Future Internet of Things: open issues and challenges

Wireless Networks

Volumn 20, Issue 8, 2014, Pages 2201-2217

  Tsai, Chun Wei ^a   Lai, Chin Feng ^b   Vasilakos, Athanasios V ^c  

^a CHIA NAN UNIVERSITY OF PHARMACY AND SCIENCE   (Taiwan)

^b NATIONAL CHUNG CHENG UNIVERSITY   (Taiwan)

^c KUWAIT UNIVERSITY   (Kuwait)

Author keywords

Cloud computing; Data mining; Future Internet of Things

Indexed keywords

CLOUD COMPUTING; DATA MINING; INFORMATION MANAGEMENT; INTELLIGENT COMPUTING;

FUTURE INTERNET; INNOVATIVE TECHNIQUES; INTELLIGENT DATA; INTERNET OF THINGS (IOT); ISSUES AND CHALLENGES; MANAGEMENT FRAMEWORKS; SENSING LAYERS; SWARM OPTIMIZATION;

INTERNET OF THINGS;

EID: 84910136683     PISSN: 10220038     EISSN: 15728196     Source Type: Journal    
DOI: 10.1007/s11276-014-0731-0     Document Type: Article

References (106)

1. Schmidt, W. (1997). World-wide web survey research: Benefits, potential problems, and solutions. Behavior Research Methods, Instruments, and Computers, 29(2), 274–279.
2. Wasserman, S., Faust, K., & Iacobucci, D. (1994). Social network analysis: Methods and applications (structural analysis in the social sciences). Cambridge: Cambridge University Press.
3. Ashton, K. (2014). That ‘Internet of Things’ thing, 2009. RFID Journal. http://www.rfidjournal.com/article/print/4986;. Accessed 12 Jan.
4. Miorandi, D., Sicari, S., De Pellegrini, F., & Chlamtac, I. (2012). Internet of things: Vision, applications and research challenges. Ad Hoc Networks, 10(7), 1497–1516.
5. M&M Research Group. (2012). Internet of Things (IoT) & M2M communication market: Advanced technologies, future cities & adoption trends, roadmaps & worldwide forecasts 2012–2017, technical report, Electronics.ca Publications.
6. Bandyopadhyay, D., & Sen, J. (2011). Internet of things: Applications and challenges in technology and standardization. Wireless Personal Communications, 58(1), 49–69.
7. Domingo, M. C. (2012). An overview of the internet of things for people with disabilities. Journal of Network and Computer Applications, 35(2), 584–596.
8. Sánchez López, T., Ranasinghe, D. C., Harrison, M., & Mcfarlane, D. (2012). Adding sense to the internet of things. Personal and Ubiquitous Computing, 16(3), 291–308.
9. Chen, Y. K. (2012). Challenges and opportunities of internet of things. In Proceedings of the Asia and South Pacific design automation conference, pp. 383–388.
10. Cantoni, V., Lombardi, L., & Lombardi, P. (2006). Challenges for data mining in distributed sensor networks. In Proceedings of the international conference on pattern recognition, vol. 1, pp. 1000–1007.
11. Keller, T. (2011). Mining the internet of things: Detection of false-positive RFID tag reads using low-level reader data. PhD thesis, The University of St. Gallen, Germany.
12. Masciari, E. (2007). A framework for outlier mining in RFID data. In Proceedings of the international database engineering and applications symposium, pp. 263–267.
13. Bin, S., Yuan, L., & Xiaoyi, W. (2010). Research on data mining models for the internet of things. In Proceedings of the international conference on image analysis and signal processing, pp. 127–132.
14. van der Meulen, R. (2014). Gartner says personal worlds and the internet of everything are colliding to create new markets, Gartner, 2013. http://www.gartner.com/newsroom/id/2621015;. Accessed 12 Jan 2014.
15. Manyika, J., Chui, M., Bughin, J., Dobbs, R., Bisson, P., & Marrs, A. (2014). Disruptive technologies: Advances that will transform life, business, and the global economy. In Technical report, McKinsey Global Institute, 2013. http://www.mckinsey.com/insights/business_technology/disruptive_technologies. Accessed 12 Jan 2014.
16. Atzori, L., Iera, A., & Morabito, G. (2010). The internet of things: A survey. Computer Networks, 54(15), 2787–2805.
17. López, T. S., Ranasinghe, D. C., Patkai, B., & McFarlane, D. C. (2011). Taxonomy, technology and applications of smart objects. Information Systems Frontiers, 13(2), 281–300.
18. Siegemund, F. (2004). A context-aware communication platform for smart objects. In Proceedings of the international conference on pervasive computing, pp. 69–86.
