batch_size,
epochs,
verbose=1,
validation_data=(x_test, y_test))
# Simulation
for x_test, y_test, num_of_D2Ds in zip(x_test_list, y_test_list, num_of_D2Ds):
channel_gain_matrix = Simulation.GetChannelGainMatrix(
x_test, num_of_cells, num_of_CUEs, num_of_D2Ds)
QoS_of_CUE = Simulation.GetQoSofCUE(channel_gain_matrix,
num_of_cells,
num_of_CUEs,
rate_proportion=0.05)
y_test = Preprocessing.RemoveRedundantZero(y_test, num_of_cells,
num_of_CUEs, num_of_D2Ds)
opt_CUE_power, opt_D2D_power = Simulation.GetPowerAllocation(
y_test, num_of_cells, num_of_CUEs, num_of_D2Ds)
opt_CUE_rate, opt_D2D_rate = Simulation.GetDataRate(
channel_gain_matrix, opt_CUE_power, opt_D2D_power)
opt_system_sum_rate, opt_CUE_sum_rate, opt_D2D_sum_rate = Simulation.GetSumRate(
opt_CUE_rate, opt_D2D_rate)
opt_system_power_consumption, opt_CUE_power_consumption, opt_D2D_power_consumption = Simulation.GetPowerConsumption(
opt_CUE_power, opt_D2D_power)
opt_system_EE, opt_CUE_EE, opt_D2D_EE = Simulation.GetEnergyEfficiency(
opt_system_sum_rate, opt_CUE_sum_rate, opt_D2D_sum_rate,
opt_system_power_consumption, opt_CUE_power_consumption,
opt_D2D_power_consumption)
opt_system_UIR, opt_CUE_UIR, opt_D2D_UIR = Simulation.GetUIR(
opt_CUE_rate, opt_D2D_rate, opt_CUE_power, opt_D2D_power, QoS_of_CUE)
