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A survey on Internet of Things architectures

Open access
Ray, P.P.·2018·Journal of King Saud University - Computer and Information Sciences

Abstract

Internet of Things is a platform where every day devices become smarter, every day processing becomes intelligent, and every day communication becomes informative. While the Internet of Things is still seeking its own shape, its effects have already stared in making incredible strides as a universal solution media for the connected scenario. Architecture specific study does always pave the conformation of related field. The lack of overall architectural knowledge is presently resisting the researchers to get through the scope of Internet of Things centric approaches. This literature surveys Internet of Things oriented architectures that are capable enough to improve the understanding of related tool, technology, and methodology to facilitate developer’s requirements. Directly or indirectly, the presented architectures propose to solve real-life problems by building and deployment of powerful Internet of Things notions. Further, research challenges have been investigated to incorporate the lacuna inside the current trends of architectures to motivate the academics and industries get involved into seeking the possible way outs to apt the exact power of Internet of Things. A main contribution of this survey paper is that it summarizes the current state-of-the-art of Internet of Things architectures in various domains systematically.

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Research works printed but not linked: 104

  1. Akyildiz, 2002, Wireless sensor networks: a survey, Comput. Netw., 38, 393, 10.1016/S1389-1286(01)00302-4 · DOI · Paper page
  2. Arsénio, 2014, Internet of intelligent things: bringing artificial intelligence into things and communication networks, Stud. Comput. Intell., 495, 1, 10.1007/978-3-642-35016-0_1 · DOI
  3. Ashton, 2009, Internet of things, RFID J.
  4. Atzori, 2010, The internet of things: a survey, Comput. Networks, 54, 2787, 10.1016/j.comnet.2010.05.010 · DOI · Paper page
  5. Atzori, 2010, The internet of things: a survey, Comput. Netw., 54, 2787, 10.1016/j.comnet.2010.05.010 · DOI · Paper page
  6. Atzori, 2011, SIoT: giving a social structure to the internet of things, IEEE Commun. Lett., 15, 1193, 10.1109/LCOMM.2011.090911.111340 · DOI · Paper page
  7. Bandyopadhyay, 2011, Internet of things: applications and challenges in technology and standardization, Wireless Personal Commun., 58, 49, 10.1007/s11277-011-0288-5 · DOI · Paper page
  8. Blackstock, M., Lea, R., 2014. IoT interoperability: a hub-based approach. In: Proceedings of International Conference on the Internet of Things (IOT), pp. 79–84. · DOI
  9. Blackstock, 2010, MAGIC Broker 2: an open and extensible platform for the internet of things, Proc. Internet Things, 1
  10. Bo, Y., Wang, H., 2011. The application of cloud computing and the internet of things in agriculture and forestry. In: Proceedings of International Joint Conference on Service Sciences (IJCSS), pp. 168–172. · DOI
  11. Bonino, D., Alizo, M.T.D., Alapetite, A., Gilbert, T., Axling, M., Udsen, H., Soto, J.A.C., Spirito, M., 2015. ALMANAC: internet of things for smart cities future. In: International Conference on Internet of Things and Cloud (FiCloud), pp. 309–316. · DOI
  12. Botterman, M., 2009. For the European Commission Information Society and Media Directorate General, Networked Enterprise & RFID Unit – D4, Internet of Things: An Early Reality of the Future Internet, Report of the Internet of Things Workshop, Prague, Czech Republic.
  13. Boyi, 2014, Ubiquitous data accessing method in IoT-based information system for emergency medical services, IEEE Trans. Industr. Inf., 2, 1578, 10.1109/TII.2014.2306382 · DOI · Paper page
  14. Broll, 2009, PERCI: pervasive service interaction with the internet of things, IEEE Internet Comput., 13, 74, 10.1109/MIC.2009.120 · DOI · Paper page
  15. Buckl, C., Sommer, S., Scholz, A., Knoll, A., Kemper, A., Heuer, J., Schmitt, A., 2009. Services to the field: an approach for resource constrained sensor/actor networks. In: Proceedings of WAINA, Bradford, United Kingdom. · DOI
  16. Buettner, M., Greenstein, B., Sample, A., Smith, J.R., Wetherall, D., 2008. Revisiting smart dust with RFID sensor networks. In: Proceedings of ACM HotNets, Calgary, Canada.
