Research Article
Reinforcement Learning-Based Autonomous Navigation and Obstacle Avoidance for USVs under Partially Observable Conditions
Table 1
The overall network structure of the UANOA algorithm, which consists of a perception part and a decision part.
| Network structure | Network type | Number of neurons | Activation function |
| First layer | Linear | 256 | Relu | Second layer | Linear | 256 | Relu | Third layer | Linear (concat) | 131 | Relu | Fifth layer | GRU | 128 | Tanh | Sixth layer | Linear | 128 | Relu | Seventh layer | Linear | 128 | Relu | Eighth layer | Linear | 13 | Softmax |
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