Table 8 Probability distribution table for different algorithms.

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

Algorithm end step

PPO

DDPG

SAC

1–10

0.09

0.07

0.1

10–30

0.13

0.19

0.37

30–50

0.11

0.21

0.21

50–70

0.07

0.09

0.11

70–90

0.04

0.03

0.06

90–100

0.55

0.41

0.15

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