eds.): Influencing data availability in IoT enabled cloud based e-health in a 30 day readmission context. In: Collaborative computing: networking, applications and worksharing (CollaborateCom), 2014 International Conference on. IEEE (2014)
Esteban-Cartelle, H., Gutierrez, R.V., Fernández-Ferreiro, A.: Technology and Telemedicine in Hospital Pharmacy, It Has Come to Stay (2017). https://www.researchgate.net/profile/Anxo_Fernandez-Ferreiro/publication/321294905_Technology_and_Telemedicine_in_Hospital_Pharmacy_It_has_Come_to_Stay/links/5a19b2b5aca272df080d7ed5/Technology-and-Telemedicine-in-Hospital-Pharmacy-It-has-Come-to-Stay.pdf. Accessed Oct 2017
Bragg, D.D., Edis, H., Clark, S., Parsons, S.L., Perumpalath, B., Lobo, D.N., et al.: Development of a telehealth monitoring service after colorectal surgery: a feasibility study. World J. Gastrointest. Surg. 9(9), 193 (2017)
Mattern, F., Floerkemeier, C.: From the internet of computers to the internet of things. In: Sachs, K., Petrov, I., Guerrero, P. (eds.) From Active Data Management to Event-Based Systems and More, pp. 242–259. Springer, Berlin, Heidelberg (2010)
Yue, Z., Sun, W., Li, P., Rehman, M.U., Yang, X. (eds.): Internet of things: architecture, technology and key problems in implementation. In: Image and signal processing (CISP), 2015 8th international congress on. IEEE (2015)
Yuehong, Y., Zeng, Y., Chen, X., Fan, Y.: The internet of things in healthcare: an overview. J. Ind. Inf. Integr. 1, 3–13 (2016)
Whitmore, A., Agarwal, A., Da Xu, L.: The internet of things—a survey of topics and trends. Inf. Syst. Front. 17(2), 261–274 (2015)
Buettner, M., Greenstein, B., Sample, A., Smith, J.R., Wetherall, D. (eds.): Revisiting smart dust with RFID sensor networks. In: Proceedings of the 7th ACM workshop on hot topics in networks (HotNets-VII) (2008)
Welbourne, E., Battle, L., Cole, G., Gould, K., Rector, K., Raymer, S., et al.: Building the internet of things using RFID: the RFID ecosystem experience. IEEE Internet Comput. 13(3), 48–55 (2009)
Pothuganti, K., Chitneni, A.: A comparative study of wireless protocols: Bluetooth, UWB, ZigBee, and Wi-Fi. Adv. Electron. Elect. Eng. 4(6), 655–662 (2014)
Chen, F., Wang, N., German, R., Dressler, F. (eds.): Performance evaluation of IEEE 802.15. 4 LR-WPAN for industrial applications. In: Wireless on demand network systems and services, 2008 WONS 2008 fifth annual conference on. IEEE (2008)
Howitt, I., Gutierrez, J.A. (eds.): IEEE 802.15. 4 low rate-wireless personal area network coexistence issues. In: Wireless communications and networking, 2003 WCNC 2003 2003 IEEE (2003)
Cvitić, I., Vujić, M., Husnjak, S. (eds.): Classification of security risks in the IoT environment. In: 26th international DAAAM symposium on intelligent manufacturing and automation (2016)
Ramlee, R.A., Leong, M.H., Sarban Singh, R.S.A., Ismail, M.M., Othman, M.A., Sulaiman, H.A., et al.: Bluetooth remote home automation system using android application. Int. J. Adv. Technol. Innov. Res. 7(10), 1815–1818 (2013)
Gentili, M., Sannino, R., Petracca, M.. Bluevoice: Voice communications over bluetooth low energy in the internet of things scenario. Comput. Commun. 89, 51–59 (2016)
Lin, M.-S., Leu, J.-S., Li, K.-H., Wu, J.-L.C.: Zigbee-based internet of things in 3D terrains. Comput. Electr. Eng. 39(6), 1667–1683 (2013)
Gao, C., Redfern, M. (eds.): A review of voltage control in smart grid and smart metering technologies on distribution networks. In: Universities’ power engineering conference (UPEC), proceedings of 2011 46th international VDE (2011)
Ndih, E.D.N., Cherkaoui, S.: On enhancing technology coexistence in the IoT Era: ZigBee and 802.11 case. IEEE Access 4, 1835–1844 (2016)
Lee, I.-G., Kim, M.: Interference-aware self-optimizing Wi-Fi for high efficiency internet of things in dense networks. Comput. Commun. 89, 60–74 (2016)
Gungor, V.C., Sahin, D., Kocak, T., Ergut, S., Buccella, C., Cecati, C., et al.: Smart grid technologies: Communication technologies and standards. IEEE Trans. Ind. Inform. 7(4), 529–539 (2011)
Parikh, P.P., Kanabar, M.G., Sidhu, T.S. (eds.): Opportunities and challenges of wireless communication technologies for smart grid applications. In: Power and Energy Society General Meeting, 2010 IEEE (2010)
Yeh, C.-H., Chow, C.-W., Liu, Y.-L., Wen, S.-K., Chen, S.-Y., Sheu, C.-R., et al.: Theory and technology for standard WiMAX over fiber in high speed train systems. J. Lightwave Technol. 28(16), 2327–2336 (2010)
Dua, H.: Wi-Max Technology for Broadband Wireless Communication, pp. 50–101. Boca Raton (2008)
Gonzalez, G.R., Organero, M.M., Kloos, C.D. (eds.):Early infrastructure of an internet of things in spaces for learning. In: Advanced learning technologies, 2008 ICALT’08 eighth IEEE international conference on. IEEE (2008)
Hui, S.Y., Yeung, K.H.: Challenges in the migration to 4G mobile systems. IEEE Commun. Mag. 41(12), 54–59 (2003)