  17. Chen, Y.S., Chen, Y.R., 2012. Help working with abstracts context-oriented data acquisition and integration platform for internet of things. In: Proceedings of Conference on Technologies and Applications of Artificial Intelligence, pp. 103–108. · doi:10.1109/taai.2012.64
  18. Clayman, S., Galis, A., 2011. INOX: a managed service platform for inter-connected smart objects. In: Proceedings of the workshop on Internet of Things and Service Platforms. · DOI
  19. Dada, A., Thiesse, F., 2008. Sensor applications in the supply chain: the example of quality-based issuing of perishables. In: Proceedings of Internet of Things, Zurich, Switzerland. · DOI
  20. De, 2012, An internet of things platform for real-world and digital objects, Scalable Comput.: Pract. Exp., 13, 45
  21. Deugd, 2006, SODA: service oriented device architecture, IEEE Pervasive Comput., 5, 94, 10.1109/MPRV.2006.59 · DOI · Paper page
  22. Doukas, C. Maglogiannis, I., 2012. Bringing IoT and cloud computing towards pervasive healthcare. In: Proceedings of Sixth International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS), pp. 922–926. · DOI · Paper page
  23. Duquennoy, S., Grimaud, G., Vandewalle, J. J., 2009. The web of things: interconnecting devices with high usability and performance. In: Proceedings of ICESS, HangZhou, Zhejiang, China. · DOI
  24. Eleftherakis, 2015, Architecting the IoT paradigm: a middleware for autonomous distributed sensor networks, Int. J. Distrib. Sens. Network, 2015, 1
  25. Elmangoush, A., Coskun, H., Wahle, S., Magedanz, T., 2013. Design aspects for a reference M2M communication platform for Smart Cities. In: Proceedings of International Conference on Innovations in Information Technology, pp. 204–209. · DOI
  26. Enji, 2012, The internet of things (IOT) and cloud computing (CC) based tailings dam monitoring and pre-alarm system in mines, Saf. Sci., 50, 811, 10.1016/j.ssci.2011.08.028 · doi:10.1016/j.ssci.2011.08.028
  27. Fan, 2014, IoT-based smart rehabilitation system, IEEE Trans. Industr. Inf., 10, 1568, 10.1109/TII.2014.2302583 · DOI · Paper page
  28. Fei L., Voegler, M., Claessens, M., Dustdar, S., 2013. Efficient and scalable IoT service delivery on cloud. In: Proceedings of IEEE Sixth International Conference on Cloud Computing (CLOUD), pp. 740–747. · DOI
  29. Floerkemeier, 2007, RFID application development with the Accada middleware platform, IEEE Syst. J., 1, 82, 10.1109/JSYST.2007.909778 · DOI · Paper page
  30. Foschini, 2011, M2M-based metropolitan platform for IMS-enabled road traffic management in IoT, IEEE Commun. Mag., 49, 50, 10.1109/MCOM.2011.6069709 · DOI
  31. Foteinos, 2013, A cognitive management framework for empowering the internet of things, Future Internet Lect. Notes Comput. Sci., 7858, 187, 10.1007/978-3-642-38082-2_16 · doi:10.1007/978-3-642-38082-2_16
  32. Ganche, I., Ji, Z., O’Droma, M., 2013. A generic IoT architecture for smart cities. In: Proceedings of 25th IET Irish Signals & Systems Conference, pp. 196–199.