19. Kortuem, G., Kawsar, F., Sundramoorthy, V., & Fitton, D. (2010). Smart objects as building blocks for the internet of things. IEEE Internet Computing, 14(1), 44–51.
20. Ning, H., & Hu, S. (2012). Technology classification, industry, and education for future internet of things. International Journal of Communication Systems, 25(9), 1230–1241.
21. Chang, K.-D., Chen, J.-L., Chen, C.-Y., & Chao, H.-C. (2012). IoT operations management and traffic analysis for future internet. In Proceedings of the conference on computing, communications and applications, pp. 138–142.
22. Ning, H., & Wang, Z. (2011). Future internet of things architecture: Like mankind neural system or social organization framework? IEEE Communications Letters, 15(4), 461–463.
23. Li, T., & Chen, L. (2012). Internet of things: Principle, framework and application. In Proceedings of the future computing, communication, control and management, vol. 144, pp. 477–482.
24. Khan, R., Khan, S., Zaheer, R., & Khan, S. (2012). Future internet: The internet of things architecture, possible applications and key challenges. In Proceedings of the international conference on frontiers of information technology, pp. 257–260.
25. Yun, M., and Yuxin, B. (2010). Research on the architecture and key technology of internet of things (IoT) applied on smart grid. In Proceedings of the international conference on advances in, energy engineering, pp. 69–72.
26. Rashidi, P., Cook, D. J., Holder, L. B., & Schmitter-Edgecombe, M. (2011). Discovering activities to recognize and track in a smart environment. IEEE Transactions on Knowledge and Data Engineering, 23(4), 527–539.
27. Zorzi, M., Gluhak, A., Lange, S., & Bassi, A. (2010). From today’s intranet of things to a future internet of things: A wireless- and mobility-related view. IEEE Wireless Communications, 17(6), 44–51.
28. Pan, J., Paul, S., & Jain, R. (2011). A survey of the research on future internet architectures. IEEE Communications Magazine, 49(7), 26–36.
29. Ning, H., & Liu, H. (2012). Cyber-physical-social based security architecture for future internet of things. Advances in Internet of Things, 2(1), 1–7.
30. Atzori, L., Iera, A., Morabito, G., & Nitti, M. (2012). The social internet of things (SIoT)—When social networks meet the internet of things: Concept, architecture and network characterization. Computer Networks, 56(16), 3594–3608.
31. Gubbi, J., Buyya, R., Marusic, S., & Palaniswami, M. (2013). Internet of things (Iot): A vision, architectural elements, and future directions. Future Generation Computer Systems, 29(7), 1645–1660.
32. Paul, S., Pan, J., & Jain, R. (2011). Architectures for the future networks and the next generation internet: A survey. Computer Communications, 34(1), 2–42.
33. Uckelmann, D., Harrison, M., & Michahelles, F. (2011). An architectural approach towards the future internet of things. In Architecting the internet of things, pp. 1–24.
34. Chen, H.-M., Gui, L., & Xie, K.-B. (2011). A comparative study on architecture and implementation methodologies of internet of things. Chinese Journal of Computer, 36(1), 168–188.
35. Anderson, T., Birman, K., Broberg, R., Caesar, M., Comer, D., Cotton, C. et al. (2013). The NEBULA future internet architecture. In A. Galis & A. Gavras (Eds.), The future internet, vol. 7858 of lecture notes in computer science, pp. 16–26.
36. Palattella, M., Accettura, N., Vilajosana, X., Watteyne, T., Grieco, L., Boggia, G., et al. (2013). Standardized protocol stack for the internet of (important) things. In IEEE communications surveys tutorials, in press, 2013.
37. Internet of things new security and privacy challenges. Computer Law & Security Review, 26(1), 23–30, 2010.
38. Sarma, A., & Girão, Ja. (2009). Identities in the future internet of things. Wireless Personal Communications, 49(3), 353–363.
39. Medaglia, C., & Serbanati, A. (2010). An overview of privacy and security issues in the internet of things. In D. Giusto, A. Iera, G. Morabito, & L. Atzori (Eds.), The Internet of Things (pp. 389–395). New York: Springer.
