IDEAS home Printed from https://ideas.repec.org/a/wsi/jikmxx/v23y2024i02ns0219649224500102.html
   My bibliography  Save this article

Multipath Load Balancing in MANET via Hybrid Intelligent Algorithm

Author

Listed:
  • Manjula A. Biradar

    (Department of Computer Science and Engineering, Sharnbasava University, Sharan Nagar, Kalaburagi, Karnataka 585105, India)

  • Sujata Mallapure

    (Department of Artificial Intelligence and Machine Learning, Faculty of Engineering & Technology (Exclusively for Women), Sharnbasava University, Sharan Nagar, Kalaburagi, Karnataka 585105, India)

Abstract

The Mobile Adhoc Network (MANET) is a vital network that is vulnerable to energy and security restrictions. Because of node mobility, building a routing protocol to offers an effective and acceptable means of routing data with minimum packet loss, less energy consumption, and extending network lifetime has become a difficult challenge in MANETs. Most of the current MANET routing protocols lack the strategy of precise load-balancing. A recent survey on load distribution in MANET shows shortest-path MANET routing protocols using centrally located nodes in many routes. Since few nodes have to carry excessive loads, congestion increases, leading to undesirable effects such as long delays, lower packet delivery, and higher routing overhead, which shows the need for proper balancing models. In this work, multipath load balancing with the proposed NUSOA is used in MANETs to reduce energy usage and packet loss. Here, the data packets are distributed through gateway nodes, which are selected by the various features such as path cost, link cost, residual energy, and distance. Proposed hybrid optimisation termed as Namib Updated Shepherd Optimisation Algorithm (NUSOA) which is the mixture of both Namib Beetle Optimisation (NBO) and Shuffled Shepherd Optimisation Algorithm (SSOA) to choose optimal gateway nodes. Moreover, the optimal path is chosen based on load balancing with the constraints of congestion detection and node availability of the path using the proposed hybrid optimisation.

Suggested Citation

  • Manjula A. Biradar & Sujata Mallapure, 2024. "Multipath Load Balancing in MANET via Hybrid Intelligent Algorithm," Journal of Information & Knowledge Management (JIKM), World Scientific Publishing Co. Pte. Ltd., vol. 23(02), pages 1-23, April.
  • Handle: RePEc:wsi:jikmxx:v:23:y:2024:i:02:n:s0219649224500102
    DOI: 10.1142/S0219649224500102
    as

    Download full text from publisher

    File URL: http://www.worldscientific.com/doi/abs/10.1142/S0219649224500102
    Download Restriction: Access to full text is restricted to subscribers

    File URL: https://libkey.io/10.1142/S0219649224500102?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:wsi:jikmxx:v:23:y:2024:i:02:n:s0219649224500102. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    We have no bibliographic references for this item. You can help adding them by using this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Tai Tone Lim (email available below). General contact details of provider: http://www.worldscinet.com/jikm/jikm.shtml .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.