Abstract
A kind of adaptive sub-channel allocation method utilizing Hopfield neural network (HNN) is studied in this paper. In order to find the power optimal sub-channel allocation under the constraints that only one sub-channel can be allocated to one user and all users are allocated the same number of sub-channels, a kind of new energy constrained function is constructed for the HNN. It is shown through numerical simulation that the proposed method can find the optimal allocation with less complexity compared with the exhaustive method.
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Acknowledgments
This work is supported in part by the Natural Science Foundation of Shandong Province (No. ZR2010FM040), and the Graduate Independent Innovation Foundation of Shandong University (GIIFSDU) (No. yzc12071).
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Li, S., Jiang, M., Dong, A., Yuan, D. (2014). Adaptive Sub-Channel Allocation Based on Hopfield Neural Network for Multiuser OFDM. In: Sun, F., Hu, D., Liu, H. (eds) Foundations and Practical Applications of Cognitive Systems and Information Processing. Advances in Intelligent Systems and Computing, vol 215. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-37835-5_22
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DOI: https://doi.org/10.1007/978-3-642-37835-5_22
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