Li, X., Gani, A., Salleh, R., Zakaria, O. (eds.):The future of mobile wireless communication networks. In: Communication software and networks, 2009 ICCSN’09 international conference on. IEEE (2009)
Otto, C., Milenkovic, A., Sanders, C., Jovanov, E.: System architecture of a wireless body area sensor network for ubiquitous health monitoring. J. Mobile Multimed. 1(4), 307–326 (2006)
Darwish, A., Hassanien, A.E.: Wearable and implantable wireless sensor network solutions for healthcare monitoring. Sensors 11(6), 5561–5595 (2011)
Lee, S.H., Lee, S., Song, H., Lee, H.S. (eds.): Wireless sensor network design for tactical military applications: remote large-scale environments. In: Military communications conference, 2009 MILCOM 2009 IEEE (2009)
Chen, D., Liu, Z., Wang, L., Dou, M., Chen, J., Li, H.: Natural disaster monitoring with wireless sensor networks: a case study of data-intensive applications upon low-cost scalable systems. Mobile Netw. Appl. 18(5), 651–663 (2013)
Juang, P., Oki, H., Wang, Y., Martonosi, M., Peh, L.S., Rubenstein, D. (eds.): Energy-efficient computing for wildlife tracking: design tradeoffs and early experiences with ZebraNet. ACM Sigplan Notices ACM (2002)
Pandian, P.S., Safeer, K.P., Gupta, P., Shakunthala, D.T.I., Sundersheshu, B., Padaki, V.C.: Wireless sensor network for wearable physiological monitoring. JNW 3(5), 21–29 (2008)
Tseng, Y.-C., Pan, M.-S., Tsai, Y.-Y.: Wireless sensor networks for emergency navigation. Computer 39(7), 55–62 (2006)
Ciuti, G., Ricotti, L., Menciassi, A., Dario, P.: MEMS sensor technologies for human centred applications in healthcare, physical activities, safety and environmental sensing: a review on research activities in Italy. Sensors 15(3), 6441–6468 (2015)
Lo, B.P., Thiemjarus, S., King, R., Yang, G.-Z (2005) Body Sensor Network—A Wireless Sensor Platform for Pervasive Healthcare Monitoring. http://csis.pace.edu/~marchese/CS396x/L3/p077-080.pdf. Accessed 11 July 2017
Bhasikuttan, A.C., Mohanty, J.: Targeting G-quadruplex structures with extrinsic fluorogenic dyes: promising fluorescence sensors. Chem. Commun. 51(36), 7581–7597 (2015)
Jansen, J.J.N., Kardinaal, A.F., Huijbers, G., Vlieg-Boerstra, B.J., Martens, B.P., Ockhuizen, T.: Prevalence of food allergy and intolerance in the adult Dutch population. J. Allergy Clin. Immunol. 93(2), 446–456 (1994)
Al-Fuqaha, A., Guizani, M., Mohammadi, M., Aledhari, M., Ayyash, M.: Internet of things: A survey on enabling technologies, protocols, and applications. IEEE Commun. Surv. Tutor. 17(4), 2347–2376 (2015)
Vermesan, O., Friess, P.: Internet of Things: Converging Technologies for Smart Environments and Integrated Ecosystems. River Publishers (2013)
Hong, S., Thong, J.Y., Tam, K.Y.: Understanding continued information technology usage behavior: a comparison of three models in the context of mobile internet. Decis. Support Syst. 42(3), 1819–1834 (2006)
Hennebert, C., Dos Santos, J.: Security protocols and privacy issues into 6LoWPAN stack: a synthesis. IEEE Internet Things J. 1(5), 384–398 (2014)
Lin, J., Yu, W., Zhang, N., Yang, X., Zhang, H., Zhao, W.: A survey on internet of things: architecture, enabling technologies, security and privacy, and applications. IEEE Internet Things J. 4(5), 1125–1142 (2017)
Babu, B.S., Srikanth, K., Ramanjaneyulu, T., Narayana, I.L.: IoT for healthcare. Int. J. Sci. Res. 5(2), 322–326 (2016)
Babu, B.S., Ramanjaneyulu, T., Narayana, I.L., Srikanth, K., Sindhu, D.H.: Smart vehicle management through IoT. Int. J. Emerg. Trends Technol. Comput. Sci. (IJETTCS). 5(3), 26–31 (2016)
Salman, T., Jain, R.: Networking protocols and standards for internet of things. Internet Things Data Anal. Handb. 215–238 (2015)
Rizzardi, A., Sicari, S., Miorandi, D., Coen-Porisini, A.: AUPS: an open source authenticated publish/subscribe system for the internet of things. Inf. Syst. 62, 29–41 (2016)
Shelby, Z., Bormann, C.: 6LoWPAN: The Wireless Embedded Internet. Wiley, New York (2011)
Rose, K., Eldridge, S., Chapin, L.: The internet of things (IoT): an overview–understanding the issues and challenges of a more connected world. Internet Soc. 2(1), 30–65 (2015)
Singh, D., Kropf, J., Hanke, S., Holzinger, A. (eds.): Ambient assisted living technologies from the perspectives of older people and professionals. In: International cross-domain conference for machine learning and knowledge extraction, Springer (2017)
Kleinberger, T., Becker, M., Ras, E., Holzinger, A., Müller, P. (eds.): Ambient intelligence in assisted living: enable elderly people to handle future interfaces. In: International conference on universal access in human–computer interaction, Springer (2007)
Calvaresi, D., Cesarini, D., Sernani, P., Marinoni, M., Dragoni, A.F., Sturm, A.: Exploring the ambient assisted living domain: a systematic review. J. Ambient Intell. Humaniz. Comput. 8(2), 239–257 (2017)
Blackman, S., Matlo, C., Bobrovitskiy, C., Waldoch, A., Fang, M.L., Jackson, P., et al.: Ambient assisted living technologies for aging well: a scoping review. J. Intell. Syst. 25(1), 55–69 (2016)
