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A Comprehensive Review and Performance Evaluation of Recent Trends for Data Aggregation and Routing Techniques in IoT Networks

  • Neeraj ChandnaniEmail author
  • Chandrakant N. Khairnar
Conference paper
  • 14 Downloads
Part of the Lecture Notes in Networks and Systems book series (LNNS, volume 100)

Abstract

Internet of things (IoT) is a ubiquitous network which supports and offers a system that observes and manages the physical world through the aggregation, filtering, and investigation of generated data using IoT devices. Aggregation of data and routing of nodes in IoT devices are always challenging tasks. A well-organized data aggregation and routing of nodes is necessary factor for successful placement and use of IoT devices. IoT devices usually share large amount of data that can be converted into information. The information is aggregated to enhance the overall efficiency of the IoT network. Data aggregation is the process in which information is collected and expressed for the purpose of statistical analysis. Routing in the IoT network plays a vital role. IoT devices act as routers for sending information to the gateways. The routing of data affects the power consumption of progressing IoT devices. For these reasons, aggregation of data and routing of nodes are important for IoT devices. This paper conveys and evaluates comparison on current data aggregation and routing techniques of IoT devices. Ad hoc On-demand Distance Vector (AODV) routing protocol is simulated for ten different mobility conditions, and its performance is observed in respect of throughput, delay, and packet delivery ratio.

Keywords

IoT devices Data aggregation Centralized data aggregation Cluster-based data aggregation Tree-based data aggregation Cluster and non-cluster-based routing Secure routing AODV 

