Research Article

CSL-SFNet for Cooperative Spectrum Sensing in Cognitive Satellite Network with GEO and LEO Satellites

Table 1

Description of the system model parameters.

ParameterSymbolValue

Training set size (per SNR)1,000
Test set size (per SNR)100
Batch size512
Dropout rate0.1
Learning rate0.0001
OptimizerAdam
Modulation scheme16QAM
SNR range−20 to 0 dB
Sample length512
Transmit power of GES40 dBm
Noise temperature of SU175K
Carrier frequency29.9 GHz
Bandwidth24 MHz
Atmospheric absorption factor0.75 dB
Cloud attenuation factor1.25 dB
Antenna diameter of SU0.3 m
Antenna diameter of GES0.3 m
Antenna efficiency55%
Probability of detection/false alarm
Optimal model parameter of CSLNet
Optimal model parameter of Soft-FusionNet
Maximum gain of the GES’s transmit antenna
Maximum gain of the SU’s receive antenna
Noise uncertaint factor