40. Oleshchuk, V. (2009). Internet of things and privacy preserving technologies. In Proceedings of the international conference on wireless communication, vehicular technology, information theory and aerospace electronic systems technology, pp. 336–340.
41. Hu, M., & Li, C. (2012). Design smart city based on 3s, internet of things, grid computing and cloud computing technology. In Y. Wang & X. Zhang (Eds.), Internet of things (Vol. 312, pp. 466–472). Berlin: Springer.
42. Somov, A., Dupont, C., & Giaffreda, R. (2013). Supporting smart-city mobility with cognitive internet of things. In Proceedings of the future network and mobile Summit, Lisbon, pp. 1–10.
43. Darianian, M., & Michael, M. (2008). Smart home mobile rfid-based internet-of-things systems and services. In Proceedings of the international conference on advanced computer theory and engineering, pp. 116–120.
44. Chong, G., Zhihao, L., & Yifeng, Y. (2011). The research and implement of smart home system based on internet of things. In Proceedings of the international conference on electronics, communications and control, pp. 2944–2947.
45. Lingling, H., Haifeng, L., Xu, X., & Jian, L. (2011). An intelligent vehicle monitoring system based on internet of things. In Proceedings of the international conference on computational intelligence and security, pp. 231–233.
46. Moreno, J., Ortuzar, M., & Dixon, J. (2006). Energy-management system for a hybrid electric vehicle, using ultracapacitors and neural networks. IEEE Transactions on Industrial Electronics, 53(2), 614–623.
47. Chunli, L. (2012). Intelligent transportation based on the internet of things. In Proceedings of the international conference on consumer electronics, communications and networks, pp. 360–362.
48. Yongjun, Z., Xueli, Z., Shuxian, Z., & shenghui, G. (2012). Intelligent transportation system based on internet of things. In Proceedings of the world automation congress, pp. 1–3.
49. Raghavan, S., & Khaligh, A. (2012). Impact of plug-in hybrid electric vehicle charging on a distribution network in a smart grid environment. In Proceedings of the innovative smart grid technologies, pp. 1–7.
50. Bui, N., & Zorzi, M. (2011). Health care applications: A solution based on the internet of things. In Proceedings of the international symposium on applied sciences in biomedical and communication technologies, pp. 131:1–131:5.
51. Diaz, M., Juan, G., Lucas, O., & Ryuga, A. (2012). Big data on the internet of things: An example for the e-health. In Proceeding of the international conference on innovative mobile and internet services in ubiquitous, computing, pp. 898–900.
52. Bhaumik, C., Agrawal, A. K., & Sinha, P. (2012). Using social network graphs for search space reduction in internet of things. In Proceedings of the ACM conference on ubiquitous, computing, pp. 602–603.
53. Misra, S., Barthwal, R., & Obaidat, M. (2012). Community detection in an integrated internet of things and social network architecture. In Proceedings of the global communications conference.
54. Learning in a u-museum: Developing a context-aware ubiquitous learning environment. Computers & Education, 59 (3), 873–883, 2012.
55. Gonzalez, G., Organero, M., & Kloos, C. (2008). Early infrastructure of an internet of things in spaces for learning. In Proceedings fo the IEEE international conference on advanced learning technologies, pp. 381–383.
56. Domingo, M., & Forner, J. (2010). Expanding the learning environment: Combining physicality and virtuality—the internet of things for elearning. In Proceedings of the IEEE international conference on advanced learning technologies, pp. 730–731.
57. Schuster, E., Kumar, S., Sarma, S., Willers, J., & Milliken, G. (2011). Infrastructure for data-driven agriculture: Identifying management zones for cotton using statistical modeling and machine learning techniques. In International conference expo on emerging technologies for a smarter, world, pp. 1–6.
58. Min, Z., Bei, W., Chunyuan, G., & Zhao qian, S. (2011). Application study of precision agriculture based on ontology in the internet of things environment. In J. Zhang (Ed.), Applied informatics and communication (Vol. 227, pp. 374–380). Berlin: Springer.