  33. Gershenfeld, 2004, The internet of things, Sci. Am., 291, 76, 10.1038/scientificamerican1004-76 · DOI · Paper page
  34. Ghose, A., Biswas, P, Bhaumik, C., Sharma, M., 2012. Road condition monitoring and alert application: using in-vehicle Smartphone as Internet-connected sensor. In: Proceedings of Pervasive Computing and Communications Workshops (PERCOM Workshops), pp. 489–491. · DOI
  35. Girau, R., Nitti, M., Atzori, L., 2013. Implementation of an experimental platform for the social internet of things. In: Proceedings of Seventh International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS), pp. 500–505. · DOI
  36. Gubbia, 2013, Internet of things (IoT): a vision, architectural elements, and future directions, Future Gener. Comput Syst., 29, 1645, 10.1016/j.future.2013.01.010 · DOI · Paper page
  37. Guinard, D., Vlad, T., 2009. Towards the web of things: web mashups for embedded devices In: Proceedings of the International World Wide Web Conference, Madrid.
  38. Guo, 2014, The embedding convergence of smart cities and tourism internet of things in china: an advance perspective, Adv. Hospitality Tourism Research (AHTR), 2, 54
  39. Guoa, Z., Zhanga, Z., Lib, W., 2012. Establishment of intelligent identification management platform in railway logistics system by means of the internet of things In: Proceedings of International Workshop on Information and Electronics Engineering (IWIEE), pp. 726–730. · DOI
  40. He, 2014, Developing vehicular data cloud services in the IoT environment, IEEE Trans. Industr. Inf., 10, 1587, 10.1109/TII.2014.2299233 · DOI · Paper page
  41. Hui, J., Culler, D., Chakrabarti, S., 2009. 6LoWPAN: incorporating IEEE 802.15.4 Into the IP Architecture – Internet Protocol for Smart Objects (IPSO) Alliance, White Paper, <http://www.ipso-alliance.org>.
  42. IEEE 802.15, <http://ieee802.org/15>.
  43. Ilic, 2009, Using sensor information to reduce the carbon footprint of perishable goods, IEEE Pervasive Comput., 8, 22, 10.1109/MPRV.2009.20 · DOI
  44. National Intelligence Council, 2008. Disruptive Civil Technologies – Six Technologies with Potential Impacts on US Interests Out to 2025 – Conference Report CR 2008–07 http://www.dni.gov/nic/NIC_home.html.
  45. Islam, 2013, A framework of smart internet of things based cloud computing, Res. Notes Inf. Sci. (RNIS), 14, 646
  46. Issarny, 2011, Service-oriented middleware for the future internet: state of the art and research directions, J. Internet Serv. Appl., 2, 23, 10.1007/s13174-011-0021-3 · DOI · Paper page
  47. ITU work on Internet of things, 2015. ICTP workshop. [Accessed on March 26, 2015].
  48. Janggwan, I., Seonghoon K., Daeyoung K., 2013. IoT mashup as a service: cloud-based mashup service for the internet of things. In: Proceedings of IEEE International Conference on Services Computing (SCC), pp. 462–469.
  49. Jiang, 2014, An IoT-oriented data storage framework in cloud computing platform, IEEE Trans. Industr. Inf., 10, 1443, 10.1109/TII.2014.2306384 · DOI · Paper page
  50. Jina, 2014, An information framework of creating a smart city through internet of things, IEEE Internet Things J., 1, 112, 10.1109/JIOT.2013.2296516 · DOI · Paper page
  51. Jules, 2006, RFID security and privacy: a research survey, IEEE J. Sel. Areas Commun., 24, 381, 10.1109/JSAC.2005.861395 · DOI · Paper page
  52. Karpischek, S., Michahelles, F., Resatsch, F., Fleisch, E., 2009. Mobile sales assistant – an NFC-based product information system for retailers. In: Proceedings of the First International Workshop on Near Field Communications, Hagenberg, Austria. · DOI
  53. Katasonov, A., Kaykova, O., Khriyenko, O., Nikitin, S., Terziyan, V., 2008. Smart semantic middleware for the internet of things. In: Proceedings of Fifth International Conference on Informatics in Control, Automation and Robotics, Funchal, Madeira, Portugal.