References

  1. 1.
    Karamitsios K, Orphanoudakis T (2017) Efficient IoT data aggregation for connected health Applications. In: IEEE symposium on computers and communications (ISCC),  https://doi.org/10.1109/ISCC.2017.8024685
  2. 2.
    Pourghebleh B, Navimipour NJ (2017) Data aggregation mechanisms in the internet of things: a systematic review of the literature and recommendations for future research. Elsevier J Netw Comput Appl 97: 23–24.  https://doi.org/10.1016/j.jnca.2017.08.006CrossRefGoogle Scholar
  3. 3.
    Fitzgerald E, Pióro M, Tomaszewski A (2018) Energy-optimal data aggregation and dissemination for the internet of things. IEEE Internet Things J 5(2):955–969.  https://doi.org/10.1109/JIOT.2018.2803792CrossRefGoogle Scholar
  4. 4.
    Amarlingam M, Mishra PK, Rajalakshmi P, Channappayya SS, Sastry CS (2018) Novel light weight compressed data aggregation using sparse measurements for IoT networks. Elsevier J Netw Comput Appl 121: 119–134.  https://doi.org/10.1016/j.jnca.2018.08.004CrossRefGoogle Scholar
  5. 5.
    Yu T, Wang X, Shami A (2017) Recursive principal component analysis based data outlier detection and sensor data aggregation in IoT systems. IEEE Internet Things J 4(6): 2207–2216. https://ieeexplore.ieee.org/xpl/tocresult.jsp?isnumber=8172502,  https://doi.org/10.1109/jiot.2017.2756025CrossRefGoogle Scholar
  6. 6.
    Jia B, Hao L, Zhang C, Zhao H, Khan M (2018) An IoT service aggregation method based on dynamic planning for QoE restraints. Springer J Mob Netw Appl 24(1):25–33.  https://doi.org/10.1007/s11036-018-1135-7CrossRefGoogle Scholar
  7. 7.
    Kumar K, Kumar S (2018) Energy efficient link stable routing in internet of things. Springer Int J Inf Technol 10(4):465–479.  https://doi.org/10.1007/s41870-018-0141-0CrossRefGoogle Scholar
  8. 8.
    Wang Y, Tian Y, Miao R, Chen W (2018) Heterogeneous IoTs routing strategy based on cellular address. In: IEEE international conference on smart internet of things (SmartIoT), pp 64–69.  https://doi.org/10.1109/smartiot.2018.00021
  9. 9.
    Elapp M, Chinara S, Parhi DR (2018) Survivable path routing in WSN for IoT applications. Elsevier J Pervasive Mob Comput 43: 49–63.  https://doi.org/10.1016/j.pmcj.2017.11.004CrossRefGoogle Scholar
  10. 10.
    Bounceur A, Bezoui M, Lounis M, Euler R, Teodorov C (2018) A new dominating tree routing algorithm for efficient leader election in IoT networks. In: IEEE annual consumer communications & networking conference (CCNC).  https://doi.org/10.1109/CCNC.2018.8319292
  11. 11.
    Dhumane AV, Prasad RS (2017) Multi-objective fractional gravitational search algorithm for energy efficient routing in IoT. Springer J Wirel Netw 25(1):399–413.  https://doi.org/10.1007/s11276-017-1566-2CrossRefGoogle Scholar
  12. 12.
    Dhumane AV, Prasad RS (2018) Fractional gravitational grey wolf optimization to multi-path data transmission in IoT. Springer J Wirel Pers Commun 102(1):411–436.  https://doi.org/10.1007/s11277-018-5850-yCrossRefGoogle Scholar
  13. 13.
    Bhandari S, Sharma SK, Wang X (2017) Latency minimization in wireless IoT using prioritized channel access and data aggregation. In: IEEE global communications conference.  https://doi.org/10.1109/glocom.2017.8255038
  14. 14.
    Ghate VV, Vijayakumar V (2018) Machine learning for data aggregation in WSN: a survey. Int J Pure Appl Math 118(24).  https://doi.org/10.1016/j.inffus.2018.09.013CrossRefGoogle Scholar
  15. 15.
    Lu R, Heung K, Lashkari AH, Ghorbani AA (2017) A lightweight privacy-preserving data aggregation scheme for fog computing-enhanced IoT. IEEE Access 5: 3302–3312.  https://doi.org/10.1109/access.2017.2677520CrossRefGoogle Scholar
  16. 16.
    Ko H, Lee J, Pack S (2017) CG-E2S2: consistency-guaranteed and energy-efficient sleep scheduling algorithm with data aggregation for IoT. Elsevier J Futur Gener Comput Syst 92:1093–1102.  https://doi.org/10.1016/j.future.2017.08.040CrossRefGoogle Scholar
  17. 17.
    Li R, Sturtivant C, Yu J, Cheng X (2018) A novel secure and efficient data aggregation scheme for IoT. IEEE Internet Things J.  https://doi.org/10.1109/JIOT.2018.2848962CrossRefGoogle Scholar
  18. 18.
    Abdul‑Qawy ASH, Srinivasulu T (2018) SEES: a scalable and energy-efficient scheme for green IoT‑based heterogeneous wireless nodes. Springer J Ambient Intell HumIzed Comput, 1–26.  https://doi.org/10.1007/s12652-018-0758-7CrossRefGoogle Scholar
  19. 19.
    Preetha SSL, Dhanalakshmi R, Kumar R (2018) An energy efficient framework for densely distributed WSNs IoT devices based on tree based robust cluster head. Springer J Wirel Pers Commun 103(4): 3163–3180.  https://doi.org/10.1007/s11277-018-6000-2CrossRefGoogle Scholar
  20. 20.
    Chhabra A, Vashishth V, Khanna A, Sharma DK, Singh J (2018) An energy efficient routing protocol for wireless internet-of-things sensor networks. Networking and Internet Architecture. https://arxiv.org/abs/1808.01039. Downloaded on 29 Nov
  21. 21.
    Kumar JS, Zaveri MA (2018) Clustering approaches for pragmatic two-layer IoT architecture. Wirel Commun Mob Comput, pp 1–16.  https://doi.org/10.1155/2018/8739203CrossRefGoogle Scholar
  22. 22.
    Khan FA, Ahmad A, Imran M (2018) Energy optimization of PR-LEACH routing scheme using distance awareness in internet of things networks. Springer Int J Parallel Program, pp 1–20.  https://doi.org/10.1007/s10766-018-0586-6
  23. 23.
    Hasan MZ, Al-Turjman F (2017) Optimizing multipath routing with guaranteed fault tolerance in internet of things. IEEE Sens J 17(19): 6463–6473.  https://doi.org/10.1109/jsen.2017.2739188CrossRefGoogle Scholar
  24. 24.
    Hamrioui S, Lorenz P (2017) Bio inspired routing algorithm and efficient communications within IoT. IEEE Netw J 31(5):74–79.  https://doi.org/10.1109/MNET.2017.1600282CrossRefGoogle Scholar
  25. 25.
    Nguyen TD, Khan JY, Ngo DT (2018) A distributed energy-harvesting-aware routing algorithm for heterogeneous IoT networks. IEEE Trans Green Commun Netw 2(4): 1115–1127.  https://doi.org/10.1109/tgcn.2018.2839593CrossRefGoogle Scholar
  26. 26.
    Ma G, Li X, Pei Q, Li Z (2017) A security routing protocol for internet of things based on RPL. In: IEEE international conference on networking and network applications.  https://doi.org/10.1109/NaNA.2017.28
  27. 27.
    El Hajjar A, Roussos G, Paterson M (2017) Secure routing in IoT networks with SISLOF. In: IEEE global internet of things summit (GIoTS).  https://doi.org/10.1109/GIOTS.2017.8016278
  28. 28.
    Mick T, Tourani R, Misra S (2017) Laser: lightweight authentication and secured routing for NDN IoT in smart cities. IEEE Internet Things J 5(2):755–764.  https://doi.org/10.1109/JIOT.2017.2725238CrossRefGoogle Scholar

Copyright information

© Springer Nature Singapore Pte Ltd. 2020

Authors and Affiliations

  1. 1.Devi Ahilya UniversityIndoreIndia
  2. 2.Military College of Telecommunication EngineeringMhowIndia
  3. 3.Faculty of Communication EngineeringMilitary College of Telecommunication EngineeringMhowIndia

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