59. Horvitz, E., Apacible, J., Sarin, R., & Liao, L. (2005). Prediction, expectation, and surprise: Methods, designs, and study of a deployed traffic forecasting service. In Proceedings of the conference on uncertainty in, artificial intelligence.
60. Thompson, C., White, J., Dougherty, B., Albright, A., & Schmidt, D. C. (2010). Using smartphones to detect car accidents and provide situational awareness to emergency responders. In Proceedings of the international conference on mobile wireless middleware, operating systems, and applications, vol. 48, pp. 29–42.
61. Li, X., Liu, J., Sheng, Q., Zeadally, S., & Zhong, W. (2011). TMS-RFID: Temporal management of large-scale RFID applications. Information Systems Frontiers, 13, 481–500.
62. Kulkarni, R., Forster, A., & Venayagamoorthy, G. (2011). Computational intelligence in wireless sensor networks: A survey. IEEE Communications Surveys Tutorials, 13(1), 68–96.
63. Del Valle, Y., Venayagamoorthy, G., Mohagheghi, S., Hernandez, J.-C., & Harley, R. (2008). Particle swarm optimization: Basic concepts, variants and applications in power systems. IEEE Transactions on Evolutionary Computation, 12(2), 171–195.
64. Ngatchou, P., Fox, W. L. J., & El-Sharkawi, M. (2005). Distributed sensor placement with sequential particle swarm optimization. In Proceedings the IEEE swarm intelligence symposium, pp. 385–388.
65. Rao, S. P., & Cook, D. J. (2004). Predicting inhabitant action using action and task models with application to smart homes. International Journal on Artificial Intelligence Tools, 13(1), 81–99.
66. Sousa, T., Morais, H., Vale, Z., Faria, P., & Soares, J. (2012). Intelligent energy resource management considering vehicle-to-grid: A simulated annealing approach. IEEE Transactions on Smart Grid, 3(1), 535–542.
67. Engelbrecht, A. P. (2007). Computational intelligence: An introduction. New York: Wiley.
68. Reeves, C. R. (Ed.). (1993). Modern heuristic techniques for combinatorial problems. New York, NY: Wiley.
69. Blum, C., & Merkle, D. (Eds.). (2008). Swarm intelligence: Introduction and applications. Natural computing series. New York: Springer.
70. Hagan, M. T., Demuth, H. B., & Beale, M. (1996). Neural network design. Boston, MA: PWS Publishing Co.
71. Sugeno, M. (1985). An introductory survey of fuzzy control. Information sciences, 36(1–2), 59–83.
72. Holland, J. H. (1992). Adaptation in natural and artificial systems. Boston, MA: MIT Press.
73. Goldberg, D. E. (1989). Genetic algorithms in search, optimization, and machine learning. Boston: Addison-Wesley Professional.
74. Michalewicz, Z. (1996). Genetic algorithms + data structures = evolution programs. Berlin: Springer.
75. Dorigo, M., Maniezzo, V., & Colorni, A. (1996). The ant system: Optimization by a colony of cooperating agents. IEEE Transactions on Systems, Man, and Cybernetics-Part B, 26(1), 29–41.
76. Dorigo, M., & Gambardella, L. M. (1997). Ant colony system: A cooperative learning approach to the traveling salesman problem. IEEE Transactions on Evolutionary Computation, 1(1), 53–66.
77. Kennedy, J., & Eberhart, R. C. (1995). Particle swarm optimization. In Proceedings of the IEEE international conference on neural networks, pp. 1942–1948.
78. Engelbrecht, A. P. (2006). Fundamentals of computational swarm intelligence. New York: Wiley.
79. Aggarwal, C. C. (Ed.). (2013). Managing and mining sensor data. Berlin: Springer.
80. Aggarwal, C. C., Ashish, N., & Sheth, A. (2013). The internet of things: A survey from the data-centric perspective. In C. C. Aggarwal (Ed.), Managing and mining sensor data (pp. 383–428). New York: Springer.
81. Fayyad, U. M., Piatetsky-Shapiro, G., & Smyth, P. (1996). From data mining to knowledge discovery in databases. AI Magazine, 17(3), 37–54.
82. Xu, R., & Wunsch-II, D. C. (2008). Clustering. New York: Wiley.
83. Tsai, C. W., Lai, C. F., Chiang, M. C., & Yang, L. T. (2014). Data mining for internet of things: A survey. IEEE Communications Surveys and Tutorials, 16(1), 77–97.
84. Ali, N., & Abu-Elkheir, M. (2012). Data management for the internet of things: Green directions. In Proceedings of the IEEE globecom workshops, pp. 386–390.
