Small cell micro base station frequency spectrum auction method based on neural network and time evolution
A neural network and time evolution technology, applied in the field of spectrum auction of small cells and micro base stations, can solve the problems of no connection between user bids and the interests of small cells and micro base stations, no consideration of multi-time, no bidding process, etc., to improve auction efficiency, The effect of increasing income and increasing rationality
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[0047] The present invention will be further described below in conjunction with the accompanying drawings, but the present invention is not limited thereto.
[0048] figure 1 The communication system model is shown. One macro base station covers several small cell micro base stations. Since micro base stations are not authorized, users of small cell micro base stations will bid for the shared frequency band as buyers. Among them, the small cell micro base station adopts beamforming technology to improve its signal-to-noise ratio during communication.
[0049] figure 2 A system model of a single neuron is shown, which weights three inputs simultaneously and outputs through an activation function.
[0050] image 3 The system model of the neural network using the BP algorithm is shown. The model consists of three inputs and four neurons in the hidden layer to adjust the weight, and the nonlinear relationship between the data is obtained through training.
[0051] Figure ...
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