Mainetti, L., Manco, L., Patrono, L., Secco, A., Sergi, I., Vergallo, R. (eds.): An ambient assisted living system for elderly assistance applications. In: Personal, indoor, and mobile radio communications (PIMRC), 2016 IEEE 27th annual international symposium on. IEEE (2016)
Coelho, C., Coelho, D., Wolf, M. (eds.): An IoT smart home architecture for long-term care of people with special needs. In: Internet of things (WF-IoT), 2015 IEEE 2nd world forum on. IEEE (2015)
Al-Adhab, A., Altmimi, H., Alhawashi, M., Alabduljabbar, H., Harrathi, F., ALmubarek, H. (eds.): IoT for remote elderly patient care based on Fuzzy logic. In: Networks, computers and communications (ISNCC), 2016 international symposium on. IEEE (2016)
Ray, P.P. (ed.): Home Health Hub Internet of Things (H 3 IoT): an architectural framework for monitoring health of elderly people. In: Science engineering and management research (ICSEMR), 2014 international conference on. IEEE (2014)
Fan, Y.J., Yin, Y.H., Da Xu, L., Zeng, Y., Wu, F.: IoT-based smart rehabilitation system. IEEE Trans. Ind. Inform. 10(2), 1568–1577 (2014)
Mohammed, J., Lung, C.-H., Ocneanu, A., Thakral, A., Jones, C., Adler, A. (eds.): Internet of things: remote patient monitoring using web services and cloud computing. In: Internet of things (iThings), 2014 IEEE international conference on, and green computing and communications (GreenCom), IEEE and cyber, physical and social computing (CPSCom), IEEE (2014)
Santos, D.F., Almeida, H.O., Perkusich, A.: A personal connected health system for the internet of things based on the constrained application protocol. Comput. Electr. Eng. 31(44), 122–136 (2015)
Hussain, A., Wenbi, R., da Silva, A.L., Nadher, M., Mudhish, M.: Health and emergency-care platform for the elderly and disabled people in the Smart City. J. Syst. Softw. 110, 253–263 (2015)
Istepanian, R.S., Hu, S., Philip, N.Y., Sungoor, A. (eds.): The potential of internet of m-health Things “m-IoT” for non-invasive glucose level sensing. In: Engineering in medicine and biology society, EMBC, 2011 annual international conference of the IEEE (2011)
Jara, A.J., Zamora, M.A., Skarmeta, A.F.: Drug identification and interaction checker based on IoT to minimize adverse drug reactions and improve drug compliance. Pers. Ubiquitous Comput. 18(1), 5–17 (2014)
Debevc, M., Kosec, P., Holzinger, A.: Improving multimodal web accessibility for deaf people: sign language interpreter module. Multimed. Tools Appl. 54(1), 181–199 (2011)
Lopes, N.V., Pinto, F., Furtado, P., Silva, J. (eds.): IoT architecture proposal for disabled people. In: Wireless and mobile computing, networking and communications (WiMob), 2014 IEEE 10th international conference on. IEEE, (2014)
Kumari, P., Goel, P., Reddy, S. (eds.): PiCam: IoT based wireless alert system for deaf and hard of hearing. In: Advanced computing and communications (ADCOM), 2015 international conference on. IEEE (2015)
Catarinucci, L., De Donno, D., Mainetti, L., Palano, L., Patrono, L., Stefanizzi, M.L., et al.: An IoT-aware architecture for smart healthcare systems. IEEE Internet Things J. 2(6), 515–526 (2015)
Bhatia, M., Sood, S.K.: Temporal informative analysis in smart-ICU Monitoring: M-HealthCare perspective. J. Med. Syst. 40(8), 1–15 (2016)
Islam, S.R., Kwak, D., Kabir, M.H., Hossain, M., Kwak, K.-S.: The internet of things for health care: a comprehensive survey. IEEE Access 3, 678–708 (2015)
Firdausi, A.: Overview the internet of things (IOT) system security, applications, architecture and business models. https://s3.amazonaws.com/academia.edu.documents/46880206/Overview_The_Internet_Of_Things_IOT_System_Security_Applications_Architecture_And_Business_Models.pdf?AWSAccessKeyId=AKIAIWOWYYGZ2Y53UL3A&Expires=1524848582&Signature=rMY546kXEi3ekA%2BbZb8HFAxL9Bw%3D&response-contentdisposition=inline%3B%20filename%3DOverview_The_Internet_Of_Things_IOT_Syst.pdf. Accessed 15 June 2017
Mieronkoski, R., Azimi, I., Rahmani, A.M., Aantaa, R., Terävä, V., Liljeberg, P., et al.: The internet of things for basic nursing care—a scoping review. Int. J. Nurs. Stud. 69, 78–90 (2017)
Fox, G.C., Kamburugamuve, S., Hartman, R.D. (eds.): Architecture and measured characteristics of a cloud based internet of things. In: Collaboration technologies and systems (CTS), 2012 international conference on. IEEE (2012)
Ashraf, Q.M., Habaebi, M.H., Sinniah, G.R., Ahmed, M.M., Khan, S., Hameed, S. (eds.): Autonomic protocol and architecture for devices in Internet of Things. Innovative Smart Grid Technologies-Asia (ISGT Asia), 2014 IEEE. IEEE (2014)
Hemalatha, D., Afreen, B.E.: Development in RFID (radio frequency identification) technology in internet of things (IOT). Int. J. Adv. Res. Comput. Eng. Technol. (IJARCET). 4(11), 4030–4038 (2015)
Krco, S., Pokric, B., Carrez, F. (eds.): Designing IoT architecture (s): a European perspective. Internet of Things (WF-IoT), 2014 IEEE World Forum on. IEEE (2014)
Sain, M., Kang, Y.J., Lee, H.J. (eds.): Survey on security in internet of things: state of the art and challenges. In: Advanced communication technology (ICACT), 2017 19th international conference on. IEEE (2017)