85. Said, O., & Masud, M. (2013). Towards internet of things: Survey and future vision. International Journal of Computer Networks, 5(1), 1–17.
86. Choi, H.-S., & Rhee, W.-S. (2012). Distributed semantic sensor web architecture. In Proceedings of the IEEE TENCON Conference, pp. 1–6.
87. Zhang, M., Zhao, H., Zheng, R., Wu, Q., & Wei, W. (2012). Cognitive internet of things: Concepts and application example. International Journal of Computer Science Issues, 9(9–3), 151–158.
88. Madden, S. (2012). From databases to big data. IEEE Internet Computing, 16(3), 4–6.
89. Chang, K.-D., Chen, C.-Y., Chen, J.-L., & Chao, H.-C. (2011). Internet of things and cloud computing for future internet. In C.-H. Hsu, L. T. Yang, J. Ma & C. Zhu, (Eds.), Ubiquitous intelligence and computing, vol. 6905 of lecture notes in computer science, pp. 1–10, Springer, Berlin.
90. Cunjiang, Y., Huaxun, Z., & Lei, Z. (2012). Architecture design for smart grid. Energy Procedia, Part B, 17, 1524–1528.
91. Moslehi, K., & Kumar, R. (2010). A reliability perspective of the smart grid. Smart Transmission Grid: Vision and Framework, 1(1), 57–64.
92. Li, F., Qiao, W., Sun, H., Wan, H., Wang, J., Xia, Y., et al. (2010). Smart transmission grid: Vision and framework. IEEE Transactions on Smart Grid, 1(2), 168–177.
93. Berkovich, S., & Liao, D. (2012). On clusterization of ”big data” streams. In Proceedings of the international conference on computing for geospatial research and applications, pp. 3:1–3:1.
94. de Saint-Exupery, A. (2009). Internet of things strategic research roadmap. In Technical report, European research cluster on the internet of things.
95. Reichman, O. J., Jones, M. B., & Schildhauer, M. P. (2011). Challenges and opportunities of open data in ecology. Science, 331, 703–705.
96. Katasonov, A., Kaykova, O., Khriyenko, O., Nikitin, S., & Terziyan, V. Y. (2008). Smart semantic middleware for the internet of things. In Proceedings of the international conference on informatics in control, automation and robotics, intelligent control systems and optimization, pp. 169–178.
97. Fleury, A., Vacher, M., & Noury, N. (2010). SVM-based multimodal classification of activities of daily living in health smart homes: Sensors, algorithms, and first experimental results. IEEE Transactions on Information Technology in Biomedicine, 14(2), 274–283.
98. Nguyen, Q. C., Shin, D., Shin, D., & Kim, J. (2009). Real-time human tracker based on location and motion recognition of user for smart home. In Proceedings of the international conference on multimedia and ubiquitous, engineering, pp. 243–250.
99. Rexford, J., & Dovrolis, C. (2010). Future internet architecture: Clean-slate versus evolutionary research. Communications of the ACM, 53(9), 36–40.
100. Issarny, V., Georgantas, N., Hachem, S., Zarras, A., Vassiliadist, P., Autili, M., et al. (2011). Service-oriented middleware for the future internet: State of the art and research directions. Journal of Internet Services and Applications, 2(1), 23–45.
101. Brito Carvalho, T., Miers, C., Dominicini, C., & Redígolo, F. (2010). Key issues on future internet. In T. Tronco (Ed.), New Network architectures, vol. 297 of studies in computational intelligence, pp. 221–236. Springer, Berlin.
102. Fall, K. (2003). A delay-tolerant network architecture for challenged internets. In Proceedings of the conference on applications, technologies, architectures, and protocols for, computer communications, pp. 27–34.
103. Li, Y., Wang, Z., Jin, D., Zeng, L., & Chen, S. (2012). Collaborative vehicular content dissemination with directional antennas. IEEE Transactions on Wireless Communications, 11(4), 1301–1306.
104. Li, Y., Su, G., Hui, P., Jin, D., Su, L., & Zeng, L. (2011). Multiple mobile data offloading through delay tolerant networks. In Proceedings of the ACM workshop on challenged, networks, pp. 43–48.
105. Chaintreau, A., Hui, P., Crowcroft, J., Diot, C., Gass, R., & Scott, J. (2007). Impact of human mobility on opportunistic forwarding algorithms. IEEE Transactions on Mobile Computing, 6(6), 606–620.
106. Prensky, M. (2001). Digital natives, digital immigrants. On the Horizon, 9(5), 1–6.