Table 7 Water injection well parameter table.

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

Algorithm names

Single-layer segment

Two-layer segment

Three-layer segment

PPO

79%

42%

14%

DDPG

95%

52%

32%

SAC

98%

86%

81%