Egan, D.: The emergence of ZigBee in building automation and industrial controls. Comput. Control Eng. 16(2), 14–19 (2005)
Suri, N., Tortonesi, M., Michaelis, J., Budulas, P., Benincasa, G., Russell, S., et al. (eds.): Analyzing the applicability of internet of things to the battlefield environment. In: Military communications and information systems (ICMCIS), 2016 international conference on. IEEE (2016)
Mikhaylov, K., Petaejaejaervi, J., Haenninen, T. (eds.): Analysis of capacity and scalability of the LoRa low power wide area network technology. In: European Wireless 2016; 22th European wireless conference; Proceedings of. VDE (2016)
Imadali, S., Karanasiou, A., Petrescu, A., Sifniadis, I., Vèque, V., Angelidis, P. (eds.): eHealth service support in IPv6 vehicular networks. In: Wireless and mobile computing, networking and communications (WiMob), 2012 IEEE 8th international conference on. IEEE (2012)
Nizami, Y., Garcia-Palacios, E.: Internet of thing. A proposed secured network topology. 2014
Ziegler, S., Crettaz, C., Ladid, L., Krco, S., Pokric, B., Skarmeta, A.F., et al., (eds.): Iot6–moving to an ipv6-based future iot. The Future Internet Assembly. Springer, New York (2013)
Lu, C.-W., Li, S.-C., Wu, Q. (eds.):Interconnecting ZigBee and 6LoWPAN wireless sensor networks for smart grid applications. In: Sensing technology (ICST), 2011 fifth international conference on. IEEE (2011)
Bonetto, R., Bui, N., Lakkundi, V., Olivereau, A., Serbanati, A., Rossi, M. (eds.): Secure communication for smart IoT objects: protocol stacks, use cases and practical examples. In: World of wireless, mobile and multimedia networks (WoWMoM), 2012 IEEE international symposium on. IEEE (2012)
Laine, M.: Restful web services for the internet of things. [Online] Saatavilla: http://mediatkkfi/webservices/personnel/markku_laine/restful_web_services_for_the_internet_of_things/pdf. 2012
Sinharay, A., Pal, A., Banerjee, S., Banerjee, R., Bandyopadhyay, S., Deshpande, P., et al.: A novel approach to unify robotics, sensors, and cloud computing through IoT for a smarter healthcare solution for routine checks and fighting epidemics. Internet of things IoT infrastructures: Second International Summit, IoT 360° 2015, October 27–29. Springer, Rome (2016) 2015 Revised Selected Papers, Part I
Rohokale, V.M., Prasad, N.R., Prasad, R. (eds.): A cooperative Internet of Things (IoT) for rural healthcare monitoring and control. In: Wireless communication, vehicular technology, information theory and aerospace & electronic systems technology (wireless VITAE), 2011 2nd International Conference on. IEEE (2011)
Yang, L., Ge, Y., Li, W., Rao, W., Shen, W. (eds.):A home mobile healthcare system for wheelchair users. In: Computer supported cooperative work in design (CSCWD), proceedings of the 2014 IEEE 18th international conference on. IEEE (2014)
Valera, AJJ, Zamora, M.A., Skarmeta, A.F. (eds.): An architecture based on internet of things to support mobility and security in medical environments. In: Consumer communications and networking conference (CCNC), 2010 7th IEEE. IEEE (2010)
Khoi, N.M., Saguna, S., Mitra, K., Ǻhlund, C. (eds.): Irehmo: an efficient IOT-based remote health monitoring system for smart regions. In: E-health Networking, Application & Services (HealthCom), 2015, 17th International Conference on. IEEE (2015)
Mano, L.Y., Faiçal, B.S., Nakamura, L.H., Gomes, P.H., Libralon, G.L., Meneguete, R.I., et al.: Exploiting IoT technologies for enhancing Health Smart Homes through patient identification and emotion recognition. Comput. Commun. 89, 178–190 (2016)
Pang, Z., Tian, J., Chen, Q. (eds.): Intelligent packaging and intelligent medicine box for medication management towards the Internet-of-Things. In: Advanced communication technology (ICACT), 2014 16th international conference on. IEEE (2014)
Gelogo, Y.E., Oh, J.-W., Park, J.W., Kim, H.-K. (eds.): Internet of things (IoT) driven U-Healthcare system architecture. In: bio-science and bio-technology (BSBT), 2015 8th International Conference on. IEEE (2015)
Spanò, E., Di Pascoli, S., Iannaccone, G.: Low-power wearable ECG monitoring system for multiple-patient remote monitoring. IEEE Sens. J. 16(13), 5452–5462 (2016)
Lee, K., Gelogo, Y.E., Lee, S.: Mobile gateway system for ubiquitous system and internet of things application. Int. J. Smart Home 8(5), 279–286 (2014)
Rahmani, A.-M., Thanigaivelan, N.K., Gia, T.N., Granados, J., Negash, B., Liljeberg, P., et al. (eds.): Smart e-health gateway: bringing intelligence to internet-of-things based ubiquitous healthcare systems. In: Consumer communications and networking conference (CCNC), 2015 12th annual IEEE. IEEE (2015)
Ji, Z., Anwen, Q. (eds.): The application of internet of things (IoT) in emergency management system in China. In: Technologies for homeland security (HST), 2010 IEEE international conference on. IEEE (2010)
