Research Article

RBF Neural Network-Based Frequency Band Prediction for Future Frequency Hopping Communications

Table 2

The quantitative analysis of 1000 training sets prediction results.

AlgorithmMAE (Hz)MAPERMSE (Hz)SMAPE

Gradient-RBF algorithm1050.036111.70.0722
Correlation-based algorithm6560.145224.60.01285
PSO-RBF algorithm4580.093222.70.0872