Neural Network Approach to Routing in Sensor Network
DOI:
https://doi.org/10.3849/aimt.01011Abstract
Author presents a design of the artificial neural network for routing in the sensor network. The routing table is replaced by artificial neural network. The main aim is to realize this operation as fast as possible. In this paper author presents offline learning method and also real-time learning of the Artificial Neural Network (ANN). Offline learning regards to learning procedure on a general-purpose computing platform before the learned system is implemented in hardware. Real-time learning is done during the using of the system in the sensor network. Optimized neural network is implemented in the reconfigurable hardware. The paper concludes with possible future research areas.
References
Al-Karaki, J. N., A. E. Kamal, Routing Techniques in Wireless Sensor Networks: A Survey, IEEE Wireless Communications, Volume 11, No. 6, Dec. 2004, pp. 6-28.
Al-Kofahi, O., A. E. Kamal, Survivability Strategies in Multihop Wireless Networks, IEEE Wireless Communications, Vol. 17, No. 5, Oct. 2010, pp. 71-80.
Elman, J. L., Finding structure in time, Cognitive Science,” Vol. 14, 1990, pp. 179-211.
Rosenblatt, F., Principles of Neurodynamics. Washington D.C., Spartan Press, 1961.
Mokriš, I., Turčaník,M.: Contribution to the analysis of multilayer perceptrons for pattern recognition. Neural Network World. Vol. 10, No. 6 (2000), ISSN 1210-0552, p. 969-982.
Turčaník, M. - Mokriš, I., Possible Approach to Optimization of Neural Network Structure. Proc. of Conf. SECON 97, Warsaw, 1997, pp. 326 - 335.
Pattreson D., Artificial Neural networks - Theory and Applications, Prentice Hall, 1996.
Melacci, S., Sarti, L., Maggini, M., Bianchini, M., A Neural Network Approach to Similarity Learning, Lecture Notes in Computer Science, Artificial Neural Networks in Pattern Recognition, June 30, 2008, pp. 133-136.
Ezzati, S., Naji, H. R., Chegini, A., Habibimehr, P., Intelligent Firewall on Reconfigurable Hardware, European Journal of Scientific Research. ISSN 1450-216X Vol.47 No.4 (2010), pp.509-516.
Sato, T., Imaruoka, S., Fukase, M., Reconfigurable Firewall Unit by Wave-Pipelined Operations, 2008 International Symposium on Intelligent Signal Processing and Communication Systems (ISPACS2008), Bangkok, Thailand, ISBN 978-1-4244-2565.
Ashenden, P. J., The designers guide to VHDL. Morgan Kaufmann Publishers. ISBN 978-0-12-088785-9, 2008.
Downloads
Published
Issue
Section
License
Authors who publish with this journal agree to the following terms:
1. Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
2. Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
3. Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work.
Users can use, reuse and build upon the material published in the journal for any purpose, even commercially.