Jara, A.J., Alcolea, A.F., Zamora, M., Skarmeta, A.G., Alsaedy, M. (eds.): Drugs interaction checker based on IoT. In: Internet of Things (IOT), 2010. IEEE (2010). https://www.researchgate.net/profile/Antonio_Skarmeta/publication/224208800_Drugs_interaction_checker_based_on_IoT/links/546dded70cf2193b94c5d9f3.pdf. Accessed July 2017
Stergiou, C., Psannis, K.E., Kim, B.-G., Gupta, B.: Secure integration of IoT and Cloud Computing. Future Generation Computer Systems. 2016
Ayala, I., Amor, M., Fuentes, L. (eds.):Self-starMAS: a multi-agent system for the self-management of AAL applications. In: Innovative mobile and internet services in ubiquitous computing (IMIS), 2012 sixth international conference on. IEEE (2012)
Aazam, M., Khan, I., Alsaffar, A.A., Huh, E.-N. (eds.): Cloud of things: integrating internet of things and cloud computing and the issues involved. In: Applied sciences and technology (IBCAST), 2014 11th International Bhurban Conference on. IEEE (2014)
Botta, A., De Donato, W., Persico, V., Pescapé, A.: Integration of cloud computing and internet of things: a survey. Future Gener. Comput. Syst. 56, 684–700 (2016)
Jain, A.K.: Data clustering: 50 years beyond K-means. Pattern Recognit. Lett. 31(8), 651–666 (2010)
Lu, S., Li, R.M., Tjhi, W.C., Lee, K.K., Wang, L., Li, X., et al. (eds.): A framework for cloud-based large-scale data analytics and visualization: case study on multiscale climate data. In: Cloud computing technology and science (CloudCom), 2011 IEEE Third International Conference on. IEEE (2011)
Massey, T., Gao, T., Bernstein, D., Husain, A., Crawford, D., White, D., et al. (eds.): Pervasive triage: towards ubiquitous, real time monitoring of vital signs for pre-hospital applications. In: Proceedings of the international workshop on ubiquitous computing for pervasive healthcare. (2006)
Estrin, D., Sim, I.: Open mHealth architecture: an engine for health care innovation. Science 330(6005), 759–60 (2010)
Díaz, M., Martín, C., Rubio, B.: State-of-the-art, challenges, and open issues in the integration of Internet of things and cloud computing. J. Netw. Comput. Appl. 67, 99–117 (2016)
Ida, I.B., Jemai, A., Loukil, A. (eds.): A survey on security of IoT in the context of eHealth and clouds. In: Design & test symposium (IDT), 2016 11th international. IEEE (2016)
Ivascu, T., Manate, B., Negru, V. (eds.): A multi-agent architecture for ontology-based diagnosis of mental disorders. In: Symbolic and numeric algorithms for scientific computing (SYNASC), 2015 17th international symposium on. IEEE (2015)
Woznowski, P., Burrows, A., Diethe, T., Fafoutis, X., Hall, J., Hannuna, S., et al.: SPHERE: a sensor platform for healthcare in a residential environment, designing, developing, pp. 315–333. Springer, New York (2017)
Gupta, P.K., Maharaj, B., Malekian, R.: A novel and secure IoT based cloud centric architecture to perform predictive analysis of users activities in sustainable health centres. Multimed. Tools Appl. 76(18), 18489–18512 (2016)
Santos, D.F., Perkusich, A., Almeida, H.O. (eds.): Standard-based and distributed health information sharing for mhealth iot systems. In: 2014 IEEE 16th International Conference on e-Health Networking, Applications and Services (Healthcom). IEEE (2014)
Doukas, C., Maglogiannis, I. (eds.): Bringing IoT and cloud computing towards pervasive healthcare. In: Innovative mobile and internet services in ubiquitous computing (IMIS), 2012 sixth international conference on. IEEE (2012)
Santos, J., Rodrigues, J.J., Silva, B.M., Casal, J., Saleem, K., Denisov, V.: An IoT-based mobile gateway for intelligent personal assistants on mobile health environments. J. Netw. Comput. Appl. 71, 194–204 (2016)
Lee, J.D., Yoon, T.S., Chung, S.H., Cha, H.S.: Service-oriented security framework for remote medical services in the internet of things environment. Healthc. Inform. Res. 21(4), 271–282 (2015)
Kraijak, S., Tuwanut, P. (eds.): A survey on internet of things architecture, protocols, possible applications, security, privacy, real-world implementation and future trends. In: Communication technology (ICCT), 2015 IEEE 16th international conference on. IEEE (2015)
Maksimović, M., Vujović, V., Perišić, B.: Do it yourself solution of internet of things healthcare system: measuring body parameters and environmental parameters affecting health. 2016
Moosavi, S.R., Gia, T.N., Nigussie, E., Rahmani, A.M., Virtanen, S., Tenhunen, H., et al.: End-to-end security scheme for mobility enabled healthcare internet of things. Future Gener. Comput. Syst. 64, 108–124 (2016)
Santos, A., Macedo, J., Costa, A., Nicolau, M.J.: Internet of things and smart objects for M-health monitoring and control. Proc. Technol. 16, 1351–1360 (2014)
Aloi, G., Caliciuri, G., Fortino, G., Gravina, R., Pace, P., Russo, W., et al. (eds.): A mobile multi-technology gateway to enable IoT interoperability. Internet-of-things design and implementation (IoTDI), 2016 IEEE first international conference on. IEEE (2016)