  54. Kortuem, 2010, Smart objects as building blocks for the internet of things, IEEE Internet Comput., 14, 44, 10.1109/MIC.2009.143 · DOI · Paper page
  55. Kos, 2012, Open and scalable IoT platform and its applications for real time access line monitoring and alarm correlation, Internet Things Smart Spaces Next Gener. Networking Lect. Notes Comput. Sci., 7469, 27, 10.1007/978-3-642-32686-8_3 · doi:10.1007/978-3-642-32686-8_3
  56. Kouche, A.E., 2012. Towards a wireless sensor network platform for the Internet of things: sprouts WSN platform. In: Proceedings of IEEE International Conference on Communications (ICC), pp. 632–636. · doi:10.1109/icc.2012.6364196
  57. Kundur, 2008, Security and privacy for distributed multimedia sensor networks, Proc. IEEE, 96, 112, 10.1109/JPROC.2007.909914 · DOI
  58. Lazarescu, 2013, Design of a WSN platform for long-term environmental monitoring for IoT applications, IEEE J. Emerg. Select. Top. Circuits Syst., 3, 45, 10.1109/JETCAS.2013.2243032 · DOI · Paper page
  59. Leu, 2013, Improving heterogeneous SOA-based IoT message stability by shortest processing time scheduling, IEEE Trans. Serv. Comput., 7, 575, 10.1109/TSC.2013.30 · DOI
  60. Li, 2013, Technology designed to combat fakes in the global supply chain, Bus. Horiz., 56, 167, 10.1016/j.bushor.2012.11.010 · DOI · Paper page
  61. Lin, 2013, Implementing smart homes with open source solutions, Int. J. Smart Home, 7, 289
  62. Lin, F.J., Ren, Y., Cerritos, E., 2013. A feasibility study on developing IoT/M2M applications over ETSI M2M architecture. In: Proceedings of International Conference on Parallel and Distributed Systems (ICPADS), pp. 558–563. · DOI
  63. López-de-Ipiña, 2007, A Web 2.0 platform to enable context-aware mobile mash-ups, Ambient Intell. Lect. Notes Comput. Sci., 4794, 266, 10.1007/978-3-540-76652-0_16 · doi:10.1007/978-3-540-76652-0_16
  64. Ma, 2012, Prototype of an aquacultural information system based on internet of things E-Nose, Intell. Autom. Soft Comput., 18, 569, 10.1080/10798587.2012.10643266 · doi:10.1080/10798587.2012.10643266
  65. Marrocco, G., Occhiuzzi, C., Amato, F., 2009. Sensor-oriented passive RFID. In: Proceedings of TIWDC, Pula, Italy. · DOI
  66. Miorandi, 2012, Internet of things: vision, applications and research challenges, Ad Hoc Netw., 10, 1497, 10.1016/j.adhoc.2012.02.016 · DOI · Paper page
  67. Morchon, O.G., Rietman, R., Sharma, S., Tolhuizen, L., Arce, J.T., 2016. A comprehensive and lightweight security architecture to secure the IoT throughout the lifecycle of a device based on HIMMO. In: Algorithms for Sensor Systems. Lecture Notes in Computer Science, vol. 9536, pp. 112–128. · doi:10.1007/978-3-319-28472-9_9
  68. Networked Enterprise & RFID & Micro & Nanosystems, 2008. In: Proceedings of Co-operation with the Working Group RFID of the ETP EPOSS, Internet of Things in 2020, Roadmap for the Future.
