Research Article

Joint Channel Allocation and Power Control Based on Long Short-Term Memory Deep Q Network in Cognitive Radio Networks

Table 1

Notation of definitions.

SymbolDefinition

The transmit power of the ith PU in AP p at time t
The transmit power of the jth SU in AP p at time t
The channel gain of AP p from the ith PU transmitter to the ith PU receiver at time t
The channel gain of AP p from the jth SU transmitter to the jth SU receiver at time t
The channel gain of AP p from the jth SU transmitter to the ith PU receiver at time t
The channel gain of AP p from the ith PU transmitter to the jth SU receiver at time t
The channel gain of AP p from the kth SU transmitter to the jth SU receiver (j is not equal to k) at time t
The noise power received by the ith PU of AP p at time t
The noise power received by the jth SU of AP p at time t
The SINR threshold required by the PU
The SINR threshold required by the SU
The number of PUs in the area served by AP p
The number of SUs in the area served by AP p
The distance from the ith PU in AP p to the microcells at time t
The distance from the jth SU in AP p to the microcells at time t