Aloi, G., Caliciuri, G., Fortino, G., Gravina, R., Pace, P., Russo, W., et al.: Enabling IoT interoperability through opportunistic smartphone-based mobile gateways. J. Netw. Comput. Appl. 81, 74–84 (2017)
Chen, S., Xu, H., Liu, D., Hu, B., Wang, H.: A vision of IoT: applications, challenges, and opportunities with china perspective. IEEE Internet Things J. 1(4), 349–359 (2014)
Pang, Z.: Technologies and Architectures of the Internet-of-Things (IoT) for Health and Well-being. KTH Royal Institute of Technology; 2013
Bandyopadhyay, D., Sen, J.: Internet of things: Applications and challenges in technology and standardization. Wirel. Pers. Commun. 58(1), 49–69 (2011)
Jung, E., Cho, I., Kang, S.M.: iotSilo: the agent service platform supporting dynamic behavior assembly for resolving the heterogeneity of IoT. Int. J. Distrib. Sens. Netw. 10(1), 608972 (2014)
Singh, S., Saxena, N., Roy, A., Kim, H.: A survey on 5G network technologies from social perspective. IETE Tech. Rev. 34(1), 30–39 (2017)
Tarkoma, S., Ailisto, H.: The internet of things program: the finnish perspective. IEEE Commun. Mag. 51(3), 10–11 (2013)
Desai, P., Sheth, A., Anantharam, P. (eds.): Semantic gateway as a service architecture for iot interoperability. In: 2015 IEEE International Conference on Mobile Services (MS), vol 2, pp. 93-105. IEEE (2015)
Akpınar, K., Hua, K.A., Li, K. (eds.): ThingStore: a platform for internet-of-things application development and deployment. In: Proceedings of the 9th ACM international conference on distributed event-based systems. ACM (2015)
Prieto González, L., Prieto González, L., Jaedicke, C., Jaedicke, C., Schubert, J., Schubert, J., et al.: Fog computing architectures for healthcare: Wireless performance and semantic opportunities. J. Inf. Commun. Ethics Soc. 14(4), 334–349 (2016)
Sushilan, A.: Survey of real time healthcare. Int. J. Eng. Sci. Res. Technol. 1(4), 728–736 (2015)
Alharbe, N., Atkins, S.: A. A study of the application of automatic healthcare tracking and monitoring system in Saudi Arabia. Int. J. Pervasive Comput. Commun. 10(2), 183–195 (2014)
Azimi, I., Rahmani, A.M., Liljeberg, P., Tenhunen, H.: Internet of things for remote elderly monitoring: a study from user-centered perspective. J. Ambient Intell. Humaniz. Comput. 8(2), 273–289 (2016)
Ding, D., Conti, M., Solanas, A. (eds.): A smart health application and its related privacy issues. Smart City Security and Privacy Workshop (SCSP-W), 2016. IEEE (2016)
Buzzi, M.C., Buzzi, M., Trujillo, A. (eds.): Healthy Aging through Pervasive Predictive Analytics for Prevention and Rehabilitation of Chronic Conditions. In: Proceedings of the 3rd 2015 workshop on ICTs for improving patients rehabilitation research techniques. ACM (2015)
Mikołajewska, E., Mikołajewski, D.: Integrated IT environment for people with disabilities: a new concept. Open Medicine. 9(1), 177 – 82 (2014)
Queirós, A., Silva, A., Alvarelhão, J., Rocha, N.P., Teixeira, A.: Usability, accessibility and ambient-assisted living: a systematic literature review. Univ. Access Inf. Soc. 14(1), 57–66 (2015)
Gomes, BdT.P., Muniz, L.C.M., Silva e Silva, F.J., Ríos, L.E.T., Endler, M.: A comprehensive and scalable middleware for ambient assisted living based on cloud computing and internet of things. Concurr. Comput. Pract. Exp. 29(11) (2017)
Monteiro, A., Dubey, H., Mahler, L., Yang, Q., Mankodiya, K. (eds.): Fit: a fog computing device for speech tele-treatments. In: 2016 IEEE International Conference on Smart computing (SMARTCOMP). IEEE, St. Louis, MO (2016)
Gia, T.N., Jiang, M., Rahmani, A.-M., Westerlund, T., Liljeberg, P., Tenhunen, H. (eds.): Fog computing in healthcare internet of things: a case study on ecg feature extraction. In: Computer and information technology; ubiquitous computing and communications; dependable, autonomic and secure computing; pervasive intelligence and computing (CIT/IUCC/DASC/PICOM), 2015 IEEE International Conference on. IEEE (2015)
Cao, Y., Hou, P., Brown, D., Wang, J., Chen, S. (eds.): Distributed analytics and edge intelligence: pervasive health monitoring at the era of fog computing. In: Proceedings of the 2015 workshop on mobile big data. ACM (2015)
Aazam, M., Huh, E.-N. (eds.): E-HAMC: leveraging Fog computing for emergency alert service. In: Pervasive computing and communication workshops (PerCom workshops), 2015 IEEE international conference on. IEEE (2015)
Bonomi, F., Milito, R., Zhu, J., Addepalli, S. (eds.): Fog computing and its role in the internet of things. In: Proceedings of the first edition of the MCC workshop on Mobile cloud computing. ACM (2012)
Bonomi, F., Milito, R., Natarajan, P., Zhu, J.: Fog computing: a platform for internet of things and analytics. Big data and internet of things: a roadmap for smart environments, pp. 169–186. Springer, New York (2014)
Stojmenovic, I., editor Fog computing: a cloud to the ground support for smart things and machine-to-machine networks. In: Telecommunication networks and applications conference (ATNAC), 2014 Australasian. IEEE (2014)
