Neural network based near-optimal routing algorithm

Chang Wook Ahn, R. S. Ramakrishna, In Chan Choi, Chung Gu Kang

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    5 Citations (Scopus)

    Abstract

    Presents a neural network based near-optimal routing algorithm. It employs a modified Hopfield neural network (MHNN) as a means to solve the shortest path problem. It also guarantees a speedy computation that is appropriate to multi-hop radio networks. The MHNN uses every piece of information that is available at the peripheral neurons in addition to the highly correlated information that is available at the local neuron. Consequently, every neuron converges speedily and optimally to a stable state. The convergence is faster than what is usually found in algorithms that employ conventional Hopfield neural networks. Computer simulations support the indicated claims. The results are relatively independent of network topology for almost all source-destination pairs.

    Original languageEnglish
    Title of host publicationICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing
    Subtitle of host publicationComputational Intelligence for the E-Age
    EditorsKunihiko Fukushima, Lipo Wang, Jagath C. Rajapakse, Soo-Young Lee, Xin Yao
    PublisherInstitute of Electrical and Electronics Engineers Inc.
    Pages1771-1776
    Number of pages6
    ISBN (Electronic)9810475241, 9789810475246
    DOIs
    Publication statusPublished - 2002
    Event9th International Conference on Neural Information Processing, ICONIP 2002 - Singapore, Singapore
    Duration: 2002 Nov 182002 Nov 22

    Publication series

    NameICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing: Computational Intelligence for the E-Age
    Volume4

    Other

    Other9th International Conference on Neural Information Processing, ICONIP 2002
    Country/TerritorySingapore
    CitySingapore
    Period02/11/1802/11/22

    Bibliographical note

    Publisher Copyright:
    © 2002 Nanyang Technological University.

    ASJC Scopus subject areas

    • Computer Networks and Communications
    • Information Systems
    • Signal Processing

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