  69. Ning, 2012, Cyber-physical-social based security architecture for future internet of things, Adv. Internet Things, 2, 1, 10.4236/ait.2012.21001 · DOI · Paper page
  70. Pasley, 2005, How BPEL and SOA are changing web services development, IEEE Internet Comput., 9, 60, 10.1109/MIC.2005.56 · DOI
  71. Rai, R., Lepcha, C., Ray, P.P., Chettri, P., 2013. GDMA: generalized domain model architecture of internet of things. In: Proceedings of National Conference on Applied Electronics (NCAE), AIT Kolkata, pp. 65–68.
  72. Ray, P.P., 2014a. Home health hub internet of things (H3IoT): an architectural framework for monitoring health of elderly people. In: Proceedings of IEEE ICSEMR, Chennai. · DOI
  73. Ray, P.P., 2014. Internet of things based physical activity monitoring (PAMIoT): an architectural framework to monitor human physical activity. In: Proceedings of CALCON, Kolkata, pp. 32–34.
  74. Ray, 2016, Internet of things cloud enabled MISSENARD index measurement for indoor occupants, Measurement, 92, 157, 10.1016/j.measurement.2016.06.014 · DOI
  75. Ray, P.P., 2017. Internet of Things for Smart Agriculture: Technologies, Practices and Future Road Map. Journal of Ambient Intelligence and Smart Environments – IOS Press (in press). · DOI · Paper page
  76. Ray, P.P., Sharma, A., Rai, R., 2013. MDTRM: abstraction to model driven tree reference model of internet of things. In: Proceedings of National Conference on Applied Electronics (NCAE), AIT Kolkata, pp. 61–64.
  77. Roman, 2011, Securing the internet of things, Computer, 44, 51, 10.1109/MC.2011.291 · DOI · Paper page
  78. Sakamura, K., 2006. Challenges in the age of ubiquitous computing: a case study of T-engine – an open development platform for embedded systems. In: Proceedings of ICSE, Shanghai, China. · DOI
  79. Sancheza, 2014, SmartSantander: IoT experimentation over a smart city testbed, Comput. Netw., 61, 217, 10.1016/j.bjp.2013.12.020 · DOI · Paper page
  80. Sebastian, S., Ray, P.P., 2015. Development of IoT invasive architecture for complying with health of home. In: Proceedings of I3CS, Shillong, pp. 79–83.
  81. Sebastian, S., Ray, P.P., 2015. When soccer gets connected to internet, In: Proceedings of I3CS, Shillong, pp. 84–88.
  82. Shang, 2012, Internet of things (IoT) service architecture and its application in E-Commerce, J. Electron. Commerce Org. (JECO), 10, 44, 10.4018/jeco.2012070104 · doi:10.4018/jeco.2012070104
  83. Sivabalan, 2013, Towards a lightweight internet of things platform architecture, J. ICT Standardization, 1, 241, 10.13052/jicts2245-800X.12a8 · doi:10.13052/jicts2245-800x.12a8
  84. Spiess, P., Karnouskos, S., Guinard, D., Savio, D., Baecker, O., Souza, L., Trifa, V., 2009. SOA-based integration of the internet of things in enterprise services. In: Proceedings of IEEE ICWS, Los Angeles, Ca, USA. · DOI · Paper page
  85. Srivastava, L., 2006. Pervasive, ambient, ubiquitous: the magic of radio. In: Proceedings of uropean Commission Conference ‘‘From RFID to the Internet of Things, Bruxelles, Belgium.
