Research Article

Design and Application of Deep Belief Network Based on Stochastic Adaptive Particle Swarm Optimization

Table 3

Structural parameters of heterogeneous particle swarm DBN.

MethodPSO-DBNAPSO-DBNRSAPSO-DBN

Number of hidden layer nodes151816
Learning rate0.05360.02360.0167
Momentum parameter0.9430.89310.8762
Recognition accuracy90a.75%88.25%93.75%