Aazam, M., Huh, E.-N. (eds.): Fog computing and smart gateway based communication for cloud of things. In: Future internet of things and cloud (FiCloud), 2014 international conference on. IEEE (2014)
Shropshire, J.: Extending the cloud with fog: security challenges & opportunities. 2014
Caria, M., Schudrowitz, J., Jukan, A., Kemper, N.: Smart farm computing systems for animal welfare monitoring, vol 3. IEEE (2017)
Stantchev, V., Barnawi, A., Ghulam, S., Schubert, J., Tamm, G.: Smart items, fog and cloud computing as enablers of servitization in healthcare. Sens. Transducers 185(2), 121 (2015)
Sivabalan, A., Rajan, M., Balamuralidhar, P.: Towards a light weight internet of things platform architecture. J. ICT Stand. 1(2), 241–252 (2013)
Mital, M., Chang, V., Choudhary, P., Papa, A., Pani, A.K.: Adoption OF INTERNET OF THINGS in India: a test of competing models using a structured equation modeling approach. Technological Forecasting and Social Change (2017)
Lin, D., Lee, C., Lin, K. (eds.): Research on effect factors evaluation of internet of things (IOT) adoption in Chinese agricultural supply chain. In: 2016 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM). IEEE (2016)
Kim, Y., Park, Y., Choi, J.: A study on the adoption of IoT smart home service: using value-based adoption model. Total Qual. Manag. Bus. Excell. 1–17 (2017)
Gao, L., Bai, X.: A unified perspective on the factors influencing consumer acceptance of internet of things technology. Asia Pacific J. Mark. Logist. 26(2), 211–231 (2014)
Holzinger, A., Schaupp, K., Eder-Halbedl, W. (eds.): An investigation on acceptance of ubiquitous devices for the elderly in a geriatric hospital environment: using the example of person tracking. In: International conference on computers for handicapped persons. Springer (2008)
Roy, A., Zalzala, A.M., Kumar, A.: Disruption of things: a model to facilitate adoption of IoT-based innovations by the urban poor. Proc. Eng. 159, 199–209 (2016)
Nischelwitzer, A., Lenz, F.-J., Searle, G., Holzinger, A.: Some aspects of the development of low-cost augmented reality learning environments as examples for future interfaces in technology enhanced learning. In: Stephanidis, C. (ed.) Universal Access in Human-Computer Interaction Applications and Services, pp. 728–737. Springer, Berlin, Heidelberg (2007)
Smirek, L., Zimmermann, G., Beigl, M.: Just a smart home or your smart home—a framework for personalized user interfaces based on eclipse smart home and universal remote console. Proc. Comput. Sci. 98, 107–116 (2016)
Wagner, N., Hassanein, K., Head, M.: Computer use by older adults: a multi-disciplinary review. Comput. Hum. Behav. 26(5), 870–882 (2010)
Stephanidis, C., Savidis, A.: Universal access in the information society: methods, tools, and interaction technologies. Univers. Access Inf. Soc. 1(1), 40–55 (2001)
Cubo, J., Nieto, A., Pimentel, E.: A cloud-based internet of things platform for ambient assisted living. Sensors 14(8), 14070–14105 (2014)
Holzinger, A., Plass, M., Holzinger, K., Crisan, G.C., Pintea, C.-M., Palade, V.: A glass-box interactive machine learning approach for solving np-hard problems with the human-in-the-loop. (2017). arXiv preprint: arXiv:1708.01104
Tsai, C.-W., Lai, C.-F., Chiang, M.-C., Yang, L.T.: Data mining for internet of things: a survey. IEEE Commun. Surv. Tutor. 16(1), 77–97 (2014)
Alsheikh, M.A., Niyato, D., Lin, S., Tan, H.-P., Han, Z.: Mobile big data analytics using deep learning and apache spark. IEEE Netw. 30(3), 22–29 (2016)
Singh, D., Merdivan, E., Psychoula, I., Kropf, J., Hanke, S., Geist, M., et al. (eds.): Human activity recognition using recurrent neural networks. In: International cross-domain conference for machine learning and knowledge extraction. Springer (2017)
Diro, A.A., Chilamkurti, N.: Distributed attack detection scheme using deep learning approach for Internet of Things. Future Gener. Comput. Syst. (2017)
Kwon, D., Kim, H., Kim, J., Suh, S.C., Kim, I., Kim, K.J.: A survey of deep learning-based network anomaly detection. Clust. Comput. 1–13 (2017)
Li, P., Chen, Z., Yang, L.T., Zhang, Q., Deen, M.J.: Deep convolutional computation model for feature learning on big data in internet of things. IEEE Trans. Ind. Inf. 14(2) (2017)
Zhang, Z.-K., Cho, MCY, Shieh, S. (eds.): Emerging security threats and countermeasures in IoT. In: Proceedings of the 10th ACM symposium on information, computer and communications security. ACM (2015)
Lomotey, R.K., Pry, J., Sriramoju, S.: Wearable IoT data stream traceability in a distributed health information system. Pervasive Mobile Comput. 40, 692–707 (2017)
Khoumbati, K., Themistocleous, M., Irani, Z.: Evaluating the adoption of enterprise application integration in health-care organizations. J. Manag. Inf. Syst. 22(4), 69–108 (2006)
Atzori, L., Iera, A., Morabito, G., Nitti, M.: The social internet of things (siot)—when social networks meet the internet of things: concept, architecture and network characterization. Comput. Netw. 56(16), 3594–3608 (2012)