  86. Sun, 2011, Research on manufacturing supply chain information platform architecture based on internet of things, Adv. Mater. Res., 314–316, 2344, 10.4028/www.scientific.net/AMR.314-316.2344 · doi:10.4028/www.scientific.net/amr.314-316.2344
  87. Sung, 2012, Improved particle swarm optimization algorithm for android medical care IOT using modified parameters, J. Med. Syst., 36, 3755, 10.1007/s10916-012-9848-9 · DOI
  88. Tang, T., Wu, Z., Karhu, K., Hämäläinen, M., Ji, Y., 2010. An internationally distributed ubiquitous living lab innovation platform for digital ecosystem research. In: Proceedings of International Conference on Management of Emergent Digital EcoSystems, pp. 159–165. · doi:10.1145/1936254.1936282
  89. Tian, Y., Liu, Y., Yan, Z., Wu, S., 2012. RNS-a public resource name service platform for the internet of things. In: Proceedings of IEEE International Conference on Green Computing and Communications (GreenCom), pp. 234–239. · doi:10.1109/greencom.2012.43
  90. Ting, 2013, Combating the counterfeits with web portal technology, Enterprise Inf. Syst., 9, 661, 10.1080/17517575.2012.755713 · DOI
  91. Toma, I., Simperl, E, Hench, G., 2009. A joint roadmap for semantic technologies and the internet of things. In: Proceedings of the Third STI Road mapping Workshop, Crete, Greece.
  92. Ukil, A., Bandyopadhyay, S., Joseph, J., Banahatti, V., Lodha, S., 2012. Negotiation-based privacy preservation scheme in internet of things platform. In: Proceedings of International Conference on Security of Internet of Things, pp. 75–84. · doi:10.1145/2490428.2490439
  93. Wang, 2013, Application of environmental Internet of Things on water quality management of urban scenic river, Int. J. Sustainable Dev. World Ecol., 20, 216, 10.1080/13504509.2013.785040 · DOI
  94. Welbourne, 2009, Building the internet of things using RFID: the RFID ecosystem experience, IEEE Internet Comput., 13, 48, 10.1109/MIC.2009.52 · DOI · Paper page
  95. Xia, 2009, Wireless sensor technologies and applications, Sensors, 9, 8824, 10.3390/s91108824 · DOI
  96. Xu, 2011, Enterprise systems: state-of-the-art and future trends, IEEE Trans. Ind. Inf., 7, 630, 10.1109/TII.2011.2167156 · DOI · Paper page
  97. Yang, 2014, A health-IoT platform based on the integration of intelligent packaging, unobtrusive bio-sensor and intelligent medicine box, IEEE Trans. Ind. Inf., 10, 2180, 10.1109/TII.2014.2307795 · DOI · Paper page
  98. Yu, 2012, Smart hospital based on internet of things, J. Networks, 7, 1654, 10.4304/jnw.7.10.1654-1661 · DOI
  99. Zhang, J., Anwen, Q., 2010. The application of internet of things (IOT) in emergency management system in China. In: Proceedings of IEEE International Conference on Technologies for Homeland Security (HST), pp. 139–142. · DOI
  100. Zhang, 2013, Sensor data as a service – a federated platform for mobile data-centric service development and sharing, Proc. IEEE Int. Services Comput. (SCC), 446
  101. Zhangm, X., Wen, Z., Yuexin, W., Zou, J., 2011. The implementation and application of the internet of things platform based on the REST architecture. In: Proceedings of International Conference on Business Management and Electronic Information, pp. 43–45. · doi:10.1109/icbmei.2011.5917838
  102. Zhao, 2009, A case study in multimedia fingerprinting: behavior modeling and forensics for multimedia social networks, IEEE Signal Process. Mag., 26, 118, 10.1109/MSP.2008.930648 · DOI
  103. Zhou, 2011, Multimedia traffic security architecture for the internet of things, IEEE Network, 35, 10.1109/MNET.2011.5772059 · DOI · Paper page
  104. Zhou, 2010, Context-aware multimedia service in heterogeneous networks, IEEE Intell. Syst., 25, 40, 10.1109/MIS.2010.48 · DOI

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Metadata

Authors
Ray, P. P.
Venue
Journal of King Saud University - Computer and Information Sciences
Published
2018-07
Volume
30
Issue
3
Pages
291-319
ISSN
1319-1578 (ISSN-L)
OpenAlex
W2531320996
Cited by
1,173
References
4
FWCI
87.17
Type
journal article
Language
en
Open access
hybrid
Licence

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