The invention discloses a distributed multi-user dynamic spectrum
access method in a cognitive
wireless network. The method comprises the following steps: step 1, constructing a
system model, whereinthe
system model is as follows: n authorized users and k cognitive users in a
cell share b channels, wherein n, k and b are natural numbers that are not zero, values of n and b are equal, and k is larger than n; step 2, performing spectrum selection and access on the cognitive users by adopting a DQN
algorithm, specifically, setting an initial Q function, setting each
cognitive user as an executor, and performing
action selection by each executor according to the DQN
algorithm, namely, selecting one of the b channels for transmission, calculating an average utility value of a
system, and setting a
reward value by adopting an evolutionary game theory; and then training a neural network, and using the neural network as a function approximator to obtain an updated Q function; and step 3, continuing to execute step 2 until the obtained
system capacity tends to be a constant value. Under the condition of
high frequency spectrum requirements, the bandwidth efficiency is high.