Overlapping coalition game model under context awareness and spatial adaptive play algorithm
A game model, adaptive learning technology, applied in electrical components, wireless communication, network planning and other directions, can solve the problem of not considering user resource requirements, reducing forwarding overhead, not taking into account, etc., to avoid the effect of non-convergence problems
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[0081] A specific embodiment of the present invention is described as follows: the system simulation uses Matlab software, and the parameter setting does not affect the generality; N secondary users are randomly arranged in a 200m×200m network scene, and the acquisition cost of a single spectrum resource is α 0 It is uniformly set to 1, the communication range of all secondary users is the same and set to Radii, and the content overlap of all users is set to O d , the learning coefficient β is set to 3, and increases to 25 as the number of iterations increases, so that the result gradually converges from the learning detection process.
[0082] The present invention is based on the algorithm of the overlapping alliance game model of situation awareness, and the specific process is as follows:
[0083] Step 1: Initialize, set the number of iterations j = 0, each secondary user n∈N selects a different alliance, and selects a content block i as the content selected by the allianc...
example 1
[0093] Example 1 Communication distance Radii
[0094] Consider 8 secondary users, represented by Figure 4 It can be seen that under different communication distance conditions, the average spectrum acquisition cost is reduced by 13.8% compared with the proposed user content-based spatial adaptive learning (SAP) algorithm and the SAP comparison algorithm based on the user's own overlapping alliance.
example 2
[0095] Example 2 Number of secondary users (N)
[0096] Consider different numbers of secondary users, assuming that each user n randomly generates l n content (0n Figure 5 It can be seen that, compared with the SAP comparison algorithm based on the user's own overlapping alliances, the proposed algorithm based on the overlapping alliance game model of situation awareness can reduce the average spectrum acquisition cost by 17.7%.
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