Bazzani, M., Conzon, D., Scalera, A., Spirito, M.A., Trainito, C.I. (eds.): Enabling the IoT paradigm in e-health solutions through the VIRTUS middleware. In: Trust, security and privacy in computing and communications (TrustCom), 2012 IEEE 11th international conference on. IEEE (2012)
Pir, A., Akram, M.U., Khan, M.A. (eds.): Internet of things based context awareness architectural framework for HMIS. In: E-health networking, application & services (HealthCom), 2015 17th international conference on. IEEE (2015)
Jara, A.J., Zamora, M.A., Skarmeta, A.F. (eds.): Knowledge acquisition and management architecture for mobile and personal health environments based on the internet of things. In: Trust, security and privacy in computing and communications (TrustCom), 2012 IEEE 11th international conference on. IEEE (2012)
Hossain, M.S., Muhammad, G.: Cloud-assisted industrial internet of things (iiot)–enabled framework for health monitoring. Comput. Netw. 101, 192–202 (2016)
Blazek, P., Krejcar, O., Jun, D., Kuca, K.: Device security implementation model based on internet of things for a laboratory environment. IFAC PapersOnLine. 49(25), 419–424 (2016)
Fazio, M., Celesti, A., Márquez, F.G., Glikson, A., Villari, M. (eds.): Exploiting the fiware cloud platform to develop a remote patient monitoring system. In: Computers and communication (ISCC), 2015 IEEE symposium on. IEEE (2015)
Roy, S., Bhattacharya, U. (eds.): Smart mom: an architecture to monitor children at home. In: Proceedings of the third international symposium on women in computing and informatics. ACM (2015)
Stefanov, D.H., Bien, Z., Bang, W.-C.: The smart house for older persons and persons with physical disabilities: structure, technology arrangements, and perspectives. IEEE Trans. Neural Syst. Rehabilit. Eng. 12(2), 228–250 (2004)
Ray, P.P.: Internet of things based physical activity monitoring (PAMIoT): an architectural framework to monitor human physical activity. In: Proceeding of IEEE CALCON, Kolkata, pp. 32–34 (2014)
Thang, T.C., Pham, A.T., Cheng, Z., Ngoc, N.P. (eds.): Towards a full-duplex emergency alert system based on IPTV platform. In: Awareness science and technology (iCAST), 2011 3rd international conference on. IEEE (2011)
Qi, J., Yang, P., Fan, D., Deng, Z. (eds.): A survey of physical activity monitoring and assessment using internet of things technology. In: Computer and information technology; ubiquitous computing and communications; dependable, autonomic and secure computing; pervasive intelligence and computing (CIT/IUCC/DASC/PICOM), 2015 IEEE international conference on. IEEE (2015)
Jara, A.J., Belchi, F.J., Alcolea, A.F., Santa, J., Zamora-Izquierdo, M.A., Gómez-Skarmeta, A.F. (eds.): A Pharmaceutical Intelligent Information System to detect allergies and Adverse Drugs Reactions based on internet of things. In: Pervasive computing and communications workshops (PERCOM Workshops), 2010 8th IEEE international conference on. IEEE (2010)
Rathore, M.M., Ahmad, A., Paul, A., Wan, J., Zhang, D.: Real time medical emergency response system: exploiting IoT and big data for public health. J. Med. Syst. 40(12), 283 (2016)
Zhang, H., Liu, K., Kong, W., Tian, F., Yang, Y., Feng, C., et al. (eds.): A mobile health solution for chronic disease management at retail pharmacy. In: e-Health networking, applications and services (Healthcom), 2016 IEEE 18th international conference on. IEEE (2016)
Al-Taee, M.A., Al-Nuaimy, W., Al-Ataby, A., Muhsin, Z.J., Abood, S.N. (eds.): Mobile health platform for diabetes management based on the Internet-of-Things. In: Applied electrical engineering and computing technologies (AEECT), 2015 IEEE Jordan conference on. IEEE (2015)
Gómez, J., Oviedo, B., Zhuma, E.: Patient monitoring system based on internet of things. Proc. Comput. Sci. 83, 90–97 (2016)
Ullah, K., Shah, M.A., Zhang, S. (eds.): Effective ways to use internet of things in the field of medical and smart health care. In: Intelligent systems engineering (ICISE), 2016 international conference on. IEEE (2016)
Al-Majeed, S.S., Al-Mejibli, I.S., Karam, J. (eds.): Home telehealth by internet of things (IoT). In: Electrical and computer engineering (CCECE), 2015 IEEE 28th Canadian conference on. IEEE (2015_
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The first author would like to thank to international affair of National Elites Foundation of Iran (BMN) and Tehran University of Medical Sciences-International Campus (TUMS-IC) for financial supporting of this study which was carried during his stay as post-doctorate research scholar in TUMS-IC, Iran.
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Ahmadi, H., Arji, G., Shahmoradi, L. et al. The application of internet of things in healthcare: a systematic literature review and classification. Univ Access Inf Soc 18, 837–869 (2019). https://doi.org/10.1007/s10209-018-0618-4
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DOI: https://doi.org/10.1007/s10209-018-0618-4