Table 4 Enforcement learning network training hyperparameters.

From: Research on intelligent regulation of layered water injection based on reinforcement learning SAC algorithm

Number of Layer Segments

Number of Hidden Layer

32 Neurons

64 Neurons

128 Neurons

256 Neurons

512 Neurons

1024 Neurons

Single-layer segment

2

− 218

− 123

− 102

   

3

− 196

− 87

− 89

   

4

− 148

− 98

− 90

   

Two-layer segment

2

 

− 545

− 513

− 625

  

3

 

− 491

− 451

− 496

  

4

 

− 486

− 463

− 467

  

Three-layer segment

2

   

− 718

− 681

− 841

3

   

− 642

− 526

− 736

4

   

− 621

− 596

− 756